51460 lines
3.0 MiB
51460 lines
3.0 MiB
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Import libraries\n",
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"import pandas as pd\n",
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"import numpy as np"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Import data\n",
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"dataset = pd.read_csv('data/Churn_Modelling.csv')\n",
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"X = dataset.iloc[:, 3:13]\n",
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"y = dataset.iloc[:, 13]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Encode categorical data and scale continuous data\n",
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"from sklearn.preprocessing import OneHotEncoder, StandardScaler\n",
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"from sklearn.compose import make_column_transformer\n",
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"preprocess = make_column_transformer(\n",
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" (OneHotEncoder(), ['Geography', 'Gender']),\n",
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" (StandardScaler(), ['CreditScore', 'Age', 'Tenure', 'Balance',\n",
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" 'NumOfProducts', 'HasCrCard', 'IsActiveMember', \n",
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" 'EstimatedSalary']))\n",
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"X = preprocess.fit_transform(X)\n",
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"X = np.delete(X, [0,3], 1)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Split in train/test\n",
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"y = y.values\n",
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"from sklearn.model_selection import train_test_split\n",
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"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2, random_state = 0)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Partie 2 - ANN"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"Using TensorFlow backend.\n"
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]
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}
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],
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"source": [
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"# Importing the Keras libraries and packages\n",
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"from keras.models import Sequential\n",
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"from keras.layers import Dense"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Epoch 1/100\n",
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"8000/8000 [==============================] - 12s 1ms/step - loss: 0.4945 - accuracy: 0.7956\n",
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"Epoch 2/100\n",
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"8000/8000 [==============================] - 4s 454us/step - loss: 0.4332 - accuracy: 0.7960\n",
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"Epoch 3/100\n",
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"8000/8000 [==============================] - 3s 430us/step - loss: 0.4282 - accuracy: 0.7960\n",
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"Epoch 4/100\n",
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"8000/8000 [==============================] - 4s 460us/step - loss: 0.4231 - accuracy: 0.7965\n",
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"Epoch 5/100\n",
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"8000/8000 [==============================] - 4s 440us/step - loss: 0.4186 - accuracy: 0.8221\n",
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"Epoch 6/100\n",
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"8000/8000 [==============================] - 3s 428us/step - loss: 0.4165 - accuracy: 0.8273\n",
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"Epoch 7/100\n",
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"8000/8000 [==============================] - 3s 425us/step - loss: 0.4146 - accuracy: 0.8288\n",
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"Epoch 8/100\n",
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"8000/8000 [==============================] - 4s 459us/step - loss: 0.4133 - accuracy: 0.8301\n",
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"Epoch 9/100\n",
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"8000/8000 [==============================] - 10s 1ms/step - loss: 0.4120 - accuracy: 0.8320\n",
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"Epoch 10/100\n",
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"8000/8000 [==============================] - 10s 1ms/step - loss: 0.4110 - accuracy: 0.8329\n",
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"Epoch 11/100\n",
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"8000/8000 [==============================] - 4s 482us/step - loss: 0.4102 - accuracy: 0.8341\n",
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"Epoch 12/100\n",
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"8000/8000 [==============================] - 4s 463us/step - loss: 0.4093 - accuracy: 0.8338\n",
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"Epoch 13/100\n",
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"8000/8000 [==============================] - 3s 429us/step - loss: 0.4086 - accuracy: 0.8338\n",
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"Epoch 14/100\n",
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"8000/8000 [==============================] - 4s 443us/step - loss: 0.4081 - accuracy: 0.8338\n",
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"Epoch 15/100\n",
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"8000/8000 [==============================] - 3s 425us/step - loss: 0.4076 - accuracy: 0.8349\n",
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"Epoch 16/100\n",
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"8000/8000 [==============================] - 3s 406us/step - loss: 0.4068 - accuracy: 0.8329\n",
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"Epoch 17/100\n",
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"8000/8000 [==============================] - 4s 468us/step - loss: 0.4063 - accuracy: 0.8351\n",
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"Epoch 18/100\n",
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"8000/8000 [==============================] - 14s 2ms/step - loss: 0.4061 - accuracy: 0.8342\n",
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"Epoch 19/100\n",
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"8000/8000 [==============================] - 14s 2ms/step - loss: 0.4057 - accuracy: 0.8345\n",
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"Epoch 20/100\n",
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"8000/8000 [==============================] - 3s 402us/step - loss: 0.4052 - accuracy: 0.8338\n",
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"Epoch 21/100\n",
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"8000/8000 [==============================] - 5s 658us/step - loss: 0.4047 - accuracy: 0.8350\n",
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"Epoch 22/100\n",
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"8000/8000 [==============================] - 4s 476us/step - loss: 0.4046 - accuracy: 0.8351\n",
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"Epoch 23/100\n",
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"8000/8000 [==============================] - 4s 501us/step - loss: 0.4043 - accuracy: 0.8351\n",
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"Epoch 24/100\n",
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"8000/8000 [==============================] - 3s 422us/step - loss: 0.4039 - accuracy: 0.8360\n",
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"Epoch 25/100\n",
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"8000/8000 [==============================] - 4s 463us/step - loss: 0.4033 - accuracy: 0.8344\n",
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"Epoch 26/100\n",
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"8000/8000 [==============================] - 15s 2ms/step - loss: 0.4035 - accuracy: 0.8355\n",
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"Epoch 27/100\n",
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"8000/8000 [==============================] - 13s 2ms/step - loss: 0.4035 - accuracy: 0.8347\n",
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"Epoch 28/100\n",
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"8000/8000 [==============================] - 4s 456us/step - loss: 0.4032 - accuracy: 0.8353\n",
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"Epoch 29/100\n",
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"8000/8000 [==============================] - 4s 470us/step - loss: 0.4025 - accuracy: 0.8336\n",
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"Epoch 30/100\n",
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"8000/8000 [==============================] - 4s 474us/step - loss: 0.4023 - accuracy: 0.8345\n",
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"Epoch 31/100\n",
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"8000/8000 [==============================] - 3s 432us/step - loss: 0.4029 - accuracy: 0.8359\n",
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"Epoch 32/100\n",
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"8000/8000 [==============================] - 4s 468us/step - loss: 0.4022 - accuracy: 0.8350\n",
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"Epoch 33/100\n",
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"8000/8000 [==============================] - 3s 396us/step - loss: 0.4023 - accuracy: 0.8345\n",
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"Epoch 34/100\n",
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"8000/8000 [==============================] - 13s 2ms/step - loss: 0.4024 - accuracy: 0.8360\n",
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"Epoch 35/100\n",
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"8000/8000 [==============================] - 13s 2ms/step - loss: 0.4022 - accuracy: 0.8353\n",
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"Epoch 36/100\n",
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"8000/8000 [==============================] - 4s 458us/step - loss: 0.4021 - accuracy: 0.8354\n",
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"Epoch 37/100\n",
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"8000/8000 [==============================] - 4s 494us/step - loss: 0.4018 - accuracy: 0.8339\n",
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"Epoch 38/100\n",
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"8000/8000 [==============================] - 4s 447us/step - loss: 0.4015 - accuracy: 0.8364\n",
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"Epoch 39/100\n",
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"8000/8000 [==============================] - 4s 464us/step - loss: 0.4018 - accuracy: 0.8346\n",
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"Epoch 40/100\n",
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"8000/8000 [==============================] - 4s 454us/step - loss: 0.4018 - accuracy: 0.8341\n",
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"Epoch 41/100\n",
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"8000/8000 [==============================] - 4s 499us/step - loss: 0.4014 - accuracy: 0.8351\n",
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"Epoch 42/100\n",
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"8000/8000 [==============================] - 5s 592us/step - loss: 0.4013 - accuracy: 0.8355\n",
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"Epoch 43/100\n",
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"8000/8000 [==============================] - 20s 3ms/step - loss: 0.4012 - accuracy: 0.8363\n",
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"Epoch 44/100\n",
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"8000/8000 [==============================] - 4s 508us/step - loss: 0.4016 - accuracy: 0.8347\n",
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"Epoch 45/100\n",
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"8000/8000 [==============================] - 4s 523us/step - loss: 0.4014 - accuracy: 0.8353\n",
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"Epoch 46/100\n",
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"8000/8000 [==============================] - 4s 514us/step - loss: 0.4011 - accuracy: 0.8350\n",
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"Epoch 47/100\n",
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"8000/8000 [==============================] - 4s 546us/step - loss: 0.4009 - accuracy: 0.8351\n",
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"Epoch 48/100\n",
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"8000/8000 [==============================] - 4s 531us/step - loss: 0.4010 - accuracy: 0.8339\n",
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"Epoch 49/100\n",
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"8000/8000 [==============================] - 4s 481us/step - loss: 0.4012 - accuracy: 0.8342\n",
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"Epoch 50/100\n",
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"8000/8000 [==============================] - 9s 1ms/step - loss: 0.4008 - accuracy: 0.8350\n",
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"Epoch 51/100\n",
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"8000/8000 [==============================] - 20s 3ms/step - loss: 0.4005 - accuracy: 0.8347\n",
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"Epoch 52/100\n",
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"8000/8000 [==============================] - 4s 504us/step - loss: 0.4004 - accuracy: 0.8350\n",
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"Epoch 53/100\n",
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"8000/8000 [==============================] - 4s 471us/step - loss: 0.4006 - accuracy: 0.8347\n",
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"Epoch 54/100\n",
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"8000/8000 [==============================] - 4s 474us/step - loss: 0.4010 - accuracy: 0.8344\n",
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"Epoch 55/100\n",
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"8000/8000 [==============================] - 4s 462us/step - loss: 0.4007 - accuracy: 0.8355\n",
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"Epoch 56/100\n",
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"8000/8000 [==============================] - 4s 456us/step - loss: 0.4003 - accuracy: 0.8354\n",
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"Epoch 57/100\n",
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"8000/8000 [==============================] - 5s 565us/step - loss: 0.4008 - accuracy: 0.8338\n",
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"Epoch 58/100\n",
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"8000/8000 [==============================] - 14s 2ms/step - loss: 0.4005 - accuracy: 0.8367\n",
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"Epoch 59/100\n",
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"8000/8000 [==============================] - 13s 2ms/step - loss: 0.4003 - accuracy: 0.8345\n",
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"Epoch 60/100\n",
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"8000/8000 [==============================] - 4s 503us/step - loss: 0.4003 - accuracy: 0.8350\n",
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"Epoch 61/100\n",
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"8000/8000 [==============================] - 4s 475us/step - loss: 0.4001 - accuracy: 0.8361\n",
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"Epoch 62/100\n",
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"8000/8000 [==============================] - 4s 506us/step - loss: 0.4006 - accuracy: 0.8349\n",
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"Epoch 63/100\n",
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"8000/8000 [==============================] - 4s 502us/step - loss: 0.4002 - accuracy: 0.8346\n",
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"Epoch 64/100\n",
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"8000/8000 [==============================] - 4s 473us/step - loss: 0.4003 - accuracy: 0.8369\n",
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"Epoch 65/100\n",
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"8000/8000 [==============================] - 4s 478us/step - loss: 0.4005 - accuracy: 0.8361\n",
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"Epoch 66/100\n",
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"8000/8000 [==============================] - 14s 2ms/step - loss: 0.4006 - accuracy: 0.8354\n",
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"Epoch 67/100\n",
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"8000/8000 [==============================] - 12s 1ms/step - loss: 0.4004 - accuracy: 0.8340\n",
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"Epoch 68/100\n",
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"8000/8000 [==============================] - 4s 531us/step - loss: 0.4003 - accuracy: 0.8349\n",
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"Epoch 69/100\n",
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"8000/8000 [==============================] - 4s 494us/step - loss: 0.4006 - accuracy: 0.8349\n",
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"Epoch 70/100\n",
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"8000/8000 [==============================] - 5s 680us/step - loss: 0.3999 - accuracy: 0.8354\n",
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"Epoch 71/100\n",
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"8000/8000 [==============================] - 5s 580us/step - loss: 0.4003 - accuracy: 0.8371\n",
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"Epoch 72/100\n",
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"8000/8000 [==============================] - 4s 509us/step - loss: 0.3997 - accuracy: 0.8344\n",
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"Epoch 73/100\n",
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"8000/8000 [==============================] - 11s 1ms/step - loss: 0.3999 - accuracy: 0.8366\n",
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"Epoch 74/100\n",
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"8000/8000 [==============================] - 18s 2ms/step - loss: 0.3997 - accuracy: 0.8350\n",
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"Epoch 75/100\n",
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"8000/8000 [==============================] - 5s 600us/step - loss: 0.4003 - accuracy: 0.8345\n",
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"Epoch 76/100\n",
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"8000/8000 [==============================] - 4s 528us/step - loss: 0.4003 - accuracy: 0.8349\n",
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"Epoch 77/100\n",
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"8000/8000 [==============================] - 4s 484us/step - loss: 0.4000 - accuracy: 0.8364\n",
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"Epoch 78/100\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"8000/8000 [==============================] - 4s 475us/step - loss: 0.4004 - accuracy: 0.8355\n",
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"Epoch 79/100\n",
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"8000/8000 [==============================] - 4s 533us/step - loss: 0.4002 - accuracy: 0.8357\n",
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"Epoch 80/100\n",
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"8000/8000 [==============================] - 4s 507us/step - loss: 0.4000 - accuracy: 0.8351\n",
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"Epoch 81/100\n",
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"8000/8000 [==============================] - 6s 689us/step - loss: 0.4005 - accuracy: 0.8350\n",
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"Epoch 82/100\n",
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"8000/8000 [==============================] - 8s 946us/step - loss: 0.4000 - accuracy: 0.8347\n",
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"Epoch 83/100\n",
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"8000/8000 [==============================] - 5s 605us/step - loss: 0.4005 - accuracy: 0.8351\n",
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"Epoch 84/100\n",
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"8000/8000 [==============================] - 9s 1ms/step - loss: 0.4000 - accuracy: 0.8344\n",
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"Epoch 85/100\n",
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"8000/8000 [==============================] - 28s 4ms/step - loss: 0.4002 - accuracy: 0.8359\n",
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"Epoch 86/100\n",
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"8000/8000 [==============================] - 21s 3ms/step - loss: 0.4003 - accuracy: 0.8342\n",
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"Epoch 87/100\n",
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"8000/8000 [==============================] - 21s 3ms/step - loss: 0.4000 - accuracy: 0.8359\n",
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"Epoch 88/100\n",
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"8000/8000 [==============================] - 24s 3ms/step - loss: 0.4004 - accuracy: 0.8361\n",
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"Epoch 89/100\n",
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"8000/8000 [==============================] - 24s 3ms/step - loss: 0.4003 - accuracy: 0.8363\n",
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"Epoch 90/100\n",
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"8000/8000 [==============================] - 23s 3ms/step - loss: 0.4004 - accuracy: 0.8361\n",
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"Epoch 91/100\n",
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"8000/8000 [==============================] - 24s 3ms/step - loss: 0.4003 - accuracy: 0.8359\n",
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"Epoch 92/100\n",
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"8000/8000 [==============================] - 23s 3ms/step - loss: 0.4001 - accuracy: 0.8355\n",
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"Epoch 93/100\n",
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"8000/8000 [==============================] - 24s 3ms/step - loss: 0.4000 - accuracy: 0.8359\n",
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"Epoch 94/100\n",
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"8000/8000 [==============================] - 24s 3ms/step - loss: 0.4005 - accuracy: 0.8341\n",
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"Epoch 95/100\n",
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"8000/8000 [==============================] - 23s 3ms/step - loss: 0.4001 - accuracy: 0.8346\n",
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"Epoch 96/100\n",
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"8000/8000 [==============================] - 23s 3ms/step - loss: 0.3997 - accuracy: 0.8351\n",
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"Epoch 97/100\n",
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"8000/8000 [==============================] - 23s 3ms/step - loss: 0.3996 - accuracy: 0.8347\n",
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"Epoch 98/100\n",
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"8000/8000 [==============================] - 24s 3ms/step - loss: 0.4004 - accuracy: 0.8350\n",
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"Epoch 99/100\n",
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"8000/8000 [==============================] - 24s 3ms/step - loss: 0.4000 - accuracy: 0.8354\n",
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"Epoch 100/100\n",
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"8000/8000 [==============================] - 23s 3ms/step - loss: 0.3999 - accuracy: 0.8353\n"
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]
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},
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{
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"data": {
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"text/plain": [
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"<keras.callbacks.callbacks.History at 0x7f23cdee80b8>"
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]
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},
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"execution_count": 6,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
|
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"# Initialising the ANN\n",
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"classifier = Sequential()\n",
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"\n",
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"# Adding the input layer and the first hidden layer\n",
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"classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu', input_dim = 11))\n",
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"\n",
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"# Adding the second hidden layer\n",
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"classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu'))\n",
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"\n",
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"# Adding the output layer\n",
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"classifier.add(Dense(units = 1, kernel_initializer = 'uniform', activation = 'sigmoid'))\n",
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"\n",
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"# Compiling the ANN\n",
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"classifier.compile(optimizer = 'adam', loss = 'binary_crossentropy', metrics = ['accuracy'])\n",
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"\n",
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"# Fitting the ANN to the Training set\n",
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"classifier.fit(X_train, y_train, batch_size = 10, epochs = 100)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Partie 3 - Prédictions et Évaluation"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {},
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"outputs": [],
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"source": [
|
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"# Predicting the Test set results\n",
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"y_pred = classifier.predict(X_test)\n",
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"y_pred = (y_pred > 0.5)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Predicting a single new observation\n",
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"\"\"\"Predict if the customer with the following informations will leave the bank:\n",
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"Geography: France\n",
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"Credit Score: 600\n",
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"Gender: Male\n",
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"Age: 40\n",
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"Tenure: 3\n",
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"Balance: 60000\n",
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"Number of Products: 2\n",
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"Has Credit Card: Yes\n",
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"Is Active Member: Yes\n",
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"Estimated Salary: 50000\"\"\"\n",
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"Xnew = pd.DataFrame(data={\n",
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" 'CreditScore': [600], \n",
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" 'Geography': ['France'], \n",
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" 'Gender': ['Male'],\n",
|
|
" 'Age': [40],\n",
|
|
" 'Tenure': [3],\n",
|
|
" 'Balance': [60000],\n",
|
|
" 'NumOfProducts': [2],\n",
|
|
" 'HasCrCard': [1],\n",
|
|
" 'IsActiveMember': [1],\n",
|
|
" 'EstimatedSalary': [50000]})\n",
|
|
"Xnew = preprocess.transform(Xnew)\n",
|
|
"Xnew = np.delete(Xnew, [0,3], 1)\n",
|
|
"new_prediction = classifier.predict(Xnew)\n",
|
|
"new_prediction = (new_prediction > 0.5)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Making the Confusion Matrix\n",
|
|
"from sklearn.metrics import confusion_matrix\n",
|
|
"cm = confusion_matrix(y_test, y_pred)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[[1538 57]\n",
|
|
" [ 262 143]]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(cm)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Evaluate\n",
|
|
"def build_classifier(optimizer='adam'):\n",
|
|
" classifier = Sequential()\n",
|
|
" classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu', input_dim = 11))\n",
|
|
" classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu'))\n",
|
|
" classifier.add(Dense(units = 1, kernel_initializer = 'uniform', activation = 'sigmoid'))\n",
|
|
" classifier.compile(optimizer = optimizer, loss = 'binary_crossentropy', metrics = ['accuracy'])\n",
|
|
" return classifier"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Evaluate\n",
|
|
"from keras.wrappers.scikit_learn import KerasClassifier\n",
|
|
"from sklearn.model_selection import cross_val_score\n",
|
|
"classifier = KerasClassifier(build_fn = build_classifier, batch_size = 10, epochs = 100)\n",
|
|
"accuracies = cross_val_score(estimator = classifier, X = X_train, y = y_train, \n",
|
|
" cv = 10, n_jobs = -1)\n",
|
|
"mean = accuracies.mean()\n",
|
|
"variance = accuracies.std()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"0.839125007390976\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(mean)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"0.013636458449890651\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(variance)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Epoch 1/100\n",
|
|
"7200/7200 [==============================] - 16s 2ms/step - loss: 0.5319 - accuracy: 0.7971\n",
|
|
"Epoch 2/100\n",
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4374 - accuracy: 0.7971\n",
|
|
"Epoch 3/100\n",
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4306 - accuracy: 0.7971\n",
|
|
"Epoch 4/100\n",
|
|
"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4267 - accuracy: 0.7971\n",
|
|
"Epoch 5/100\n",
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4229 - accuracy: 0.7971\n",
|
|
"Epoch 6/100\n",
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4196 - accuracy: 0.8090\n",
|
|
"Epoch 7/100\n",
|
|
"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4172 - accuracy: 0.8224\n",
|
|
"Epoch 8/100\n",
|
|
"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4167 - accuracy: 0.8253\n",
|
|
"Epoch 9/100\n",
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4151 - accuracy: 0.8267\n",
|
|
"Epoch 10/100\n",
|
|
"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4142 - accuracy: 0.8292\n",
|
|
"Epoch 11/100\n",
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4131 - accuracy: 0.8311\n",
|
|
"Epoch 12/100\n",
|
|
"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4125 - accuracy: 0.8317\n",
|
|
"Epoch 13/100\n",
|
|
"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4115 - accuracy: 0.8319\n",
|
|
"Epoch 14/100\n",
|
|
"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4110 - accuracy: 0.8329\n",
|
|
"Epoch 15/100\n",
|
|
"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4104 - accuracy: 0.8329\n",
|
|
"Epoch 16/100\n",
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4095 - accuracy: 0.8332\n",
|
|
"Epoch 17/100\n",
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4090 - accuracy: 0.8339\n",
|
|
"Epoch 18/100\n",
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4084 - accuracy: 0.8331\n",
|
|
"Epoch 19/100\n",
|
|
"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4080 - accuracy: 0.8344\n",
|
|
"Epoch 20/100\n",
|
|
"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4073 - accuracy: 0.8342\n",
|
|
"Epoch 21/100\n",
|
|
"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4068 - accuracy: 0.8357\n",
|
|
"Epoch 22/100\n",
|
|
"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4067 - accuracy: 0.8332\n",
|
|
"Epoch 23/100\n",
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4059 - accuracy: 0.8357\n",
|
|
"Epoch 24/100\n",
|
|
"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4057 - accuracy: 0.8367\n",
|
|
"Epoch 25/100\n",
|
|
"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4059 - accuracy: 0.8344\n",
|
|
"Epoch 26/100\n",
|
|
"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4052 - accuracy: 0.8354\n",
|
|
"Epoch 27/100\n",
|
|
"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4050 - accuracy: 0.8343\n",
|
|
"Epoch 28/100\n",
|
|
"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4050 - accuracy: 0.8350\n",
|
|
"Epoch 29/100\n",
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4041 - accuracy: 0.8356\n",
|
|
"Epoch 30/100\n",
|
|
"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4044 - accuracy: 0.8342\n",
|
|
"Epoch 31/100\n",
|
|
"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4039 - accuracy: 0.8339\n",
|
|
"Epoch 32/100\n",
|
|
"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4039 - accuracy: 0.8353\n",
|
|
"Epoch 33/100\n",
|
|
"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4036 - accuracy: 0.8331\n",
|
|
"Epoch 34/100\n",
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4032 - accuracy: 0.8343\n",
|
|
"Epoch 35/100\n",
|
|
"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4036 - accuracy: 0.8339\n",
|
|
"Epoch 36/100\n",
|
|
"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4033 - accuracy: 0.8343\n",
|
|
"Epoch 37/100\n",
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4030 - accuracy: 0.8358\n",
|
|
"Epoch 38/100\n",
|
|
"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4028 - accuracy: 0.8338\n",
|
|
"Epoch 39/100\n",
|
|
"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4028 - accuracy: 0.8353\n",
|
|
"Epoch 40/100\n",
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4025 - accuracy: 0.8342\n",
|
|
"Epoch 41/100\n",
|
|
"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4026 - accuracy: 0.8346\n",
|
|
"Epoch 42/100\n",
|
|
"7200/7200 [==============================] - 12s 2ms/step - loss: 0.4025 - accuracy: 0.8356\n",
|
|
"Epoch 43/100\n",
|
|
"7200/7200 [==============================] - 13s 2ms/step - loss: 0.4022 - accuracy: 0.8351\n",
|
|
"Epoch 44/100\n",
|
|
"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4020 - accuracy: 0.8351\n",
|
|
"Epoch 45/100\n",
|
|
"7200/7200 [==============================] - 12s 2ms/step - loss: 0.4020 - accuracy: 0.8343\n",
|
|
"Epoch 46/100\n",
|
|
"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4016 - accuracy: 0.8347\n",
|
|
"Epoch 47/100\n",
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4022 - accuracy: 0.8353\n",
|
|
"Epoch 48/100\n",
|
|
"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4017 - accuracy: 0.8349\n",
|
|
"Epoch 49/100\n",
|
|
"7200/7200 [==============================] - 11s 1ms/step - loss: 0.4017 - accuracy: 0.8356\n",
|
|
"Epoch 50/100\n",
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4015 - accuracy: 0.8351\n",
|
|
"Epoch 51/100\n",
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4012 - accuracy: 0.8344\n",
|
|
"Epoch 52/100\n",
|
|
"7200/7200 [==============================] - 13s 2ms/step - loss: 0.4013 - accuracy: 0.8329\n",
|
|
"Epoch 53/100\n",
|
|
"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4011 - accuracy: 0.8351\n",
|
|
"Epoch 54/100\n",
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4013 - accuracy: 0.8332\n",
|
|
"Epoch 55/100\n",
|
|
"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4010 - accuracy: 0.8353\n",
|
|
"Epoch 56/100\n",
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4010 - accuracy: 0.8338\n",
|
|
"Epoch 57/100\n",
|
|
"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4009 - accuracy: 0.8343\n",
|
|
"Epoch 58/100\n",
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4010 - accuracy: 0.8364\n",
|
|
"Epoch 59/100\n",
|
|
"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4011 - accuracy: 0.8353\n",
|
|
"Epoch 60/100\n",
|
|
"7200/7200 [==============================] - 13s 2ms/step - loss: 0.4009 - accuracy: 0.8353\n",
|
|
"Epoch 61/100\n",
|
|
"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4008 - accuracy: 0.8342\n",
|
|
"Epoch 62/100\n",
|
|
"7200/7200 [==============================] - 13s 2ms/step - loss: 0.4006 - accuracy: 0.8338\n",
|
|
"Epoch 63/100\n",
|
|
"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4008 - accuracy: 0.8350\n",
|
|
"Epoch 64/100\n",
|
|
"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4012 - accuracy: 0.8324\n",
|
|
"Epoch 65/100\n",
|
|
"7200/7200 [==============================] - 12s 2ms/step - loss: 0.4010 - accuracy: 0.8358\n",
|
|
"Epoch 66/100\n",
|
|
"7200/7200 [==============================] - 4s 613us/step - loss: 0.4004 - accuracy: 0.8333\n",
|
|
"Epoch 67/100\n",
|
|
"7200/7200 [==============================] - 13s 2ms/step - loss: 0.4007 - accuracy: 0.8347\n",
|
|
"Epoch 68/100\n",
|
|
"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4003 - accuracy: 0.8344\n",
|
|
"Epoch 69/100\n",
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4009 - accuracy: 0.8350\n",
|
|
"Epoch 70/100\n",
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4001 - accuracy: 0.8357\n",
|
|
"Epoch 71/100\n",
|
|
"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4003 - accuracy: 0.8340\n",
|
|
"Epoch 72/100\n",
|
|
"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4004 - accuracy: 0.8336\n",
|
|
"Epoch 73/100\n",
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4000 - accuracy: 0.8349\n",
|
|
"Epoch 74/100\n",
|
|
"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4001 - accuracy: 0.8350\n",
|
|
"Epoch 75/100\n",
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4003 - accuracy: 0.8336\n",
|
|
"Epoch 76/100\n",
|
|
"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4002 - accuracy: 0.8340\n",
|
|
"Epoch 77/100\n",
|
|
"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3998 - accuracy: 0.8357\n",
|
|
"Epoch 78/100\n",
|
|
"7200/7200 [==============================] - 13s 2ms/step - loss: 0.4004 - accuracy: 0.8346\n",
|
|
"Epoch 79/100\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4005 - accuracy: 0.8333\n",
|
|
"Epoch 80/100\n",
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4001 - accuracy: 0.8339\n",
|
|
"Epoch 81/100\n",
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3997 - accuracy: 0.8332\n",
|
|
"Epoch 82/100\n",
|
|
"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3999 - accuracy: 0.8351\n",
|
|
"Epoch 83/100\n",
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4003 - accuracy: 0.8335\n",
|
|
"Epoch 84/100\n",
|
|
"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4000 - accuracy: 0.8339\n",
|
|
"Epoch 85/100\n",
|
|
"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3997 - accuracy: 0.8347\n",
|
|
"Epoch 86/100\n",
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4000 - accuracy: 0.8343\n",
|
|
"Epoch 87/100\n",
|
|
"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3999 - accuracy: 0.8347\n",
|
|
"Epoch 88/100\n",
|
|
"7200/7200 [==============================] - 13s 2ms/step - loss: 0.3999 - accuracy: 0.8343\n",
|
|
"Epoch 89/100\n",
|
|
"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3995 - accuracy: 0.8350\n",
|
|
"Epoch 90/100\n",
|
|
"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4002 - accuracy: 0.8350\n",
|
|
"Epoch 91/100\n",
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3998 - accuracy: 0.8346\n",
|
|
"Epoch 92/100\n",
|
|
"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3995 - accuracy: 0.8346\n",
|
|
"Epoch 93/100\n",
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3997 - accuracy: 0.8368\n",
|
|
"Epoch 94/100\n",
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3999 - accuracy: 0.8332\n",
|
|
"Epoch 95/100\n",
|
|
"7200/7200 [==============================] - 13s 2ms/step - loss: 0.3999 - accuracy: 0.8346\n",
|
|
"Epoch 96/100\n",
|
|
"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3997 - accuracy: 0.8350\n",
|
|
"Epoch 97/100\n",
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3997 - accuracy: 0.8347\n",
|
|
"Epoch 98/100\n",
|
|
"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4000 - accuracy: 0.8344\n",
|
|
"Epoch 99/100\n",
|
|
"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3996 - accuracy: 0.8354\n",
|
|
"Epoch 100/100\n",
|
|
"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3997 - accuracy: 0.8346\n",
|
|
"Epoch 1/100\n",
|
|
"7200/7200 [==============================] - 16s 2ms/step - loss: 0.5467 - accuracy: 0.7967\n",
|
|
"Epoch 2/100\n",
|
|
"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4391 - accuracy: 0.7967\n",
|
|
"Epoch 3/100\n",
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4331 - accuracy: 0.7967\n",
|
|
"Epoch 4/100\n",
|
|
"7200/7200 [==============================] - 13s 2ms/step - loss: 0.4306 - accuracy: 0.7967\n",
|
|
"Epoch 5/100\n",
|
|
"7200/7200 [==============================] - 13s 2ms/step - loss: 0.4287 - accuracy: 0.7967\n",
|
|
"Epoch 6/100\n",
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4270 - accuracy: 0.7967\n",
|
|
"Epoch 7/100\n",
|
|
"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4242 - accuracy: 0.7971\n",
|
|
"Epoch 8/100\n",
|
|
"7200/7200 [==============================] - 13s 2ms/step - loss: 0.4202 - accuracy: 0.8196\n",
|
|
"Epoch 9/100\n",
|
|
"7200/7200 [==============================] - 8s 1ms/step - loss: 0.4160 - accuracy: 0.8251\n",
|
|
"Epoch 10/100\n",
|
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"7200/7200 [==============================] - 13s 2ms/step - loss: 0.4128 - accuracy: 0.8289\n",
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"Epoch 11/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4099 - accuracy: 0.8313\n",
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"Epoch 12/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4084 - accuracy: 0.8319\n",
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"Epoch 13/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4070 - accuracy: 0.8317\n",
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"Epoch 14/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4060 - accuracy: 0.8329\n",
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"Epoch 15/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4045 - accuracy: 0.8331\n",
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"Epoch 16/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4040 - accuracy: 0.8342\n",
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"Epoch 17/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4022 - accuracy: 0.8360\n",
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"Epoch 18/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4014 - accuracy: 0.8350\n",
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"Epoch 19/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4006 - accuracy: 0.8340\n",
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"Epoch 20/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4001 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3992 - accuracy: 0.8340\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3988 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3983 - accuracy: 0.8343\n",
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"Epoch 24/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.3978 - accuracy: 0.8349\n",
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"Epoch 25/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3970 - accuracy: 0.8353\n",
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"Epoch 26/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3969 - accuracy: 0.8353\n",
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"Epoch 27/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3968 - accuracy: 0.8364\n",
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"Epoch 28/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3967 - accuracy: 0.8349\n",
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"Epoch 29/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3960 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3960 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3957 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3958 - accuracy: 0.8367\n",
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"Epoch 33/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3956 - accuracy: 0.8374\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3954 - accuracy: 0.8372\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3946 - accuracy: 0.8374\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3951 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3951 - accuracy: 0.8368\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3949 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 13s 2ms/step - loss: 0.3943 - accuracy: 0.8369\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3940 - accuracy: 0.8358\n",
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"Epoch 43/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3944 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3944 - accuracy: 0.8369\n",
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"Epoch 45/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3939 - accuracy: 0.8385\n",
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"Epoch 46/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3934 - accuracy: 0.8354\n",
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"Epoch 47/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3936 - accuracy: 0.8369\n",
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"Epoch 48/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3939 - accuracy: 0.8363\n",
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"Epoch 49/100\n",
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"7200/7200 [==============================] - 13s 2ms/step - loss: 0.3936 - accuracy: 0.8378\n",
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"Epoch 50/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3935 - accuracy: 0.8372\n",
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"Epoch 51/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3932 - accuracy: 0.8390\n",
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"Epoch 52/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3932 - accuracy: 0.8381\n",
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"Epoch 53/100\n",
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"Epoch 54/100\n",
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"Epoch 55/100\n",
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"7200/7200 [==============================] - 13s 2ms/step - loss: 0.3928 - accuracy: 0.8372\n",
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"Epoch 56/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3925 - accuracy: 0.8367\n",
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]
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},
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{
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"text": [
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"7200/7200 [==============================] - 13s 2ms/step - loss: 0.3930 - accuracy: 0.8376\n",
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"Epoch 58/100\n",
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"Epoch 59/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3928 - accuracy: 0.8369\n",
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"Epoch 60/100\n",
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"7200/7200 [==============================] - 8s 1ms/step - loss: 0.3929 - accuracy: 0.8364\n",
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"Epoch 61/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3922 - accuracy: 0.8378\n",
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"Epoch 63/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3924 - accuracy: 0.8386\n",
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"Epoch 64/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3926 - accuracy: 0.8388\n",
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"Epoch 65/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3919 - accuracy: 0.8383\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3915 - accuracy: 0.8383\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3917 - accuracy: 0.8397\n",
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"Epoch 69/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3915 - accuracy: 0.8389\n",
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"Epoch 70/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3904 - accuracy: 0.8388\n",
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"Epoch 71/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3901 - accuracy: 0.8382\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3900 - accuracy: 0.8392\n",
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"Epoch 73/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3898 - accuracy: 0.8401\n",
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"Epoch 74/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3891 - accuracy: 0.8404\n",
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"Epoch 75/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3881 - accuracy: 0.8408\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3876 - accuracy: 0.8399\n",
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"Epoch 77/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3871 - accuracy: 0.8404\n",
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"Epoch 78/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3858 - accuracy: 0.8396\n",
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"Epoch 79/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3846 - accuracy: 0.8422\n",
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"Epoch 80/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.3828 - accuracy: 0.8425\n",
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"Epoch 81/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3816 - accuracy: 0.8408\n",
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"Epoch 82/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3805 - accuracy: 0.8417\n",
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"Epoch 83/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3784 - accuracy: 0.8413\n",
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"Epoch 84/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3766 - accuracy: 0.8422\n",
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"Epoch 85/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3746 - accuracy: 0.8414\n",
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"Epoch 86/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3725 - accuracy: 0.8443\n",
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"Epoch 87/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3696 - accuracy: 0.8475\n",
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"Epoch 88/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3671 - accuracy: 0.8461\n",
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"Epoch 89/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3651 - accuracy: 0.8474\n",
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"Epoch 90/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3629 - accuracy: 0.8461\n",
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"Epoch 91/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3605 - accuracy: 0.8497\n",
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"Epoch 92/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3587 - accuracy: 0.8501\n",
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"Epoch 93/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3576 - accuracy: 0.8521\n",
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"Epoch 94/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3549 - accuracy: 0.8539\n",
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"Epoch 95/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3543 - accuracy: 0.8539\n",
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"Epoch 96/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3533 - accuracy: 0.8537\n",
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"Epoch 97/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3514 - accuracy: 0.8561\n",
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"Epoch 98/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3516 - accuracy: 0.8549\n",
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"Epoch 99/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3499 - accuracy: 0.8574\n",
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"Epoch 100/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3489 - accuracy: 0.8560\n",
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"Epoch 1/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.5453 - accuracy: 0.7943\n",
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"Epoch 2/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4393 - accuracy: 0.7956\n",
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"Epoch 3/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4333 - accuracy: 0.7956\n",
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"Epoch 4/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4295 - accuracy: 0.7956\n",
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"Epoch 5/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4261 - accuracy: 0.7956\n",
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"Epoch 6/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4229 - accuracy: 0.7956\n",
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"Epoch 7/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4202 - accuracy: 0.8160\n",
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"Epoch 8/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4182 - accuracy: 0.8239\n",
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"Epoch 9/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4166 - accuracy: 0.8254\n",
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"Epoch 10/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4156 - accuracy: 0.8286\n",
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"Epoch 11/100\n",
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"7200/7200 [==============================] - 2s 250us/step - loss: 0.4145 - accuracy: 0.8304\n",
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"Epoch 12/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4139 - accuracy: 0.8308\n",
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"Epoch 13/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4127 - accuracy: 0.8311\n",
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"Epoch 14/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4120 - accuracy: 0.8333\n",
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"Epoch 15/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4113 - accuracy: 0.8343\n",
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"Epoch 16/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4105 - accuracy: 0.8331\n",
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"Epoch 17/100\n",
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"7200/7200 [==============================] - 13s 2ms/step - loss: 0.4101 - accuracy: 0.8346\n",
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"Epoch 18/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4096 - accuracy: 0.8351\n",
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"Epoch 19/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4087 - accuracy: 0.8350\n",
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"Epoch 20/100\n",
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"7200/7200 [==============================] - 13s 2ms/step - loss: 0.4086 - accuracy: 0.8342\n",
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"Epoch 21/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4081 - accuracy: 0.8350\n",
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"Epoch 22/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4077 - accuracy: 0.8349\n",
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"Epoch 23/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4076 - accuracy: 0.8353\n",
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"Epoch 24/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4070 - accuracy: 0.8347\n",
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"Epoch 25/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4067 - accuracy: 0.8350\n",
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"Epoch 26/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4064 - accuracy: 0.8360\n",
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"Epoch 27/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4062 - accuracy: 0.8338\n",
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"Epoch 28/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4058 - accuracy: 0.8354\n",
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"Epoch 29/100\n",
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"7200/7200 [==============================] - 12s 2ms/step - loss: 0.4059 - accuracy: 0.8346\n",
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"Epoch 30/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4059 - accuracy: 0.8356\n",
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"Epoch 31/100\n",
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"7200/7200 [==============================] - 12s 2ms/step - loss: 0.4055 - accuracy: 0.8343\n",
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"Epoch 32/100\n",
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"7200/7200 [==============================] - 12s 2ms/step - loss: 0.4050 - accuracy: 0.8340\n",
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"Epoch 33/100\n",
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"7200/7200 [==============================] - 13s 2ms/step - loss: 0.4054 - accuracy: 0.8354\n",
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"Epoch 34/100\n"
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]
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},
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{
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"text": [
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4045 - accuracy: 0.8358\n",
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"Epoch 35/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4047 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4043 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4040 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4039 - accuracy: 0.8358\n",
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"Epoch 40/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4041 - accuracy: 0.8344\n",
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"Epoch 41/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4038 - accuracy: 0.8347\n",
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"Epoch 42/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4036 - accuracy: 0.8353\n",
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"Epoch 43/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4037 - accuracy: 0.8351\n",
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"Epoch 44/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4039 - accuracy: 0.8338\n",
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"Epoch 45/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4032 - accuracy: 0.8354\n",
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"Epoch 46/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4031 - accuracy: 0.8361\n",
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"Epoch 47/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4032 - accuracy: 0.8351\n",
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"Epoch 48/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4031 - accuracy: 0.8338\n",
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"Epoch 49/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4027 - accuracy: 0.8361\n",
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"Epoch 50/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4032 - accuracy: 0.8339\n",
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"Epoch 51/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4029 - accuracy: 0.8344\n",
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"Epoch 52/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4027 - accuracy: 0.8346\n",
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"Epoch 53/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4028 - accuracy: 0.8349\n",
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"Epoch 54/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4025 - accuracy: 0.8342\n",
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"Epoch 55/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4025 - accuracy: 0.8349\n",
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"Epoch 56/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4025 - accuracy: 0.8326\n",
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"Epoch 57/100\n",
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"7200/7200 [==============================] - 13s 2ms/step - loss: 0.4022 - accuracy: 0.8353\n",
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"Epoch 58/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4025 - accuracy: 0.8350\n",
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"Epoch 59/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4021 - accuracy: 0.8361\n",
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"Epoch 60/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4014 - accuracy: 0.8353\n",
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"Epoch 61/100\n",
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"7200/7200 [==============================] - 13s 2ms/step - loss: 0.4020 - accuracy: 0.8344\n",
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"Epoch 62/100\n",
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"7200/7200 [==============================] - 12s 2ms/step - loss: 0.4016 - accuracy: 0.8367\n",
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"Epoch 63/100\n",
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"7200/7200 [==============================] - 6s 844us/step - loss: 0.4011 - accuracy: 0.8358\n",
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"Epoch 64/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4011 - accuracy: 0.8358\n",
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"Epoch 65/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4011 - accuracy: 0.8351\n",
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"Epoch 66/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4004 - accuracy: 0.8367\n",
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"Epoch 67/100\n",
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"7200/7200 [==============================] - 13s 2ms/step - loss: 0.3998 - accuracy: 0.8356\n",
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"Epoch 68/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4000 - accuracy: 0.8361\n",
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"Epoch 69/100\n",
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"7200/7200 [==============================] - 13s 2ms/step - loss: 0.4006 - accuracy: 0.8357\n",
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"Epoch 70/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3995 - accuracy: 0.8356\n",
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"Epoch 71/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3996 - accuracy: 0.8357\n",
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"Epoch 72/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3991 - accuracy: 0.8372\n",
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"Epoch 73/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3991 - accuracy: 0.8350\n",
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"Epoch 74/100\n",
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"7200/7200 [==============================] - 13s 2ms/step - loss: 0.3986 - accuracy: 0.8364\n",
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"Epoch 75/100\n",
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"7200/7200 [==============================] - 13s 2ms/step - loss: 0.3983 - accuracy: 0.8360\n",
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"Epoch 76/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3982 - accuracy: 0.8363\n",
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"Epoch 77/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3979 - accuracy: 0.8357\n",
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"Epoch 78/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3983 - accuracy: 0.8363\n",
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"Epoch 79/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3979 - accuracy: 0.8354\n",
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"Epoch 80/100\n",
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"7200/7200 [==============================] - 13s 2ms/step - loss: 0.3977 - accuracy: 0.8372\n",
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"Epoch 81/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3974 - accuracy: 0.8363\n",
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"Epoch 82/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3973 - accuracy: 0.8353\n",
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"Epoch 83/100\n",
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"7200/7200 [==============================] - 13s 2ms/step - loss: 0.3971 - accuracy: 0.8363\n",
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"Epoch 84/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3966 - accuracy: 0.8369\n",
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"Epoch 85/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3973 - accuracy: 0.8353\n",
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"Epoch 86/100\n",
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"7200/7200 [==============================] - 13s 2ms/step - loss: 0.3969 - accuracy: 0.8353\n",
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"Epoch 87/100\n",
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"7200/7200 [==============================] - 11s 1ms/step - loss: 0.3968 - accuracy: 0.8379\n",
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"Epoch 88/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3965 - accuracy: 0.8354\n",
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"Epoch 89/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3959 - accuracy: 0.8372\n",
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"Epoch 90/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3962 - accuracy: 0.8369\n",
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"Epoch 91/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3957 - accuracy: 0.8368\n",
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"Epoch 92/100\n",
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"7200/7200 [==============================] - 12s 2ms/step - loss: 0.3962 - accuracy: 0.8357\n",
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"Epoch 93/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3959 - accuracy: 0.8379\n",
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"Epoch 94/100\n",
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"7200/7200 [==============================] - 13s 2ms/step - loss: 0.3959 - accuracy: 0.8378\n",
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"Epoch 95/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3957 - accuracy: 0.8357\n",
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"Epoch 96/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3959 - accuracy: 0.8367\n",
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"Epoch 97/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3958 - accuracy: 0.8360\n",
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"Epoch 98/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3956 - accuracy: 0.8357\n",
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"Epoch 99/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3955 - accuracy: 0.8363\n",
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"Epoch 100/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3957 - accuracy: 0.8365\n",
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"Epoch 1/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.5600 - accuracy: 0.7968\n",
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"Epoch 2/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4394 - accuracy: 0.7975\n",
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"Epoch 3/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4315 - accuracy: 0.7975\n",
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"Epoch 4/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4271 - accuracy: 0.7975\n",
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"Epoch 5/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4235 - accuracy: 0.7975\n",
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"Epoch 6/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4204 - accuracy: 0.7975\n",
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"Epoch 7/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4176 - accuracy: 0.8068\n",
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"Epoch 8/100\n",
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"7200/7200 [==============================] - 13s 2ms/step - loss: 0.4159 - accuracy: 0.8254\n",
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"Epoch 9/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4146 - accuracy: 0.8264\n",
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"Epoch 10/100\n",
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"7200/7200 [==============================] - 11s 2ms/step - loss: 0.4135 - accuracy: 0.8275\n",
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"Epoch 11/100\n",
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"7200/7200 [==============================] - 4s 495us/step - loss: 0.4123 - accuracy: 0.8294\n",
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"Epoch 12/100\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4113 - accuracy: 0.8314\n",
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"Epoch 13/100\n",
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"7200/7200 [==============================] - 13s 2ms/step - loss: 0.4108 - accuracy: 0.8318\n",
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"Epoch 14/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4097 - accuracy: 0.8326\n",
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"Epoch 15/100\n",
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"7200/7200 [==============================] - 13s 2ms/step - loss: 0.4089 - accuracy: 0.8329\n",
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"Epoch 16/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4086 - accuracy: 0.8343\n",
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"Epoch 17/100\n",
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"7200/7200 [==============================] - 11s 2ms/step - loss: 0.4080 - accuracy: 0.8338\n",
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"Epoch 18/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4072 - accuracy: 0.8344\n",
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"Epoch 19/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4066 - accuracy: 0.8356\n",
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"Epoch 20/100\n",
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"7200/7200 [==============================] - 9s 1ms/step - loss: 0.4061 - accuracy: 0.8357\n",
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"Epoch 21/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4054 - accuracy: 0.8351\n",
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"Epoch 22/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4050 - accuracy: 0.8360\n",
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"Epoch 23/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4050 - accuracy: 0.8354\n",
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"Epoch 24/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4045 - accuracy: 0.8346\n",
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"Epoch 25/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4040 - accuracy: 0.8363\n",
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"Epoch 26/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4035 - accuracy: 0.8358\n",
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"Epoch 27/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4033 - accuracy: 0.8358\n",
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"Epoch 28/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4035 - accuracy: 0.8368\n",
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"Epoch 29/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4031 - accuracy: 0.8364\n",
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"Epoch 30/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4024 - accuracy: 0.8357\n",
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"Epoch 31/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4024 - accuracy: 0.8365\n",
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"Epoch 32/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4020 - accuracy: 0.8356\n",
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"Epoch 33/100\n",
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"7200/7200 [==============================] - 12s 2ms/step - loss: 0.4020 - accuracy: 0.8369\n",
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"Epoch 34/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4017 - accuracy: 0.8368\n",
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"Epoch 35/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4016 - accuracy: 0.8354\n",
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"Epoch 36/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4013 - accuracy: 0.8365\n",
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"Epoch 37/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4009 - accuracy: 0.8367\n",
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"Epoch 38/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4012 - accuracy: 0.8367\n",
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"Epoch 39/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4006 - accuracy: 0.8360\n",
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"Epoch 40/100\n",
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"7200/7200 [==============================] - 13s 2ms/step - loss: 0.4009 - accuracy: 0.8356\n",
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"Epoch 41/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4002 - accuracy: 0.8361\n",
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"Epoch 42/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4006 - accuracy: 0.8364\n",
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"Epoch 43/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4003 - accuracy: 0.8364\n",
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"Epoch 44/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4002 - accuracy: 0.8358\n",
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"Epoch 45/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3999 - accuracy: 0.8376\n",
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"Epoch 46/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4000 - accuracy: 0.8356\n",
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"Epoch 47/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3996 - accuracy: 0.8371\n",
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"Epoch 48/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3996 - accuracy: 0.8364\n",
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"Epoch 49/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3997 - accuracy: 0.8360\n",
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"Epoch 50/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3994 - accuracy: 0.8363\n",
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"Epoch 51/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3989 - accuracy: 0.8357\n",
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"Epoch 52/100\n",
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"7200/7200 [==============================] - 12s 2ms/step - loss: 0.3993 - accuracy: 0.8368\n",
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"Epoch 53/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3989 - accuracy: 0.8356\n",
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"Epoch 54/100\n",
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"7200/7200 [==============================] - 11s 1ms/step - loss: 0.3991 - accuracy: 0.8360\n",
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"Epoch 55/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3992 - accuracy: 0.8372\n",
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"Epoch 56/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3988 - accuracy: 0.8372\n",
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"Epoch 57/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3983 - accuracy: 0.8363\n",
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"Epoch 58/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3988 - accuracy: 0.8365\n",
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"Epoch 59/100\n",
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"7200/7200 [==============================] - 13s 2ms/step - loss: 0.3986 - accuracy: 0.8369\n",
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"Epoch 60/100\n",
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"7200/7200 [==============================] - 11s 1ms/step - loss: 0.3984 - accuracy: 0.8358\n",
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"Epoch 61/100\n",
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"7200/7200 [==============================] - 13s 2ms/step - loss: 0.3985 - accuracy: 0.8358\n",
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"Epoch 62/100\n",
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"7200/7200 [==============================] - 11s 2ms/step - loss: 0.3982 - accuracy: 0.8372\n",
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"Epoch 63/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.3984 - accuracy: 0.8372\n",
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"Epoch 64/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3984 - accuracy: 0.8360\n",
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"Epoch 65/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3983 - accuracy: 0.8357\n",
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"Epoch 66/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3981 - accuracy: 0.8361\n",
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"Epoch 67/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3978 - accuracy: 0.8356\n",
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"Epoch 68/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.3979 - accuracy: 0.8360\n",
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"Epoch 69/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3978 - accuracy: 0.8363\n",
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"Epoch 70/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3977 - accuracy: 0.8364\n",
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"Epoch 71/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3982 - accuracy: 0.8364\n",
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"Epoch 72/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3980 - accuracy: 0.8350\n",
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"Epoch 73/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3979 - accuracy: 0.8372\n",
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"Epoch 74/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.3974 - accuracy: 0.8364\n",
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"Epoch 75/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.3981 - accuracy: 0.8356\n",
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"Epoch 76/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3978 - accuracy: 0.8356\n",
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"Epoch 77/100\n",
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"7200/7200 [==============================] - 13s 2ms/step - loss: 0.3976 - accuracy: 0.8371\n",
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"Epoch 78/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3974 - accuracy: 0.8346\n",
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"Epoch 79/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.3974 - accuracy: 0.8367\n",
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"Epoch 80/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3976 - accuracy: 0.8365\n",
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"Epoch 81/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3976 - accuracy: 0.8360\n",
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"Epoch 82/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3976 - accuracy: 0.8365\n",
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"Epoch 83/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3975 - accuracy: 0.8363\n",
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"Epoch 84/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3976 - accuracy: 0.8360\n",
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"Epoch 85/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3974 - accuracy: 0.8363\n",
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"Epoch 86/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3975 - accuracy: 0.8363\n",
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"Epoch 87/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.3972 - accuracy: 0.8354\n",
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"Epoch 88/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3973 - accuracy: 0.8351\n",
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"Epoch 89/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.3976 - accuracy: 0.8371\n",
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]
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3971 - accuracy: 0.8351\n",
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"Epoch 92/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3971 - accuracy: 0.8364\n",
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"Epoch 93/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3971 - accuracy: 0.8357\n",
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"Epoch 94/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3973 - accuracy: 0.8347\n",
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"Epoch 95/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3976 - accuracy: 0.8351\n",
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"Epoch 96/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3972 - accuracy: 0.8353\n",
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"Epoch 97/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3972 - accuracy: 0.8357\n",
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"Epoch 98/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3971 - accuracy: 0.8365\n",
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"Epoch 99/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3972 - accuracy: 0.8360\n",
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"Epoch 100/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.3972 - accuracy: 0.8369\n",
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"Epoch 1/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.5610 - accuracy: 0.7915\n",
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"Epoch 2/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4448 - accuracy: 0.7937\n",
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"Epoch 3/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4386 - accuracy: 0.7937\n",
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"Epoch 4/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4357 - accuracy: 0.7937\n",
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"Epoch 5/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4330 - accuracy: 0.7937\n",
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"Epoch 6/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4308 - accuracy: 0.7937\n",
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"Epoch 7/100\n",
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"7200/7200 [==============================] - 13s 2ms/step - loss: 0.4274 - accuracy: 0.7937\n",
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"Epoch 8/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4241 - accuracy: 0.8040\n",
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"Epoch 9/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4220 - accuracy: 0.8213\n",
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"Epoch 10/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4206 - accuracy: 0.8243\n",
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"Epoch 11/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4192 - accuracy: 0.8257\n",
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"Epoch 12/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4181 - accuracy: 0.8269\n",
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"Epoch 13/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4171 - accuracy: 0.8296\n",
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"Epoch 14/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4162 - accuracy: 0.8303\n",
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"Epoch 15/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4149 - accuracy: 0.8303\n",
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"Epoch 16/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4148 - accuracy: 0.8307\n",
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"Epoch 17/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4137 - accuracy: 0.8324\n",
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"Epoch 18/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4130 - accuracy: 0.8322\n",
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"Epoch 19/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4126 - accuracy: 0.8322\n",
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"Epoch 20/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4121 - accuracy: 0.8322\n",
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"Epoch 21/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4117 - accuracy: 0.8336\n",
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"Epoch 22/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4112 - accuracy: 0.8336\n",
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"Epoch 23/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4109 - accuracy: 0.8321\n",
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"Epoch 24/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4103 - accuracy: 0.8310\n",
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"Epoch 25/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4098 - accuracy: 0.8332\n",
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"Epoch 26/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4098 - accuracy: 0.8339\n",
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"Epoch 27/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4094 - accuracy: 0.8322\n",
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"Epoch 28/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4090 - accuracy: 0.8332\n",
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"Epoch 29/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4091 - accuracy: 0.8324\n",
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"Epoch 30/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4086 - accuracy: 0.8326\n",
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"Epoch 31/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4086 - accuracy: 0.8342\n",
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"Epoch 32/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4083 - accuracy: 0.8333\n",
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"Epoch 33/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4079 - accuracy: 0.8340\n",
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"Epoch 34/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4077 - accuracy: 0.8331\n",
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"Epoch 35/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4074 - accuracy: 0.8346\n",
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"Epoch 36/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4074 - accuracy: 0.8332\n",
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"Epoch 37/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4072 - accuracy: 0.8333\n",
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"Epoch 38/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4070 - accuracy: 0.8331\n",
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"Epoch 39/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4063 - accuracy: 0.8342\n",
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"Epoch 40/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4069 - accuracy: 0.8343\n",
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"Epoch 41/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4068 - accuracy: 0.8322\n",
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"Epoch 42/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4063 - accuracy: 0.8342\n",
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"Epoch 43/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4063 - accuracy: 0.8325\n",
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"Epoch 44/100\n",
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"7200/7200 [==============================] - 12s 2ms/step - loss: 0.4065 - accuracy: 0.8349\n",
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"Epoch 45/100\n",
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"7200/7200 [==============================] - 13s 2ms/step - loss: 0.4062 - accuracy: 0.8319\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4058 - accuracy: 0.8342\n",
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"Epoch 47/100\n",
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"7200/7200 [==============================] - 9s 1ms/step - loss: 0.4056 - accuracy: 0.8336\n",
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"Epoch 48/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4059 - accuracy: 0.8328\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4059 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 13s 2ms/step - loss: 0.4061 - accuracy: 0.8335\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4062 - accuracy: 0.8338\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4059 - accuracy: 0.8333\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4058 - accuracy: 0.8331\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4058 - accuracy: 0.8336\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4054 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4059 - accuracy: 0.8340\n",
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"Epoch 58/100\n",
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"7200/7200 [==============================] - 13s 2ms/step - loss: 0.4055 - accuracy: 0.8335\n",
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"Epoch 59/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4055 - accuracy: 0.8326\n",
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"Epoch 60/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4052 - accuracy: 0.8340\n",
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"Epoch 61/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4055 - accuracy: 0.8328\n",
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"Epoch 62/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4055 - accuracy: 0.8328\n",
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"Epoch 63/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4053 - accuracy: 0.8335\n",
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"Epoch 64/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4053 - accuracy: 0.8333\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4052 - accuracy: 0.8328\n",
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"Epoch 66/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4052 - accuracy: 0.8329\n",
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"Epoch 67/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4050 - accuracy: 0.8338\n",
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"Epoch 68/100\n"
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]
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{
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"text": [
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4050 - accuracy: 0.8325\n",
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"Epoch 69/100\n",
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"Epoch 70/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4055 - accuracy: 0.8321\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4050 - accuracy: 0.8338\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4048 - accuracy: 0.8322\n",
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"Epoch 74/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4048 - accuracy: 0.8328\n",
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"Epoch 75/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4050 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4047 - accuracy: 0.8321\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4049 - accuracy: 0.8325\n",
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"Epoch 78/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4047 - accuracy: 0.8339\n",
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"Epoch 79/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4049 - accuracy: 0.8332\n",
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"Epoch 80/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4047 - accuracy: 0.8333\n",
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"Epoch 81/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4050 - accuracy: 0.8322\n",
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"Epoch 82/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4048 - accuracy: 0.8335\n",
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"Epoch 83/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4044 - accuracy: 0.8336\n",
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"Epoch 84/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4047 - accuracy: 0.8314\n",
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"Epoch 85/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4050 - accuracy: 0.8333\n",
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"Epoch 86/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4047 - accuracy: 0.8335\n",
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"Epoch 87/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4048 - accuracy: 0.8339\n",
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"Epoch 88/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4050 - accuracy: 0.8344\n",
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"Epoch 89/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4046 - accuracy: 0.8333\n",
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"Epoch 90/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4046 - accuracy: 0.8333\n",
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"Epoch 91/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4039 - accuracy: 0.8328\n",
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"Epoch 92/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4048 - accuracy: 0.8336\n",
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"Epoch 93/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4047 - accuracy: 0.8319\n",
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"Epoch 94/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4043 - accuracy: 0.8332\n",
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"Epoch 95/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4046 - accuracy: 0.8333\n",
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"Epoch 96/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4043 - accuracy: 0.8339\n",
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"Epoch 97/100\n",
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"7200/7200 [==============================] - 3s 458us/step - loss: 0.4050 - accuracy: 0.8331\n",
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"Epoch 98/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4044 - accuracy: 0.8338\n",
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"Epoch 99/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4043 - accuracy: 0.8333\n",
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"Epoch 100/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4043 - accuracy: 0.8324\n",
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"Epoch 1/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.5458 - accuracy: 0.7932\n",
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"Epoch 2/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4397 - accuracy: 0.7944\n",
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"Epoch 3/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4344 - accuracy: 0.7944\n",
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"Epoch 4/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4320 - accuracy: 0.7944\n",
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"Epoch 5/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4296 - accuracy: 0.7944\n",
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"Epoch 6/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4266 - accuracy: 0.7944\n",
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"Epoch 7/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4235 - accuracy: 0.7944\n",
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"Epoch 8/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4209 - accuracy: 0.8097\n",
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"Epoch 9/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4189 - accuracy: 0.8213\n",
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"Epoch 10/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4171 - accuracy: 0.8257\n",
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"Epoch 11/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4159 - accuracy: 0.8289\n",
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"Epoch 12/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4145 - accuracy: 0.8283\n",
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"Epoch 13/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4135 - accuracy: 0.8321\n",
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"Epoch 14/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4126 - accuracy: 0.8319\n",
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"Epoch 15/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4121 - accuracy: 0.8336\n",
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"Epoch 16/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4110 - accuracy: 0.8343\n",
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"Epoch 17/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4108 - accuracy: 0.8347\n",
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"Epoch 18/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4099 - accuracy: 0.8342\n",
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"Epoch 19/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4094 - accuracy: 0.8353\n",
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"Epoch 20/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4089 - accuracy: 0.8350\n",
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"Epoch 21/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4083 - accuracy: 0.8371\n",
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"Epoch 22/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4084 - accuracy: 0.8350\n",
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"Epoch 23/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4073 - accuracy: 0.8356\n",
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"Epoch 24/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4074 - accuracy: 0.8358\n",
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"Epoch 25/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4067 - accuracy: 0.8353\n",
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"Epoch 26/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4065 - accuracy: 0.8349\n",
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"Epoch 27/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4061 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4061 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4055 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4054 - accuracy: 0.8353\n",
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"Epoch 32/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4047 - accuracy: 0.8344\n",
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"Epoch 33/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4046 - accuracy: 0.8356 0s - loss:\n",
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"Epoch 34/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4044 - accuracy: 0.8357\n",
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"Epoch 35/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4041 - accuracy: 0.8340\n",
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"Epoch 36/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4040 - accuracy: 0.8342\n",
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"Epoch 37/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4035 - accuracy: 0.8353\n",
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"Epoch 38/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4034 - accuracy: 0.8361\n",
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"Epoch 39/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4030 - accuracy: 0.8344\n",
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"Epoch 40/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4032 - accuracy: 0.8358\n",
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"Epoch 41/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4027 - accuracy: 0.8353\n",
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"Epoch 42/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4027 - accuracy: 0.8347\n",
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"Epoch 43/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4028 - accuracy: 0.8350\n",
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"Epoch 44/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4022 - accuracy: 0.8347\n",
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"Epoch 45/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4024 - accuracy: 0.8344\n",
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"Epoch 46/100\n"
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]
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},
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{
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4024 - accuracy: 0.8343\n",
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"Epoch 50/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4011 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4005 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4011 - accuracy: 0.8353\n",
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"Epoch 63/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4005 - accuracy: 0.8339\n",
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"Epoch 64/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4012 - accuracy: 0.8347\n",
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"Epoch 65/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4007 - accuracy: 0.8349\n",
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"Epoch 67/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4008 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4009 - accuracy: 0.8333\n",
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"Epoch 69/100\n",
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"7200/7200 [==============================] - 6s 899us/step - loss: 0.4006 - accuracy: 0.8347\n",
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"Epoch 70/100\n",
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"7200/7200 [==============================] - 11s 2ms/step - loss: 0.4006 - accuracy: 0.8363\n",
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"Epoch 71/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4004 - accuracy: 0.8353\n",
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"Epoch 72/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4000 - accuracy: 0.8346\n",
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"Epoch 73/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4005 - accuracy: 0.8343\n",
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"Epoch 74/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4000 - accuracy: 0.8343\n",
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"Epoch 75/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4003 - accuracy: 0.8346\n",
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"Epoch 76/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4000 - accuracy: 0.8344\n",
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"Epoch 77/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4003 - accuracy: 0.8339\n",
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"Epoch 78/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4001 - accuracy: 0.8354\n",
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"Epoch 79/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4003 - accuracy: 0.8340\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4003 - accuracy: 0.8338\n",
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"Epoch 81/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3999 - accuracy: 0.8342\n",
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"Epoch 82/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4000 - accuracy: 0.8346\n",
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"Epoch 83/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3998 - accuracy: 0.8346\n",
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"Epoch 84/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4006 - accuracy: 0.8353\n",
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"Epoch 85/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3998 - accuracy: 0.8332\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3998 - accuracy: 0.8350\n",
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"Epoch 87/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4002 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4000 - accuracy: 0.8353\n",
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"Epoch 89/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3999 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.3997 - accuracy: 0.8350\n",
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"Epoch 91/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4000 - accuracy: 0.8343\n",
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"Epoch 92/100\n",
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"Epoch 93/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3997 - accuracy: 0.8350\n",
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"Epoch 94/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4001 - accuracy: 0.8350\n",
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"Epoch 95/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3997 - accuracy: 0.8339\n",
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"Epoch 96/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3998 - accuracy: 0.8347\n",
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"Epoch 97/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4001 - accuracy: 0.8344\n",
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"Epoch 98/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3997 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3997 - accuracy: 0.8338\n",
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"Epoch 100/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3997 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.5712 - accuracy: 0.7953\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4376 - accuracy: 0.7969\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3828 - accuracy: 0.8297\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3801 - accuracy: 0.8293\n",
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]
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},
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{
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"text": [
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3600 - accuracy: 0.8547\n",
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"Epoch 33/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3534 - accuracy: 0.8576\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3533 - accuracy: 0.8581\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3523 - accuracy: 0.8569\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3527 - accuracy: 0.8579\n",
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"Epoch 40/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3523 - accuracy: 0.8567\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3522 - accuracy: 0.8539\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3516 - accuracy: 0.8568\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3513 - accuracy: 0.8571\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3507 - accuracy: 0.8594\n",
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"Epoch 45/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3506 - accuracy: 0.8590\n",
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"Epoch 46/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3498 - accuracy: 0.8592\n",
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"Epoch 47/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3504 - accuracy: 0.8574\n",
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"Epoch 48/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3498 - accuracy: 0.8603\n",
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"Epoch 49/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3498 - accuracy: 0.8594\n",
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"Epoch 50/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.3494 - accuracy: 0.8574\n",
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"Epoch 51/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3498 - accuracy: 0.8589\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3493 - accuracy: 0.8578\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3483 - accuracy: 0.8599\n",
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"Epoch 54/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3491 - accuracy: 0.8576\n",
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"Epoch 55/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3480 - accuracy: 0.8594\n",
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"Epoch 56/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3483 - accuracy: 0.8574\n",
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"Epoch 57/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3483 - accuracy: 0.8587\n",
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"Epoch 58/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3476 - accuracy: 0.8581\n",
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"Epoch 59/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3483 - accuracy: 0.8576\n",
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"Epoch 60/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3477 - accuracy: 0.8586\n",
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"Epoch 61/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3470 - accuracy: 0.8578\n",
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"Epoch 62/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3471 - accuracy: 0.8581\n",
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"Epoch 63/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3476 - accuracy: 0.8590\n",
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"Epoch 64/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3471 - accuracy: 0.8593\n",
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"Epoch 65/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3474 - accuracy: 0.8592\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3462 - accuracy: 0.8589\n",
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"Epoch 71/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3474 - accuracy: 0.8581\n",
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"Epoch 73/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3470 - accuracy: 0.8600\n",
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"Epoch 74/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.3459 - accuracy: 0.8575\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3466 - accuracy: 0.8596\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3460 - accuracy: 0.8581\n",
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"Epoch 78/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3459 - accuracy: 0.8585\n",
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"Epoch 79/100\n",
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"Epoch 80/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3463 - accuracy: 0.8572\n",
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"Epoch 81/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3454 - accuracy: 0.8599\n",
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"Epoch 83/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3462 - accuracy: 0.8581 0s - loss: 0.3448 - accuracy\n",
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"Epoch 84/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3454 - accuracy: 0.8599\n",
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"7200/7200 [==============================] - 11s 1ms/step - loss: 0.3451 - accuracy: 0.8574\n",
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"Epoch 88/100\n",
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"7200/7200 [==============================] - 11s 2ms/step - loss: 0.3457 - accuracy: 0.8568\n",
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"Epoch 89/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.3456 - accuracy: 0.8593\n",
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"Epoch 90/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3450 - accuracy: 0.8582\n",
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"Epoch 91/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3454 - accuracy: 0.8575\n",
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"Epoch 92/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3452 - accuracy: 0.8581\n",
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"Epoch 93/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3446 - accuracy: 0.8599\n",
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"Epoch 94/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3449 - accuracy: 0.8576\n",
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"Epoch 95/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.3447 - accuracy: 0.8578\n",
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"Epoch 96/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3449 - accuracy: 0.8590\n",
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"Epoch 97/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.3452 - accuracy: 0.8571\n",
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"Epoch 98/100\n",
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"Epoch 99/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.3450 - accuracy: 0.8583\n",
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"Epoch 100/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.3439 - accuracy: 0.8599\n",
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"Epoch 1/100\n"
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]
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{
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.5419 - accuracy: 0.7962\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4107 - accuracy: 0.8325\n",
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"7200/7200 [==============================] - 12s 2ms/step - loss: 0.4098 - accuracy: 0.8321\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4095 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4076 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4073 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4067 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4063 - accuracy: 0.8350\n",
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"Epoch 21/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4057 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4055 - accuracy: 0.8340\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4053 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4050 - accuracy: 0.8350\n",
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"Epoch 25/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4045 - accuracy: 0.8350\n",
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"Epoch 26/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4039 - accuracy: 0.8343\n",
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"Epoch 27/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4040 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4035 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4033 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4030 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4029 - accuracy: 0.8357\n",
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"Epoch 32/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4024 - accuracy: 0.8365\n",
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"Epoch 33/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4022 - accuracy: 0.8358\n",
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"Epoch 34/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4022 - accuracy: 0.8369\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4019 - accuracy: 0.8364\n",
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"Epoch 36/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4016 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4014 - accuracy: 0.8367\n",
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"Epoch 39/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4012 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4010 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4007 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4004 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4001 - accuracy: 0.8367\n",
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"Epoch 46/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4002 - accuracy: 0.8364\n",
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"Epoch 47/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4005 - accuracy: 0.8353\n",
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"Epoch 48/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4003 - accuracy: 0.8368\n",
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"Epoch 49/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3999 - accuracy: 0.8356\n",
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"Epoch 50/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4000 - accuracy: 0.8353\n",
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"Epoch 51/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3998 - accuracy: 0.8361\n",
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"Epoch 52/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3996 - accuracy: 0.8365\n",
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"Epoch 53/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3990 - accuracy: 0.8379\n",
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"Epoch 54/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3996 - accuracy: 0.8361\n",
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"Epoch 55/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3996 - accuracy: 0.8358\n",
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"Epoch 56/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3995 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3991 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3991 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3993 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3992 - accuracy: 0.8368\n",
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"7200/7200 [==============================] - 12s 2ms/step - loss: 0.3987 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 9s 1ms/step - loss: 0.3991 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3988 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 13s 2ms/step - loss: 0.3989 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3989 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3991 - accuracy: 0.8368\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3988 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3985 - accuracy: 0.8358\n",
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"Epoch 69/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3984 - accuracy: 0.8351\n",
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"Epoch 70/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3982 - accuracy: 0.8356\n",
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"Epoch 71/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3988 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3984 - accuracy: 0.8363\n",
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"Epoch 73/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3982 - accuracy: 0.8342\n",
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"Epoch 74/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3981 - accuracy: 0.8360\n",
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"Epoch 75/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3985 - accuracy: 0.8367\n",
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"Epoch 76/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.3986 - accuracy: 0.8365\n",
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"Epoch 77/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3985 - accuracy: 0.8361\n",
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"Epoch 78/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3981 - accuracy: 0.8357\n",
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"Epoch 79/100\n"
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]
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},
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{
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"text": [
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3983 - accuracy: 0.8361\n",
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"Epoch 80/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3982 - accuracy: 0.8356\n",
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"Epoch 83/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3981 - accuracy: 0.8364\n",
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"Epoch 84/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3982 - accuracy: 0.8356\n",
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"Epoch 85/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3982 - accuracy: 0.8367\n",
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"Epoch 86/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3979 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3975 - accuracy: 0.8357\n",
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"Epoch 88/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3981 - accuracy: 0.8361\n",
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"Epoch 89/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3977 - accuracy: 0.8356\n",
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"Epoch 90/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3981 - accuracy: 0.8361\n",
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"Epoch 91/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3978 - accuracy: 0.8367\n",
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"Epoch 92/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3979 - accuracy: 0.8369\n",
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"Epoch 93/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3976 - accuracy: 0.8354\n",
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"Epoch 94/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3977 - accuracy: 0.8350\n",
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"Epoch 95/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3977 - accuracy: 0.8343\n",
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"Epoch 96/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3979 - accuracy: 0.8353\n",
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"Epoch 97/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3975 - accuracy: 0.8365\n",
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"Epoch 98/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3976 - accuracy: 0.8358\n",
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"Epoch 99/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.3979 - accuracy: 0.8374\n",
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"Epoch 100/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.3973 - accuracy: 0.8371\n",
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"Epoch 1/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.6554 - accuracy: 0.7944\n",
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"Epoch 2/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.5914 - accuracy: 0.8064\n",
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"Epoch 3/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.5367 - accuracy: 0.8329\n",
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"Epoch 4/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4990 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4744 - accuracy: 0.8340\n",
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"Epoch 6/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4578 - accuracy: 0.8361\n",
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"Epoch 7/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4473 - accuracy: 0.8372\n",
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"Epoch 8/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4400 - accuracy: 0.8363\n",
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"Epoch 9/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4355 - accuracy: 0.8358\n",
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"Epoch 10/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4324 - accuracy: 0.8363\n",
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"Epoch 11/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4304 - accuracy: 0.8360\n",
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"Epoch 12/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4291 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4284 - accuracy: 0.8374\n",
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"Epoch 14/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4277 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4273 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4268 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 7s 924us/step - loss: 0.4265 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 12s 2ms/step - loss: 0.4263 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4264 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4264 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4262 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4263 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4262 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4259 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4261 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4260 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4263 - accuracy: 0.8368\n",
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"Epoch 28/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4260 - accuracy: 0.8354\n",
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"Epoch 29/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4259 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4260 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4257 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4258 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4257 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4259 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4256 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4257 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4258 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4257 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4254 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4255 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4256 - accuracy: 0.8344\n",
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"Epoch 46/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4252 - accuracy: 0.8354\n",
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"Epoch 47/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4255 - accuracy: 0.8363\n",
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"Epoch 48/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4253 - accuracy: 0.8349\n",
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"Epoch 49/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4255 - accuracy: 0.8360\n",
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"Epoch 50/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4255 - accuracy: 0.8351\n",
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"Epoch 51/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4254 - accuracy: 0.8364\n",
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"Epoch 52/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4255 - accuracy: 0.8358\n",
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"Epoch 53/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4253 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4254 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4255 - accuracy: 0.8350\n",
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"Epoch 56/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4254 - accuracy: 0.8363\n",
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]
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{
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4254 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4256 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4253 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4254 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4253 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4253 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4252 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4251 - accuracy: 0.8368\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4251 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4252 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4251 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4251 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4252 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4253 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4252 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4251 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4252 - accuracy: 0.8364\n",
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"Epoch 79/100\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4251 - accuracy: 0.8358\n",
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"Epoch 80/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4252 - accuracy: 0.8353\n",
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"Epoch 81/100\n",
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"7200/7200 [==============================] - 15s 2ms/step - loss: 0.4252 - accuracy: 0.8360\n",
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"Epoch 82/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4253 - accuracy: 0.8356\n",
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"Epoch 83/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4251 - accuracy: 0.8354\n",
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"Epoch 84/100\n",
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"7200/7200 [==============================] - 17s 2ms/step - loss: 0.4252 - accuracy: 0.8368\n",
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"Epoch 85/100\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4252 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 16s 2ms/step - loss: 0.4252 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 14s 2ms/step - loss: 0.4251 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 2s 306us/step - loss: 0.4252 - accuracy: 0.8358\n",
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"Epoch 89/100\n",
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"7200/7200 [==============================] - 2s 278us/step - loss: 0.4253 - accuracy: 0.8350\n",
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"Epoch 90/100\n",
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"7200/7200 [==============================] - 10s 1ms/step - loss: 0.4251 - accuracy: 0.8350\n",
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"Epoch 91/100\n",
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"7200/7200 [==============================] - 2s 260us/step - loss: 0.4250 - accuracy: 0.8358\n",
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"Epoch 92/100\n",
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"7200/7200 [==============================] - 10s 1ms/step - loss: 0.4250 - accuracy: 0.8367\n",
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"Epoch 93/100\n",
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"7200/7200 [==============================] - 2s 268us/step - loss: 0.4251 - accuracy: 0.8360\n",
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"Epoch 94/100\n",
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"7200/7200 [==============================] - 2s 230us/step - loss: 0.4251 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 206us/step - loss: 0.4252 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 2s 257us/step - loss: 0.4251 - accuracy: 0.8356\n",
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"Epoch 97/100\n",
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"7200/7200 [==============================] - 2s 237us/step - loss: 0.4251 - accuracy: 0.8354\n",
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"Epoch 98/100\n",
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"7200/7200 [==============================] - 1s 208us/step - loss: 0.4250 - accuracy: 0.8364\n",
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"Epoch 99/100\n",
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"7200/7200 [==============================] - 2s 252us/step - loss: 0.4251 - accuracy: 0.8357\n",
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"Epoch 100/100\n",
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"7200/7200 [==============================] - 2s 210us/step - loss: 0.4250 - accuracy: 0.8360\n",
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"Epoch 1/100\n",
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"7200/7200 [==============================] - 2s 286us/step - loss: 0.5564 - accuracy: 0.7962\n",
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"Epoch 2/100\n",
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"7200/7200 [==============================] - 2s 252us/step - loss: 0.4408 - accuracy: 0.7961\n",
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"7200/7200 [==============================] - 2s 210us/step - loss: 0.4344 - accuracy: 0.7961\n",
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"7200/7200 [==============================] - 2s 260us/step - loss: 0.4312 - accuracy: 0.7961\n",
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"7200/7200 [==============================] - 2s 231us/step - loss: 0.4281 - accuracy: 0.7961\n",
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"7200/7200 [==============================] - 3s 364us/step - loss: 0.4254 - accuracy: 0.7961\n",
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"7200/7200 [==============================] - 7s 988us/step - loss: 0.4230 - accuracy: 0.7961\n",
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"7200/7200 [==============================] - 2s 235us/step - loss: 0.4210 - accuracy: 0.8179\n",
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"7200/7200 [==============================] - 6s 768us/step - loss: 0.4193 - accuracy: 0.8217\n",
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"7200/7200 [==============================] - 1s 208us/step - loss: 0.4185 - accuracy: 0.8240\n",
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"Epoch 11/100\n",
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"7200/7200 [==============================] - 2s 218us/step - loss: 0.4172 - accuracy: 0.8276\n",
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"7200/7200 [==============================] - 2s 254us/step - loss: 0.4165 - accuracy: 0.8293\n",
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"7200/7200 [==============================] - 2s 300us/step - loss: 0.4156 - accuracy: 0.8311\n",
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"7200/7200 [==============================] - 2s 245us/step - loss: 0.4147 - accuracy: 0.8311\n",
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"7200/7200 [==============================] - 2s 240us/step - loss: 0.4140 - accuracy: 0.8314\n",
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"7200/7200 [==============================] - 1s 183us/step - loss: 0.4137 - accuracy: 0.8310\n",
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"7200/7200 [==============================] - 2s 212us/step - loss: 0.4128 - accuracy: 0.8318\n",
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"7200/7200 [==============================] - 2s 255us/step - loss: 0.4124 - accuracy: 0.8329\n",
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"7200/7200 [==============================] - 2s 253us/step - loss: 0.4118 - accuracy: 0.8322\n",
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"7200/7200 [==============================] - 2s 228us/step - loss: 0.4114 - accuracy: 0.8335\n",
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"7200/7200 [==============================] - 2s 257us/step - loss: 0.4111 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 2s 270us/step - loss: 0.4106 - accuracy: 0.8339\n",
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"7200/7200 [==============================] - 3s 415us/step - loss: 0.4103 - accuracy: 0.8336\n",
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"Epoch 24/100\n",
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"7200/7200 [==============================] - 9s 1ms/step - loss: 0.4096 - accuracy: 0.8329\n",
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"Epoch 25/100\n",
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"7200/7200 [==============================] - 8s 1ms/step - loss: 0.4094 - accuracy: 0.8342\n",
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"Epoch 26/100\n",
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"7200/7200 [==============================] - 2s 260us/step - loss: 0.4088 - accuracy: 0.8333\n",
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"7200/7200 [==============================] - 2s 256us/step - loss: 0.4084 - accuracy: 0.8339\n",
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"7200/7200 [==============================] - 2s 221us/step - loss: 0.4086 - accuracy: 0.8332\n",
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"Epoch 29/100\n",
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"7200/7200 [==============================] - 2s 260us/step - loss: 0.4077 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 2s 307us/step - loss: 0.4075 - accuracy: 0.8336\n",
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"7200/7200 [==============================] - 2s 231us/step - loss: 0.4076 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 2s 221us/step - loss: 0.4069 - accuracy: 0.8338\n",
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"Epoch 33/100\n",
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"7200/7200 [==============================] - 2s 249us/step - loss: 0.4068 - accuracy: 0.8349\n",
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]
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{
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"text": [
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"7200/7200 [==============================] - 2s 240us/step - loss: 0.4064 - accuracy: 0.8349\n",
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"Epoch 35/100\n",
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"7200/7200 [==============================] - 2s 233us/step - loss: 0.4063 - accuracy: 0.8331\n",
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"7200/7200 [==============================] - 2s 256us/step - loss: 0.4061 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 2s 232us/step - loss: 0.4056 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 9s 1ms/step - loss: 0.4052 - accuracy: 0.8343\n",
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"Epoch 42/100\n",
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"7200/7200 [==============================] - 9s 1ms/step - loss: 0.4050 - accuracy: 0.8347\n",
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"Epoch 43/100\n",
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"7200/7200 [==============================] - 2s 262us/step - loss: 0.4052 - accuracy: 0.8350\n",
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"Epoch 44/100\n",
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"7200/7200 [==============================] - 2s 232us/step - loss: 0.4047 - accuracy: 0.8336\n",
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"Epoch 45/100\n",
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"7200/7200 [==============================] - 2s 249us/step - loss: 0.4049 - accuracy: 0.8338\n",
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"Epoch 46/100\n",
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"7200/7200 [==============================] - 2s 261us/step - loss: 0.4045 - accuracy: 0.8344\n",
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"Epoch 47/100\n",
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"7200/7200 [==============================] - 2s 253us/step - loss: 0.4044 - accuracy: 0.8342\n",
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"Epoch 48/100\n",
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"7200/7200 [==============================] - 2s 248us/step - loss: 0.4041 - accuracy: 0.8331\n",
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"Epoch 49/100\n",
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"7200/7200 [==============================] - 2s 263us/step - loss: 0.4043 - accuracy: 0.8329\n",
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"Epoch 50/100\n",
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"7200/7200 [==============================] - 2s 255us/step - loss: 0.4039 - accuracy: 0.8339\n",
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"Epoch 51/100\n",
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"7200/7200 [==============================] - 1s 202us/step - loss: 0.4040 - accuracy: 0.8342\n",
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"Epoch 52/100\n",
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"7200/7200 [==============================] - 2s 245us/step - loss: 0.4040 - accuracy: 0.8336\n",
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"Epoch 53/100\n",
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"7200/7200 [==============================] - 2s 227us/step - loss: 0.4036 - accuracy: 0.8338\n",
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"Epoch 54/100\n",
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"7200/7200 [==============================] - 2s 254us/step - loss: 0.4036 - accuracy: 0.8344\n",
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"Epoch 55/100\n",
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"7200/7200 [==============================] - 2s 248us/step - loss: 0.4039 - accuracy: 0.8363\n",
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"Epoch 56/100\n",
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"7200/7200 [==============================] - 3s 475us/step - loss: 0.4034 - accuracy: 0.8333\n",
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"Epoch 57/100\n",
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"7200/7200 [==============================] - 9s 1ms/step - loss: 0.4036 - accuracy: 0.8333\n",
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"Epoch 58/100\n",
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"7200/7200 [==============================] - 8s 1ms/step - loss: 0.4036 - accuracy: 0.8344\n",
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"Epoch 59/100\n",
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"7200/7200 [==============================] - 2s 256us/step - loss: 0.4033 - accuracy: 0.8346\n",
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"Epoch 60/100\n",
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"7200/7200 [==============================] - 2s 239us/step - loss: 0.4033 - accuracy: 0.8322\n",
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"Epoch 61/100\n",
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"7200/7200 [==============================] - 2s 268us/step - loss: 0.4032 - accuracy: 0.8325\n",
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"Epoch 62/100\n",
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"7200/7200 [==============================] - 2s 226us/step - loss: 0.4030 - accuracy: 0.8342\n",
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"Epoch 63/100\n",
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"7200/7200 [==============================] - 2s 282us/step - loss: 0.4032 - accuracy: 0.8346\n",
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"Epoch 64/100\n",
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"7200/7200 [==============================] - 2s 244us/step - loss: 0.4031 - accuracy: 0.8339\n",
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"Epoch 65/100\n",
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"7200/7200 [==============================] - 2s 259us/step - loss: 0.4030 - accuracy: 0.8332\n",
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"Epoch 66/100\n",
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"7200/7200 [==============================] - 2s 228us/step - loss: 0.4030 - accuracy: 0.8344\n",
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"Epoch 67/100\n",
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"7200/7200 [==============================] - 2s 236us/step - loss: 0.4028 - accuracy: 0.8329\n",
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"Epoch 68/100\n",
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"7200/7200 [==============================] - 2s 263us/step - loss: 0.4029 - accuracy: 0.8336\n",
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"Epoch 69/100\n",
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"7200/7200 [==============================] - 1s 201us/step - loss: 0.4032 - accuracy: 0.8344\n",
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"Epoch 70/100\n",
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"7200/7200 [==============================] - 2s 231us/step - loss: 0.4026 - accuracy: 0.8342\n",
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"Epoch 71/100\n",
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"7200/7200 [==============================] - 2s 244us/step - loss: 0.4029 - accuracy: 0.8335\n",
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"Epoch 72/100\n",
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"7200/7200 [==============================] - 2s 347us/step - loss: 0.4028 - accuracy: 0.8346\n",
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"Epoch 73/100\n",
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"7200/7200 [==============================] - 9s 1ms/step - loss: 0.4032 - accuracy: 0.8319\n",
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"Epoch 74/100\n",
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"7200/7200 [==============================] - 2s 323us/step - loss: 0.4028 - accuracy: 0.8336\n",
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"Epoch 75/100\n",
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"7200/7200 [==============================] - 8s 1ms/step - loss: 0.4027 - accuracy: 0.8333\n",
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"Epoch 76/100\n",
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"7200/7200 [==============================] - 2s 273us/step - loss: 0.4027 - accuracy: 0.8333\n",
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"Epoch 77/100\n",
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"7200/7200 [==============================] - 3s 476us/step - loss: 0.4025 - accuracy: 0.8361\n",
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"Epoch 78/100\n",
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"7200/7200 [==============================] - 2s 240us/step - loss: 0.4025 - accuracy: 0.8333\n",
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"Epoch 79/100\n",
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"7200/7200 [==============================] - 2s 289us/step - loss: 0.4025 - accuracy: 0.8350\n",
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"Epoch 80/100\n",
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"7200/7200 [==============================] - 2s 225us/step - loss: 0.4029 - accuracy: 0.8351\n",
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"Epoch 81/100\n",
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"7200/7200 [==============================] - 2s 258us/step - loss: 0.4024 - accuracy: 0.8336\n",
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"Epoch 82/100\n",
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"7200/7200 [==============================] - 2s 222us/step - loss: 0.4023 - accuracy: 0.8340\n",
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"Epoch 83/100\n",
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"7200/7200 [==============================] - 2s 244us/step - loss: 0.4024 - accuracy: 0.8350\n",
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"Epoch 84/100\n",
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"7200/7200 [==============================] - 2s 245us/step - loss: 0.4027 - accuracy: 0.8342\n",
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"Epoch 85/100\n",
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"7200/7200 [==============================] - 2s 289us/step - loss: 0.4025 - accuracy: 0.8339\n",
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"Epoch 86/100\n",
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"7200/7200 [==============================] - 2s 246us/step - loss: 0.4027 - accuracy: 0.8353\n",
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"Epoch 87/100\n",
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"7200/7200 [==============================] - 2s 233us/step - loss: 0.4029 - accuracy: 0.8340\n",
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"Epoch 88/100\n",
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"7200/7200 [==============================] - 8s 1ms/step - loss: 0.4022 - accuracy: 0.8344\n",
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"Epoch 89/100\n",
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"7200/7200 [==============================] - 4s 596us/step - loss: 0.4023 - accuracy: 0.8339\n",
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"Epoch 90/100\n",
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"7200/7200 [==============================] - 7s 1ms/step - loss: 0.4027 - accuracy: 0.8342\n",
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"Epoch 91/100\n",
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"7200/7200 [==============================] - 1s 199us/step - loss: 0.4022 - accuracy: 0.8333\n",
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"Epoch 92/100\n",
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"7200/7200 [==============================] - 2s 236us/step - loss: 0.4026 - accuracy: 0.8314\n",
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"Epoch 93/100\n",
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"7200/7200 [==============================] - 2s 240us/step - loss: 0.4022 - accuracy: 0.8331\n",
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"Epoch 94/100\n",
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"7200/7200 [==============================] - 2s 288us/step - loss: 0.4018 - accuracy: 0.8358\n",
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"Epoch 95/100\n",
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"7200/7200 [==============================] - 2s 241us/step - loss: 0.4024 - accuracy: 0.8339\n",
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"Epoch 96/100\n",
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"7200/7200 [==============================] - 2s 271us/step - loss: 0.4022 - accuracy: 0.8346\n",
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"Epoch 97/100\n",
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"7200/7200 [==============================] - 2s 269us/step - loss: 0.4022 - accuracy: 0.8346\n",
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"Epoch 98/100\n",
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"7200/7200 [==============================] - 2s 255us/step - loss: 0.4023 - accuracy: 0.8339\n",
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"Epoch 99/100\n",
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"7200/7200 [==============================] - 2s 253us/step - loss: 0.4016 - accuracy: 0.8342\n",
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"Epoch 100/100\n",
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"7200/7200 [==============================] - 2s 256us/step - loss: 0.4028 - accuracy: 0.8342\n",
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"Epoch 1/100\n",
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"7200/7200 [==============================] - 2s 228us/step - loss: 0.5683 - accuracy: 0.7969\n",
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"Epoch 2/100\n",
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"7200/7200 [==============================] - 1s 199us/step - loss: 0.4416 - accuracy: 0.7971\n",
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"Epoch 3/100\n",
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"7200/7200 [==============================] - 1s 203us/step - loss: 0.4308 - accuracy: 0.7971\n",
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"Epoch 4/100\n",
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"7200/7200 [==============================] - 2s 212us/step - loss: 0.4262 - accuracy: 0.7997\n",
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"Epoch 5/100\n",
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"7200/7200 [==============================] - 8s 1ms/step - loss: 0.4224 - accuracy: 0.8172\n",
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"Epoch 6/100\n",
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"7200/7200 [==============================] - 3s 465us/step - loss: 0.4188 - accuracy: 0.8232\n",
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"Epoch 7/100\n",
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"7200/7200 [==============================] - 8s 1ms/step - loss: 0.4154 - accuracy: 0.8242\n",
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"Epoch 8/100\n",
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"7200/7200 [==============================] - 2s 223us/step - loss: 0.4127 - accuracy: 0.8258\n",
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"Epoch 9/100\n",
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"7200/7200 [==============================] - 2s 227us/step - loss: 0.4104 - accuracy: 0.8294\n",
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"Epoch 10/100\n",
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"7200/7200 [==============================] - 1s 182us/step - loss: 0.4086 - accuracy: 0.8297\n",
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"Epoch 11/100\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"7200/7200 [==============================] - 1s 176us/step - loss: 0.4072 - accuracy: 0.8319\n",
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"Epoch 12/100\n",
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"7200/7200 [==============================] - 2s 247us/step - loss: 0.4062 - accuracy: 0.8315\n",
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"Epoch 13/100\n",
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"7200/7200 [==============================] - 2s 212us/step - loss: 0.4049 - accuracy: 0.8339\n",
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"Epoch 14/100\n",
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"7200/7200 [==============================] - 1s 193us/step - loss: 0.4040 - accuracy: 0.8353\n",
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"Epoch 15/100\n",
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"7200/7200 [==============================] - 2s 232us/step - loss: 0.4032 - accuracy: 0.8342\n",
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"Epoch 16/100\n",
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"7200/7200 [==============================] - 2s 228us/step - loss: 0.4021 - accuracy: 0.8350\n",
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"Epoch 17/100\n",
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"7200/7200 [==============================] - 1s 202us/step - loss: 0.4010 - accuracy: 0.8349\n",
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"Epoch 18/100\n",
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"7200/7200 [==============================] - 1s 190us/step - loss: 0.3997 - accuracy: 0.8364\n",
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"Epoch 19/100\n",
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"7200/7200 [==============================] - 1s 199us/step - loss: 0.3983 - accuracy: 0.8351\n",
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"Epoch 20/100\n",
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"7200/7200 [==============================] - 1s 208us/step - loss: 0.3970 - accuracy: 0.8369\n",
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"Epoch 21/100\n",
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"7200/7200 [==============================] - 1s 199us/step - loss: 0.3947 - accuracy: 0.8369\n",
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"Epoch 22/100\n",
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"7200/7200 [==============================] - 1s 188us/step - loss: 0.3923 - accuracy: 0.8365\n",
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"Epoch 23/100\n",
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"7200/7200 [==============================] - 1s 169us/step - loss: 0.3896 - accuracy: 0.8382\n",
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"Epoch 24/100\n",
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"7200/7200 [==============================] - 3s 422us/step - loss: 0.3848 - accuracy: 0.8404\n",
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"Epoch 25/100\n",
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"7200/7200 [==============================] - 11s 2ms/step - loss: 0.3806 - accuracy: 0.8413\n",
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"Epoch 26/100\n",
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"7200/7200 [==============================] - 2s 280us/step - loss: 0.3763 - accuracy: 0.8432\n",
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"Epoch 27/100\n",
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"7200/7200 [==============================] - 11s 2ms/step - loss: 0.3725 - accuracy: 0.8460\n",
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"Epoch 28/100\n",
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"7200/7200 [==============================] - 1s 187us/step - loss: 0.3698 - accuracy: 0.8481\n",
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"Epoch 29/100\n",
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"7200/7200 [==============================] - 2s 246us/step - loss: 0.3672 - accuracy: 0.8482\n",
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"Epoch 30/100\n",
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"7200/7200 [==============================] - 1s 181us/step - loss: 0.3646 - accuracy: 0.8500\n",
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"Epoch 31/100\n",
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"7200/7200 [==============================] - 1s 195us/step - loss: 0.3630 - accuracy: 0.8503\n",
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"Epoch 32/100\n",
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"7200/7200 [==============================] - 2s 264us/step - loss: 0.3616 - accuracy: 0.8510\n",
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"Epoch 33/100\n",
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"7200/7200 [==============================] - 1s 201us/step - loss: 0.3600 - accuracy: 0.8519\n",
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"Epoch 34/100\n",
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"7200/7200 [==============================] - 2s 222us/step - loss: 0.3584 - accuracy: 0.8547\n",
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"Epoch 35/100\n",
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"7200/7200 [==============================] - 1s 197us/step - loss: 0.3573 - accuracy: 0.8546\n",
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"Epoch 36/100\n",
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"7200/7200 [==============================] - 2s 211us/step - loss: 0.3559 - accuracy: 0.8544\n",
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"Epoch 37/100\n",
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"7200/7200 [==============================] - 1s 200us/step - loss: 0.3547 - accuracy: 0.8528\n",
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"Epoch 38/100\n",
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"7200/7200 [==============================] - 2s 223us/step - loss: 0.3534 - accuracy: 0.8560\n",
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"Epoch 39/100\n",
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"7200/7200 [==============================] - 2s 221us/step - loss: 0.3530 - accuracy: 0.8550\n",
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"Epoch 40/100\n",
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"7200/7200 [==============================] - 2s 225us/step - loss: 0.3516 - accuracy: 0.8572\n",
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"Epoch 41/100\n",
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"7200/7200 [==============================] - 2s 241us/step - loss: 0.3513 - accuracy: 0.8574\n",
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"Epoch 42/100\n",
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"7200/7200 [==============================] - 1s 182us/step - loss: 0.3504 - accuracy: 0.8557\n",
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"Epoch 43/100\n",
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"7200/7200 [==============================] - 2s 298us/step - loss: 0.3497 - accuracy: 0.8581\n",
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"Epoch 44/100\n",
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"7200/7200 [==============================] - 10s 1ms/step - loss: 0.3493 - accuracy: 0.8583\n",
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"Epoch 45/100\n",
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"7200/7200 [==============================] - 5s 669us/step - loss: 0.3497 - accuracy: 0.8576\n",
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"Epoch 46/100\n",
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"7200/7200 [==============================] - 11s 2ms/step - loss: 0.3481 - accuracy: 0.8576\n",
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"Epoch 47/100\n",
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"7200/7200 [==============================] - 2s 261us/step - loss: 0.3481 - accuracy: 0.8569\n",
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"Epoch 48/100\n",
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"7200/7200 [==============================] - 2s 218us/step - loss: 0.3480 - accuracy: 0.8607\n",
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"Epoch 49/100\n",
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"7200/7200 [==============================] - 1s 206us/step - loss: 0.3478 - accuracy: 0.8583\n",
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"Epoch 50/100\n",
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"7200/7200 [==============================] - 1s 192us/step - loss: 0.3475 - accuracy: 0.8579\n",
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"Epoch 51/100\n",
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"7200/7200 [==============================] - 1s 201us/step - loss: 0.3468 - accuracy: 0.8587\n",
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"Epoch 52/100\n",
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"7200/7200 [==============================] - 1s 182us/step - loss: 0.3467 - accuracy: 0.8589\n",
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"Epoch 53/100\n",
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"7200/7200 [==============================] - 2s 239us/step - loss: 0.3462 - accuracy: 0.8606\n",
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"Epoch 54/100\n",
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"7200/7200 [==============================] - 2s 240us/step - loss: 0.3463 - accuracy: 0.8599\n",
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"Epoch 55/100\n",
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"7200/7200 [==============================] - 2s 212us/step - loss: 0.3461 - accuracy: 0.8597\n",
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"Epoch 56/100\n",
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"7200/7200 [==============================] - 2s 213us/step - loss: 0.3461 - accuracy: 0.8603\n",
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"Epoch 57/100\n",
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"7200/7200 [==============================] - 1s 176us/step - loss: 0.3459 - accuracy: 0.8596\n",
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"Epoch 58/100\n",
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"7200/7200 [==============================] - 1s 208us/step - loss: 0.3461 - accuracy: 0.8600\n",
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"Epoch 59/100\n",
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"7200/7200 [==============================] - 2s 211us/step - loss: 0.3458 - accuracy: 0.8600\n",
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"Epoch 60/100\n",
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"7200/7200 [==============================] - 1s 199us/step - loss: 0.3454 - accuracy: 0.8576\n",
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"Epoch 61/100\n",
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"7200/7200 [==============================] - 2s 210us/step - loss: 0.3452 - accuracy: 0.8576\n",
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"Epoch 62/100\n",
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"7200/7200 [==============================] - 1s 177us/step - loss: 0.3451 - accuracy: 0.8603\n",
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"Epoch 63/100\n",
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"7200/7200 [==============================] - 2s 308us/step - loss: 0.3445 - accuracy: 0.8587\n",
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"Epoch 64/100\n",
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"7200/7200 [==============================] - 10s 1ms/step - loss: 0.3446 - accuracy: 0.8572\n",
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"Epoch 65/100\n",
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"7200/7200 [==============================] - 3s 417us/step - loss: 0.3442 - accuracy: 0.8585\n",
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"Epoch 66/100\n",
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"7200/7200 [==============================] - 10s 1ms/step - loss: 0.3448 - accuracy: 0.8593\n",
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"Epoch 67/100\n",
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"7200/7200 [==============================] - 2s 239us/step - loss: 0.3442 - accuracy: 0.8596\n",
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"Epoch 68/100\n",
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"7200/7200 [==============================] - 1s 206us/step - loss: 0.3439 - accuracy: 0.8601\n",
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"Epoch 69/100\n",
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"7200/7200 [==============================] - 2s 225us/step - loss: 0.3438 - accuracy: 0.8632\n",
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"Epoch 70/100\n",
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"7200/7200 [==============================] - 2s 210us/step - loss: 0.3437 - accuracy: 0.8562\n",
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"Epoch 71/100\n",
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"7200/7200 [==============================] - 1s 207us/step - loss: 0.3431 - accuracy: 0.8594\n",
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"Epoch 72/100\n",
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"7200/7200 [==============================] - 1s 199us/step - loss: 0.3439 - accuracy: 0.8590\n",
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"Epoch 73/100\n",
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"7200/7200 [==============================] - 1s 193us/step - loss: 0.3431 - accuracy: 0.8593\n",
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"Epoch 74/100\n",
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"7200/7200 [==============================] - 2s 220us/step - loss: 0.3439 - accuracy: 0.8575\n",
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"Epoch 75/100\n",
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"7200/7200 [==============================] - 2s 230us/step - loss: 0.3438 - accuracy: 0.8597\n",
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"Epoch 76/100\n",
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"7200/7200 [==============================] - 1s 190us/step - loss: 0.3431 - accuracy: 0.8606\n",
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"Epoch 77/100\n",
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"7200/7200 [==============================] - 2s 223us/step - loss: 0.3436 - accuracy: 0.8592\n",
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"Epoch 78/100\n",
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"7200/7200 [==============================] - 2s 215us/step - loss: 0.3428 - accuracy: 0.8603\n",
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"Epoch 79/100\n",
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"7200/7200 [==============================] - 2s 216us/step - loss: 0.3429 - accuracy: 0.8607\n",
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"Epoch 80/100\n",
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"7200/7200 [==============================] - 1s 185us/step - loss: 0.3429 - accuracy: 0.8601\n",
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"Epoch 81/100\n",
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]
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"7200/7200 [==============================] - 2s 236us/step - loss: 0.3426 - accuracy: 0.8617\n",
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"7200/7200 [==============================] - 1s 190us/step - loss: 0.3404 - accuracy: 0.8604\n",
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"7200/7200 [==============================] - 2s 230us/step - loss: 0.3402 - accuracy: 0.8621\n",
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"7200/7200 [==============================] - 4s 494us/step - loss: 0.3399 - accuracy: 0.8619\n",
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"Epoch 1/100\n",
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"7200/7200 [==============================] - 6s 850us/step - loss: 0.5742 - accuracy: 0.7967\n",
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"7200/7200 [==============================] - 8s 1ms/step - loss: 0.4498 - accuracy: 0.7967\n",
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"7200/7200 [==============================] - 2s 226us/step - loss: 0.4252 - accuracy: 0.7967\n",
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"7200/7200 [==============================] - 2s 212us/step - loss: 0.4225 - accuracy: 0.7967\n",
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"7200/7200 [==============================] - 1s 179us/step - loss: 0.4200 - accuracy: 0.8071\n",
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"Epoch 10/100\n",
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"7200/7200 [==============================] - 1s 198us/step - loss: 0.4186 - accuracy: 0.8218\n",
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"Epoch 11/100\n",
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"7200/7200 [==============================] - 2s 228us/step - loss: 0.4171 - accuracy: 0.8239\n",
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"Epoch 12/100\n",
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"7200/7200 [==============================] - 1s 162us/step - loss: 0.4156 - accuracy: 0.8271\n",
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"Epoch 13/100\n",
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"7200/7200 [==============================] - 1s 191us/step - loss: 0.4149 - accuracy: 0.8269\n",
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"Epoch 14/100\n",
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"7200/7200 [==============================] - 2s 213us/step - loss: 0.4136 - accuracy: 0.8271\n",
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"Epoch 15/100\n",
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"7200/7200 [==============================] - 2s 216us/step - loss: 0.4131 - accuracy: 0.8299\n",
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"Epoch 16/100\n",
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"7200/7200 [==============================] - 1s 206us/step - loss: 0.4124 - accuracy: 0.8313\n",
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"Epoch 17/100\n",
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"7200/7200 [==============================] - 2s 247us/step - loss: 0.4114 - accuracy: 0.8303\n",
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"Epoch 18/100\n",
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"7200/7200 [==============================] - 2s 220us/step - loss: 0.4110 - accuracy: 0.8311\n",
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"Epoch 19/100\n",
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"7200/7200 [==============================] - 1s 205us/step - loss: 0.4103 - accuracy: 0.8326\n",
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"Epoch 20/100\n",
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"7200/7200 [==============================] - 2s 286us/step - loss: 0.4099 - accuracy: 0.8310\n",
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"7200/7200 [==============================] - 11s 2ms/step - loss: 0.4095 - accuracy: 0.8332\n",
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"7200/7200 [==============================] - 2s 317us/step - loss: 0.4084 - accuracy: 0.8335\n",
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"Epoch 23/100\n",
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"7200/7200 [==============================] - 10s 1ms/step - loss: 0.4085 - accuracy: 0.8335\n",
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"7200/7200 [==============================] - 2s 208us/step - loss: 0.4070 - accuracy: 0.8336\n",
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"7200/7200 [==============================] - 1s 195us/step - loss: 0.4065 - accuracy: 0.8339\n",
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"7200/7200 [==============================] - 1s 182us/step - loss: 0.4064 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 204us/step - loss: 0.4062 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 192us/step - loss: 0.4058 - accuracy: 0.8353\n",
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"Epoch 33/100\n",
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"7200/7200 [==============================] - 2s 226us/step - loss: 0.4056 - accuracy: 0.8336\n",
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"7200/7200 [==============================] - 2s 263us/step - loss: 0.4051 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 181us/step - loss: 0.4051 - accuracy: 0.8338\n",
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"7200/7200 [==============================] - 1s 201us/step - loss: 0.4048 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 11s 2ms/step - loss: 0.4040 - accuracy: 0.8351\n",
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]
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"7200/7200 [==============================] - 2s 220us/step - loss: 0.4015 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 2s 219us/step - loss: 0.4015 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 181us/step - loss: 0.4017 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 193us/step - loss: 0.4013 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 2s 237us/step - loss: 0.4014 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 149us/step - loss: 0.4014 - accuracy: 0.8338\n",
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"7200/7200 [==============================] - 4s 517us/step - loss: 0.4015 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 2s 230us/step - loss: 0.4013 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 195us/step - loss: 0.4012 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 169us/step - loss: 0.4009 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 157us/step - loss: 0.4015 - accuracy: 0.8336\n",
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"7200/7200 [==============================] - 1s 176us/step - loss: 0.4013 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 193us/step - loss: 0.4014 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 143us/step - loss: 0.4014 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 195us/step - loss: 0.4011 - accuracy: 0.8356\n",
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"Epoch 89/100\n",
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"7200/7200 [==============================] - 1s 144us/step - loss: 0.4013 - accuracy: 0.8346\n",
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"Epoch 90/100\n",
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"7200/7200 [==============================] - 1s 172us/step - loss: 0.4011 - accuracy: 0.8354\n",
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"Epoch 91/100\n",
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"7200/7200 [==============================] - 1s 162us/step - loss: 0.4009 - accuracy: 0.8360\n",
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"Epoch 92/100\n",
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"7200/7200 [==============================] - 1s 173us/step - loss: 0.4012 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.4013 - accuracy: 0.8339\n",
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"7200/7200 [==============================] - 1s 161us/step - loss: 0.4011 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 165us/step - loss: 0.4006 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 181us/step - loss: 0.4014 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 174us/step - loss: 0.4011 - accuracy: 0.8356\n",
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"Epoch 98/100\n",
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"7200/7200 [==============================] - 1s 155us/step - loss: 0.4013 - accuracy: 0.8347\n",
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"Epoch 99/100\n",
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"7200/7200 [==============================] - 1s 193us/step - loss: 0.4012 - accuracy: 0.8349\n",
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"Epoch 100/100\n",
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"7200/7200 [==============================] - 1s 153us/step - loss: 0.4011 - accuracy: 0.8350\n",
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"Epoch 1/100\n",
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"7200/7200 [==============================] - 1s 184us/step - loss: 0.5754 - accuracy: 0.7947\n",
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"Epoch 2/100\n",
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"7200/7200 [==============================] - 1s 172us/step - loss: 0.4467 - accuracy: 0.7956\n",
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"Epoch 3/100\n",
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"7200/7200 [==============================] - 1s 162us/step - loss: 0.4376 - accuracy: 0.7956\n",
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"Epoch 4/100\n",
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"7200/7200 [==============================] - 1s 165us/step - loss: 0.4338 - accuracy: 0.7956\n",
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"Epoch 5/100\n",
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"7200/7200 [==============================] - 1s 140us/step - loss: 0.4319 - accuracy: 0.7956\n",
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"7200/7200 [==============================] - 1s 175us/step - loss: 0.4306 - accuracy: 0.7956\n",
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"Epoch 7/100\n",
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"7200/7200 [==============================] - 1s 140us/step - loss: 0.4293 - accuracy: 0.7956\n",
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"Epoch 8/100\n",
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"7200/7200 [==============================] - 1s 150us/step - loss: 0.4279 - accuracy: 0.7956\n",
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"Epoch 9/100\n",
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"7200/7200 [==============================] - 1s 172us/step - loss: 0.4260 - accuracy: 0.7956\n",
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"Epoch 10/100\n",
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"7200/7200 [==============================] - 1s 164us/step - loss: 0.4242 - accuracy: 0.8042\n",
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"Epoch 11/100\n",
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"7200/7200 [==============================] - 1s 192us/step - loss: 0.4221 - accuracy: 0.8208\n",
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"Epoch 12/100\n",
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"7200/7200 [==============================] - 1s 170us/step - loss: 0.4201 - accuracy: 0.8239\n",
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"Epoch 13/100\n",
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"7200/7200 [==============================] - 1s 160us/step - loss: 0.4185 - accuracy: 0.8256\n",
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"Epoch 14/100\n",
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"7200/7200 [==============================] - 1s 139us/step - loss: 0.4167 - accuracy: 0.8263\n",
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"Epoch 15/100\n",
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"7200/7200 [==============================] - 1s 164us/step - loss: 0.4159 - accuracy: 0.8286\n",
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"7200/7200 [==============================] - 1s 165us/step - loss: 0.4146 - accuracy: 0.8306\n",
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"Epoch 17/100\n",
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"7200/7200 [==============================] - 1s 162us/step - loss: 0.4139 - accuracy: 0.8300\n",
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"Epoch 18/100\n",
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"7200/7200 [==============================] - 1s 193us/step - loss: 0.4131 - accuracy: 0.8326\n",
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"Epoch 19/100\n",
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"7200/7200 [==============================] - 1s 170us/step - loss: 0.4068 - accuracy: 0.8354\n",
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]
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"7200/7200 [==============================] - 1s 153us/step - loss: 0.4019 - accuracy: 0.8332\n",
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"7200/7200 [==============================] - 1s 172us/step - loss: 0.4014 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 156us/step - loss: 0.4019 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 166us/step - loss: 0.4015 - accuracy: 0.8340\n",
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"7200/7200 [==============================] - 1s 186us/step - loss: 0.4015 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 157us/step - loss: 0.4015 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 1s 180us/step - loss: 0.4016 - accuracy: 0.8343\n",
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"Epoch 70/100\n",
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"7200/7200 [==============================] - 1s 156us/step - loss: 0.4014 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 160us/step - loss: 0.4014 - accuracy: 0.8332\n",
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"7200/7200 [==============================] - 1s 183us/step - loss: 0.4012 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 151us/step - loss: 0.4012 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 168us/step - loss: 0.4011 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 143us/step - loss: 0.4009 - accuracy: 0.8340\n",
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"7200/7200 [==============================] - 1s 180us/step - loss: 0.4010 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 167us/step - loss: 0.4014 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 183us/step - loss: 0.4009 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 158us/step - loss: 0.4013 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 155us/step - loss: 0.4009 - accuracy: 0.8332\n",
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"7200/7200 [==============================] - 1s 171us/step - loss: 0.4011 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 190us/step - loss: 0.4010 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 161us/step - loss: 0.4009 - accuracy: 0.8336\n",
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"Epoch 87/100\n",
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"7200/7200 [==============================] - 1s 160us/step - loss: 0.4011 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 171us/step - loss: 0.4006 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 167us/step - loss: 0.4010 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 146us/step - loss: 0.4007 - accuracy: 0.8347\n",
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"Epoch 91/100\n",
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"7200/7200 [==============================] - 1s 167us/step - loss: 0.4008 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 148us/step - loss: 0.4008 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 164us/step - loss: 0.4003 - accuracy: 0.8335\n",
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"7200/7200 [==============================] - 1s 166us/step - loss: 0.4006 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 164us/step - loss: 0.4007 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 149us/step - loss: 0.4005 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 206us/step - loss: 0.4007 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 184us/step - loss: 0.4007 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 153us/step - loss: 0.4288 - accuracy: 0.7975\n",
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"7200/7200 [==============================] - 1s 169us/step - loss: 0.4279 - accuracy: 0.7975\n",
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"7200/7200 [==============================] - 1s 165us/step - loss: 0.4264 - accuracy: 0.7975\n",
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"7200/7200 [==============================] - 1s 177us/step - loss: 0.4246 - accuracy: 0.7975\n",
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"7200/7200 [==============================] - 1s 169us/step - loss: 0.4222 - accuracy: 0.7975\n",
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"7200/7200 [==============================] - 1s 160us/step - loss: 0.4159 - accuracy: 0.8264\n",
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]
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{
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"text": [
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"7200/7200 [==============================] - 1s 158us/step - loss: 0.4106 - accuracy: 0.8297\n",
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"7200/7200 [==============================] - 1s 156us/step - loss: 0.4061 - accuracy: 0.8324\n",
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"7200/7200 [==============================] - 1s 179us/step - loss: 0.4057 - accuracy: 0.8338\n",
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"7200/7200 [==============================] - 1s 135us/step - loss: 0.4054 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 170us/step - loss: 0.4052 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 154us/step - loss: 0.4049 - accuracy: 0.8340\n",
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"7200/7200 [==============================] - 1s 148us/step - loss: 0.4047 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 164us/step - loss: 0.4043 - accuracy: 0.8333\n",
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"7200/7200 [==============================] - 1s 153us/step - loss: 0.4040 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 1s 164us/step - loss: 0.4041 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 156us/step - loss: 0.4037 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 143us/step - loss: 0.4036 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 140us/step - loss: 0.4036 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.4033 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 182us/step - loss: 0.4034 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 158us/step - loss: 0.4029 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 149us/step - loss: 0.4032 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 150us/step - loss: 0.4028 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 151us/step - loss: 0.4025 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 163us/step - loss: 0.4026 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 162us/step - loss: 0.4027 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 149us/step - loss: 0.4025 - accuracy: 0.8336\n",
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"7200/7200 [==============================] - 1s 136us/step - loss: 0.4024 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 182us/step - loss: 0.4019 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 188us/step - loss: 0.4023 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 166us/step - loss: 0.4021 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 146us/step - loss: 0.4018 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 141us/step - loss: 0.4019 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 150us/step - loss: 0.4020 - accuracy: 0.8354\n",
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"Epoch 56/100\n",
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"7200/7200 [==============================] - 1s 156us/step - loss: 0.4019 - accuracy: 0.8350\n",
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"Epoch 57/100\n",
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"7200/7200 [==============================] - 1s 147us/step - loss: 0.4017 - accuracy: 0.8336\n",
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"Epoch 58/100\n",
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"7200/7200 [==============================] - 1s 171us/step - loss: 0.4013 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 149us/step - loss: 0.4014 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 148us/step - loss: 0.4014 - accuracy: 0.8340\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.4014 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 157us/step - loss: 0.4013 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 166us/step - loss: 0.4011 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 163us/step - loss: 0.4014 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 170us/step - loss: 0.4010 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 133us/step - loss: 0.4009 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 1s 137us/step - loss: 0.4009 - accuracy: 0.8354\n",
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]
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"7200/7200 [==============================] - 1s 155us/step - loss: 0.4008 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 1s 161us/step - loss: 0.4249 - accuracy: 0.7951\n",
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"7200/7200 [==============================] - 1s 155us/step - loss: 0.4230 - accuracy: 0.8213\n",
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"7200/7200 [==============================] - 1s 143us/step - loss: 0.4211 - accuracy: 0.8228\n",
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"7200/7200 [==============================] - 1s 181us/step - loss: 0.4193 - accuracy: 0.8256\n",
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"7200/7200 [==============================] - 1s 162us/step - loss: 0.4185 - accuracy: 0.8265\n",
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"7200/7200 [==============================] - 1s 187us/step - loss: 0.4171 - accuracy: 0.8282\n",
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"7200/7200 [==============================] - 1s 158us/step - loss: 0.4150 - accuracy: 0.8315\n",
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"7200/7200 [==============================] - 1s 197us/step - loss: 0.4144 - accuracy: 0.8321\n",
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"7200/7200 [==============================] - 1s 188us/step - loss: 0.4135 - accuracy: 0.8313\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.4133 - accuracy: 0.8321\n",
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"7200/7200 [==============================] - 1s 167us/step - loss: 0.4126 - accuracy: 0.8325\n",
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"7200/7200 [==============================] - 1s 163us/step - loss: 0.4123 - accuracy: 0.8333\n",
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"7200/7200 [==============================] - 1s 157us/step - loss: 0.4119 - accuracy: 0.8326\n",
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"7200/7200 [==============================] - 1s 164us/step - loss: 0.4115 - accuracy: 0.8332\n",
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"7200/7200 [==============================] - 1s 149us/step - loss: 0.4110 - accuracy: 0.8311\n",
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"7200/7200 [==============================] - 1s 157us/step - loss: 0.4108 - accuracy: 0.8335\n",
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"7200/7200 [==============================] - 1s 142us/step - loss: 0.4106 - accuracy: 0.8326\n",
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"7200/7200 [==============================] - 1s 161us/step - loss: 0.4103 - accuracy: 0.8326\n",
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"7200/7200 [==============================] - 1s 133us/step - loss: 0.4100 - accuracy: 0.8332\n",
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"7200/7200 [==============================] - 1s 144us/step - loss: 0.4098 - accuracy: 0.8331\n",
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"7200/7200 [==============================] - 1s 169us/step - loss: 0.4094 - accuracy: 0.8319\n",
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"7200/7200 [==============================] - 1s 156us/step - loss: 0.4092 - accuracy: 0.8331\n",
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"7200/7200 [==============================] - 1s 138us/step - loss: 0.4090 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 151us/step - loss: 0.4081 - accuracy: 0.8338\n",
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"7200/7200 [==============================] - 1s 160us/step - loss: 0.4077 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 1s 152us/step - loss: 0.4075 - accuracy: 0.8336\n",
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"7200/7200 [==============================] - 1s 151us/step - loss: 0.4076 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 174us/step - loss: 0.4070 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 134us/step - loss: 0.4071 - accuracy: 0.8339\n",
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"7200/7200 [==============================] - 2s 222us/step - loss: 0.4069 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 157us/step - loss: 0.4065 - accuracy: 0.8338\n",
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"7200/7200 [==============================] - 1s 165us/step - loss: 0.4068 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 139us/step - loss: 0.4065 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 155us/step - loss: 0.4060 - accuracy: 0.8338\n",
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"7200/7200 [==============================] - 1s 167us/step - loss: 0.4063 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 153us/step - loss: 0.4058 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 152us/step - loss: 0.4061 - accuracy: 0.8336\n",
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"7200/7200 [==============================] - 1s 138us/step - loss: 0.4054 - accuracy: 0.8336\n",
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"7200/7200 [==============================] - 1s 174us/step - loss: 0.4047 - accuracy: 0.8332\n",
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"7200/7200 [==============================] - 1s 172us/step - loss: 0.4049 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 145us/step - loss: 0.4047 - accuracy: 0.8335\n",
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"7200/7200 [==============================] - 1s 159us/step - loss: 0.4048 - accuracy: 0.8329\n",
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"7200/7200 [==============================] - 1s 161us/step - loss: 0.4049 - accuracy: 0.8331\n",
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"7200/7200 [==============================] - 1s 157us/step - loss: 0.4048 - accuracy: 0.8333\n",
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]
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"text": [
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"7200/7200 [==============================] - 1s 160us/step - loss: 0.4041 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 155us/step - loss: 0.4043 - accuracy: 0.8331\n",
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"7200/7200 [==============================] - 1s 171us/step - loss: 0.4038 - accuracy: 0.8326\n",
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"7200/7200 [==============================] - 1s 172us/step - loss: 0.4041 - accuracy: 0.8336\n",
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"7200/7200 [==============================] - 1s 150us/step - loss: 0.4040 - accuracy: 0.8331\n",
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"7200/7200 [==============================] - 1s 149us/step - loss: 0.4040 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 154us/step - loss: 0.4032 - accuracy: 0.8328\n",
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"7200/7200 [==============================] - 1s 164us/step - loss: 0.4041 - accuracy: 0.8329\n",
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"7200/7200 [==============================] - 1s 175us/step - loss: 0.4037 - accuracy: 0.8338\n",
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"7200/7200 [==============================] - 1s 140us/step - loss: 0.4037 - accuracy: 0.8331\n",
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"7200/7200 [==============================] - 1s 151us/step - loss: 0.4036 - accuracy: 0.8336\n",
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"7200/7200 [==============================] - 1s 142us/step - loss: 0.4039 - accuracy: 0.8342\n",
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"Epoch 91/100\n",
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"7200/7200 [==============================] - 1s 179us/step - loss: 0.4040 - accuracy: 0.8329\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.4034 - accuracy: 0.8338\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.4035 - accuracy: 0.8325\n",
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"Epoch 94/100\n",
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"7200/7200 [==============================] - 1s 181us/step - loss: 0.4039 - accuracy: 0.8343\n",
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"Epoch 95/100\n",
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"Epoch 97/100\n",
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"7200/7200 [==============================] - 1s 145us/step - loss: 0.4032 - accuracy: 0.8338\n",
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"Epoch 98/100\n",
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"7200/7200 [==============================] - 1s 156us/step - loss: 0.4034 - accuracy: 0.8329\n",
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"Epoch 99/100\n",
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"7200/7200 [==============================] - 1s 145us/step - loss: 0.4034 - accuracy: 0.8342\n",
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"Epoch 100/100\n",
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"7200/7200 [==============================] - 1s 150us/step - loss: 0.4038 - accuracy: 0.8351\n",
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"Epoch 1/100\n",
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"7200/7200 [==============================] - 1s 188us/step - loss: 0.6009 - accuracy: 0.7936\n",
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"Epoch 2/100\n",
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"7200/7200 [==============================] - 1s 139us/step - loss: 0.4544 - accuracy: 0.7944\n",
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"7200/7200 [==============================] - 1s 168us/step - loss: 0.4351 - accuracy: 0.7944\n",
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"7200/7200 [==============================] - 1s 169us/step - loss: 0.4286 - accuracy: 0.7944\n",
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"7200/7200 [==============================] - 1s 172us/step - loss: 0.4238 - accuracy: 0.7944\n",
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"7200/7200 [==============================] - 1s 170us/step - loss: 0.4195 - accuracy: 0.7944\n",
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"7200/7200 [==============================] - 1s 155us/step - loss: 0.4144 - accuracy: 0.7944\n",
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"7200/7200 [==============================] - 1s 159us/step - loss: 0.4092 - accuracy: 0.7953\n",
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"7200/7200 [==============================] - 1s 160us/step - loss: 0.4041 - accuracy: 0.8217\n",
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"7200/7200 [==============================] - 1s 148us/step - loss: 0.3992 - accuracy: 0.8258\n",
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"7200/7200 [==============================] - 1s 161us/step - loss: 0.3947 - accuracy: 0.8263\n",
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"7200/7200 [==============================] - 1s 159us/step - loss: 0.3907 - accuracy: 0.8279\n",
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"7200/7200 [==============================] - 1s 172us/step - loss: 0.3864 - accuracy: 0.8289\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3767 - accuracy: 0.8426\n",
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"7200/7200 [==============================] - 1s 154us/step - loss: 0.3741 - accuracy: 0.8456\n",
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"7200/7200 [==============================] - 1s 131us/step - loss: 0.3721 - accuracy: 0.8451\n",
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"7200/7200 [==============================] - 1s 136us/step - loss: 0.3699 - accuracy: 0.8481\n",
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"7200/7200 [==============================] - 1s 158us/step - loss: 0.3679 - accuracy: 0.8496\n",
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"7200/7200 [==============================] - 1s 168us/step - loss: 0.3660 - accuracy: 0.8481\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.3645 - accuracy: 0.8514\n",
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"7200/7200 [==============================] - 3s 391us/step - loss: 0.3629 - accuracy: 0.8512\n",
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"7200/7200 [==============================] - 1s 130us/step - loss: 0.3608 - accuracy: 0.8510\n",
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"7200/7200 [==============================] - 1s 148us/step - loss: 0.3524 - accuracy: 0.8593\n",
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"7200/7200 [==============================] - 1s 159us/step - loss: 0.3522 - accuracy: 0.8574\n",
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"7200/7200 [==============================] - 1s 140us/step - loss: 0.3519 - accuracy: 0.8568\n",
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"7200/7200 [==============================] - 1s 163us/step - loss: 0.3518 - accuracy: 0.8565\n",
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"7200/7200 [==============================] - 1s 153us/step - loss: 0.3511 - accuracy: 0.8575\n",
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"7200/7200 [==============================] - 1s 161us/step - loss: 0.3503 - accuracy: 0.8572\n",
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]
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"7200/7200 [==============================] - 1s 171us/step - loss: 0.3497 - accuracy: 0.8581\n",
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"7200/7200 [==============================] - 1s 159us/step - loss: 0.3481 - accuracy: 0.8575\n",
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"7200/7200 [==============================] - 1s 159us/step - loss: 0.3480 - accuracy: 0.8592\n",
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"7200/7200 [==============================] - 1s 150us/step - loss: 0.3474 - accuracy: 0.8572\n",
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"7200/7200 [==============================] - 1s 174us/step - loss: 0.3471 - accuracy: 0.8599\n",
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"7200/7200 [==============================] - 1s 174us/step - loss: 0.3471 - accuracy: 0.8561\n",
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"7200/7200 [==============================] - 1s 145us/step - loss: 0.3469 - accuracy: 0.8582\n",
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"7200/7200 [==============================] - 1s 154us/step - loss: 0.3470 - accuracy: 0.8611\n",
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"7200/7200 [==============================] - 1s 167us/step - loss: 0.3467 - accuracy: 0.8597\n",
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"7200/7200 [==============================] - 1s 165us/step - loss: 0.3468 - accuracy: 0.8603\n",
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"7200/7200 [==============================] - 1s 185us/step - loss: 0.3463 - accuracy: 0.8581\n",
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"7200/7200 [==============================] - 1s 168us/step - loss: 0.3463 - accuracy: 0.8576\n",
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"Epoch 74/100\n",
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"7200/7200 [==============================] - 1s 159us/step - loss: 0.3462 - accuracy: 0.8603\n",
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"Epoch 75/100\n",
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"7200/7200 [==============================] - 1s 183us/step - loss: 0.3457 - accuracy: 0.8603\n",
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"Epoch 76/100\n",
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"7200/7200 [==============================] - 1s 151us/step - loss: 0.3461 - accuracy: 0.8597\n",
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"Epoch 77/100\n",
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"7200/7200 [==============================] - 1s 180us/step - loss: 0.3454 - accuracy: 0.8593\n",
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"Epoch 78/100\n",
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"7200/7200 [==============================] - 1s 178us/step - loss: 0.3451 - accuracy: 0.8593\n",
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"Epoch 79/100\n",
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"7200/7200 [==============================] - 1s 155us/step - loss: 0.3454 - accuracy: 0.8607\n",
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"7200/7200 [==============================] - 1s 175us/step - loss: 0.3453 - accuracy: 0.8596\n",
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"Epoch 81/100\n",
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"7200/7200 [==============================] - 1s 149us/step - loss: 0.3452 - accuracy: 0.8608\n",
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"7200/7200 [==============================] - 1s 155us/step - loss: 0.3450 - accuracy: 0.8611\n",
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"Epoch 83/100\n",
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"7200/7200 [==============================] - 1s 146us/step - loss: 0.3451 - accuracy: 0.8592\n",
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"Epoch 84/100\n",
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"7200/7200 [==============================] - 1s 165us/step - loss: 0.3443 - accuracy: 0.8610\n",
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"Epoch 85/100\n",
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"7200/7200 [==============================] - 1s 171us/step - loss: 0.3444 - accuracy: 0.8596\n",
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"Epoch 86/100\n",
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"7200/7200 [==============================] - 1s 168us/step - loss: 0.3439 - accuracy: 0.8599\n",
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"Epoch 87/100\n",
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"7200/7200 [==============================] - 1s 176us/step - loss: 0.3437 - accuracy: 0.8606\n",
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"7200/7200 [==============================] - 1s 165us/step - loss: 0.3441 - accuracy: 0.8564\n",
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"Epoch 89/100\n",
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"7200/7200 [==============================] - 1s 168us/step - loss: 0.3444 - accuracy: 0.8594\n",
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"Epoch 90/100\n",
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"7200/7200 [==============================] - 1s 147us/step - loss: 0.3442 - accuracy: 0.8600\n",
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"Epoch 91/100\n",
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"7200/7200 [==============================] - 1s 163us/step - loss: 0.3439 - accuracy: 0.8593\n",
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"7200/7200 [==============================] - 1s 154us/step - loss: 0.3438 - accuracy: 0.8590\n",
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"Epoch 93/100\n",
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"7200/7200 [==============================] - 1s 160us/step - loss: 0.3432 - accuracy: 0.8615\n",
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"Epoch 94/100\n",
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"7200/7200 [==============================] - 1s 145us/step - loss: 0.3436 - accuracy: 0.8606\n",
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"Epoch 95/100\n",
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"7200/7200 [==============================] - 1s 165us/step - loss: 0.3432 - accuracy: 0.8622\n",
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"Epoch 96/100\n",
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"7200/7200 [==============================] - 1s 147us/step - loss: 0.3432 - accuracy: 0.8592\n",
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"Epoch 97/100\n",
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"7200/7200 [==============================] - 1s 154us/step - loss: 0.3426 - accuracy: 0.8578\n",
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"Epoch 98/100\n",
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"7200/7200 [==============================] - 1s 167us/step - loss: 0.3430 - accuracy: 0.8611\n",
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"Epoch 99/100\n",
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"7200/7200 [==============================] - 1s 160us/step - loss: 0.3430 - accuracy: 0.8603\n",
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"Epoch 100/100\n",
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"7200/7200 [==============================] - 1s 161us/step - loss: 0.3434 - accuracy: 0.8592\n",
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"7200/7200 [==============================] - 2s 216us/step - loss: 0.5904 - accuracy: 0.7961\n",
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"7200/7200 [==============================] - 1s 143us/step - loss: 0.4491 - accuracy: 0.7969\n",
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"7200/7200 [==============================] - 1s 167us/step - loss: 0.4380 - accuracy: 0.7969\n",
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"7200/7200 [==============================] - 1s 177us/step - loss: 0.4338 - accuracy: 0.7969\n",
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"7200/7200 [==============================] - 1s 196us/step - loss: 0.4310 - accuracy: 0.7969\n",
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"7200/7200 [==============================] - 1s 164us/step - loss: 0.4284 - accuracy: 0.7969\n",
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"7200/7200 [==============================] - 1s 162us/step - loss: 0.4256 - accuracy: 0.7969\n",
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"7200/7200 [==============================] - 1s 182us/step - loss: 0.4230 - accuracy: 0.7969\n",
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"7200/7200 [==============================] - 1s 192us/step - loss: 0.4212 - accuracy: 0.7999\n",
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"7200/7200 [==============================] - 1s 176us/step - loss: 0.4193 - accuracy: 0.8210\n",
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"7200/7200 [==============================] - 1s 154us/step - loss: 0.4180 - accuracy: 0.8250\n",
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"7200/7200 [==============================] - 1s 137us/step - loss: 0.4168 - accuracy: 0.8264\n",
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"7200/7200 [==============================] - 1s 162us/step - loss: 0.4157 - accuracy: 0.8268\n",
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"7200/7200 [==============================] - 1s 182us/step - loss: 0.4147 - accuracy: 0.8283\n",
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"7200/7200 [==============================] - 1s 142us/step - loss: 0.4139 - accuracy: 0.8304\n",
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"7200/7200 [==============================] - 1s 142us/step - loss: 0.4128 - accuracy: 0.8315\n",
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"7200/7200 [==============================] - 1s 153us/step - loss: 0.4124 - accuracy: 0.8324\n",
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"Epoch 18/100\n",
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"7200/7200 [==============================] - 1s 151us/step - loss: 0.4116 - accuracy: 0.8336\n",
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"Epoch 19/100\n",
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"7200/7200 [==============================] - 1s 163us/step - loss: 0.4108 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 166us/step - loss: 0.4103 - accuracy: 0.8340\n",
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"Epoch 21/100\n",
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"7200/7200 [==============================] - 1s 165us/step - loss: 0.4098 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 181us/step - loss: 0.4094 - accuracy: 0.8360\n",
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"Epoch 23/100\n",
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"7200/7200 [==============================] - 1s 170us/step - loss: 0.4088 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 158us/step - loss: 0.4082 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 149us/step - loss: 0.4078 - accuracy: 0.8349\n",
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"Epoch 26/100\n",
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"7200/7200 [==============================] - 1s 143us/step - loss: 0.4075 - accuracy: 0.8346\n",
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]
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"text": [
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"7200/7200 [==============================] - 1s 174us/step - loss: 0.4060 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 137us/step - loss: 0.4052 - accuracy: 0.8356\n",
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"Epoch 35/100\n",
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"7200/7200 [==============================] - 1s 205us/step - loss: 0.4049 - accuracy: 0.8353\n",
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"Epoch 36/100\n",
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"7200/7200 [==============================] - 1s 158us/step - loss: 0.4049 - accuracy: 0.8357\n",
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"Epoch 37/100\n",
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"7200/7200 [==============================] - 1s 147us/step - loss: 0.4044 - accuracy: 0.8364\n",
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"Epoch 38/100\n",
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"7200/7200 [==============================] - 1s 158us/step - loss: 0.4046 - accuracy: 0.8360\n",
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"Epoch 39/100\n",
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"7200/7200 [==============================] - 1s 163us/step - loss: 0.4042 - accuracy: 0.8349\n",
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"Epoch 40/100\n",
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"7200/7200 [==============================] - 1s 147us/step - loss: 0.4036 - accuracy: 0.8358\n",
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"Epoch 41/100\n",
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"7200/7200 [==============================] - 1s 144us/step - loss: 0.4036 - accuracy: 0.8358\n",
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"Epoch 42/100\n",
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"7200/7200 [==============================] - 1s 161us/step - loss: 0.4032 - accuracy: 0.8354\n",
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"Epoch 43/100\n",
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"7200/7200 [==============================] - 1s 165us/step - loss: 0.4026 - accuracy: 0.8372\n",
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"Epoch 44/100\n",
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"7200/7200 [==============================] - 1s 155us/step - loss: 0.4026 - accuracy: 0.8354\n",
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"Epoch 45/100\n",
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"7200/7200 [==============================] - 1s 153us/step - loss: 0.4024 - accuracy: 0.8372\n",
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"Epoch 46/100\n",
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"7200/7200 [==============================] - 1s 180us/step - loss: 0.4022 - accuracy: 0.8351\n",
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"Epoch 47/100\n",
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"7200/7200 [==============================] - 2s 214us/step - loss: 0.4017 - accuracy: 0.8358\n",
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"Epoch 48/100\n",
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"7200/7200 [==============================] - 1s 170us/step - loss: 0.4013 - accuracy: 0.8363\n",
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"Epoch 49/100\n",
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"7200/7200 [==============================] - 1s 163us/step - loss: 0.4012 - accuracy: 0.8361\n",
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"Epoch 50/100\n",
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"7200/7200 [==============================] - 1s 133us/step - loss: 0.4010 - accuracy: 0.8351\n",
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"Epoch 51/100\n",
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"7200/7200 [==============================] - 1s 155us/step - loss: 0.4006 - accuracy: 0.8349\n",
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"Epoch 52/100\n",
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"7200/7200 [==============================] - 1s 173us/step - loss: 0.4002 - accuracy: 0.8338\n",
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"Epoch 53/100\n",
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"7200/7200 [==============================] - 1s 139us/step - loss: 0.4000 - accuracy: 0.8350\n",
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"Epoch 54/100\n",
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"7200/7200 [==============================] - 1s 162us/step - loss: 0.3995 - accuracy: 0.8354\n",
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"Epoch 55/100\n",
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"7200/7200 [==============================] - 1s 153us/step - loss: 0.3996 - accuracy: 0.8363\n",
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"Epoch 56/100\n",
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"7200/7200 [==============================] - 1s 178us/step - loss: 0.3992 - accuracy: 0.8365\n",
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"Epoch 57/100\n",
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"7200/7200 [==============================] - 1s 162us/step - loss: 0.3987 - accuracy: 0.8361\n",
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"Epoch 58/100\n",
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"7200/7200 [==============================] - 1s 169us/step - loss: 0.3991 - accuracy: 0.8364\n",
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"Epoch 59/100\n",
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"7200/7200 [==============================] - 1s 141us/step - loss: 0.3987 - accuracy: 0.8371\n",
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"Epoch 60/100\n",
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"7200/7200 [==============================] - 1s 176us/step - loss: 0.3981 - accuracy: 0.8350\n",
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"Epoch 61/100\n",
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"7200/7200 [==============================] - 1s 171us/step - loss: 0.3981 - accuracy: 0.8365\n",
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"Epoch 62/100\n",
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"7200/7200 [==============================] - 1s 167us/step - loss: 0.3980 - accuracy: 0.8358\n",
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"Epoch 63/100\n",
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"7200/7200 [==============================] - 1s 161us/step - loss: 0.3978 - accuracy: 0.8351\n",
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"Epoch 64/100\n",
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"7200/7200 [==============================] - 1s 162us/step - loss: 0.3978 - accuracy: 0.8354\n",
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"Epoch 65/100\n",
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"7200/7200 [==============================] - 1s 153us/step - loss: 0.3976 - accuracy: 0.8344\n",
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"Epoch 66/100\n",
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"7200/7200 [==============================] - 1s 166us/step - loss: 0.3974 - accuracy: 0.8342\n",
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"Epoch 67/100\n",
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"7200/7200 [==============================] - 1s 153us/step - loss: 0.3972 - accuracy: 0.8353\n",
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"Epoch 68/100\n",
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"7200/7200 [==============================] - 1s 148us/step - loss: 0.3973 - accuracy: 0.8351\n",
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"Epoch 69/100\n",
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"7200/7200 [==============================] - 1s 139us/step - loss: 0.3970 - accuracy: 0.8354\n",
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"Epoch 70/100\n",
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"7200/7200 [==============================] - 1s 154us/step - loss: 0.3970 - accuracy: 0.8342\n",
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"Epoch 71/100\n",
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"7200/7200 [==============================] - 1s 150us/step - loss: 0.3965 - accuracy: 0.8363\n",
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"Epoch 72/100\n",
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"7200/7200 [==============================] - 1s 156us/step - loss: 0.3967 - accuracy: 0.8350\n",
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"Epoch 73/100\n",
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"7200/7200 [==============================] - 1s 162us/step - loss: 0.3965 - accuracy: 0.8351\n",
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"Epoch 74/100\n",
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"7200/7200 [==============================] - 1s 161us/step - loss: 0.3964 - accuracy: 0.8365\n",
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"Epoch 75/100\n",
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"7200/7200 [==============================] - 1s 158us/step - loss: 0.3964 - accuracy: 0.8344\n",
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"Epoch 76/100\n",
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"7200/7200 [==============================] - 1s 169us/step - loss: 0.3955 - accuracy: 0.8363\n",
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"Epoch 77/100\n",
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"7200/7200 [==============================] - 1s 162us/step - loss: 0.3958 - accuracy: 0.8336\n",
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"Epoch 78/100\n",
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"7200/7200 [==============================] - 1s 165us/step - loss: 0.3963 - accuracy: 0.8351\n",
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"Epoch 79/100\n",
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"7200/7200 [==============================] - 1s 130us/step - loss: 0.3960 - accuracy: 0.8356\n",
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"Epoch 80/100\n",
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"7200/7200 [==============================] - 1s 177us/step - loss: 0.3960 - accuracy: 0.8365\n",
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"Epoch 81/100\n",
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"7200/7200 [==============================] - 1s 181us/step - loss: 0.3959 - accuracy: 0.8354\n",
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"Epoch 82/100\n",
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"7200/7200 [==============================] - 1s 181us/step - loss: 0.3957 - accuracy: 0.8360\n",
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"Epoch 83/100\n",
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"7200/7200 [==============================] - 1s 149us/step - loss: 0.3956 - accuracy: 0.8364\n",
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"Epoch 84/100\n",
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"7200/7200 [==============================] - 1s 146us/step - loss: 0.3956 - accuracy: 0.8372\n",
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"Epoch 85/100\n",
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"7200/7200 [==============================] - 1s 173us/step - loss: 0.3957 - accuracy: 0.8356\n",
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"Epoch 86/100\n",
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"7200/7200 [==============================] - 1s 194us/step - loss: 0.3955 - accuracy: 0.8360\n",
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"Epoch 87/100\n",
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"7200/7200 [==============================] - 1s 164us/step - loss: 0.3951 - accuracy: 0.8356\n",
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"Epoch 88/100\n",
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"7200/7200 [==============================] - 1s 136us/step - loss: 0.3959 - accuracy: 0.8361\n",
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"Epoch 89/100\n",
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"7200/7200 [==============================] - 1s 138us/step - loss: 0.3953 - accuracy: 0.8353\n",
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"Epoch 90/100\n",
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"7200/7200 [==============================] - 1s 150us/step - loss: 0.3955 - accuracy: 0.8351\n",
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"Epoch 91/100\n",
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"7200/7200 [==============================] - 1s 151us/step - loss: 0.3955 - accuracy: 0.8365\n",
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"Epoch 92/100\n",
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"7200/7200 [==============================] - 1s 147us/step - loss: 0.3956 - accuracy: 0.8356\n",
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"Epoch 93/100\n",
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"7200/7200 [==============================] - 1s 149us/step - loss: 0.3953 - accuracy: 0.8346\n",
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"Epoch 94/100\n",
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"7200/7200 [==============================] - 1s 154us/step - loss: 0.3954 - accuracy: 0.8358\n",
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"Epoch 95/100\n",
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"7200/7200 [==============================] - 1s 175us/step - loss: 0.3953 - accuracy: 0.8358\n",
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"Epoch 96/100\n",
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"7200/7200 [==============================] - 1s 159us/step - loss: 0.3953 - accuracy: 0.8364\n",
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"Epoch 97/100\n",
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"7200/7200 [==============================] - 1s 157us/step - loss: 0.3953 - accuracy: 0.8347\n",
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"Epoch 98/100\n",
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"7200/7200 [==============================] - 1s 159us/step - loss: 0.3953 - accuracy: 0.8357\n",
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"Epoch 99/100\n",
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"7200/7200 [==============================] - 1s 155us/step - loss: 0.3952 - accuracy: 0.8358\n",
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"Epoch 100/100\n",
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"7200/7200 [==============================] - 1s 176us/step - loss: 0.3950 - accuracy: 0.8354\n",
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"Epoch 1/100\n",
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"7200/7200 [==============================] - 1s 202us/step - loss: 0.5942 - accuracy: 0.7943\n",
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"Epoch 2/100\n",
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"7200/7200 [==============================] - 1s 158us/step - loss: 0.4478 - accuracy: 0.7962\n",
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"Epoch 3/100\n",
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"7200/7200 [==============================] - 1s 174us/step - loss: 0.4314 - accuracy: 0.7962\n",
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"Epoch 4/100\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"7200/7200 [==============================] - 1s 175us/step - loss: 0.4236 - accuracy: 0.8022\n",
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"Epoch 5/100\n",
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"7200/7200 [==============================] - 1s 175us/step - loss: 0.4171 - accuracy: 0.8222\n",
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"Epoch 6/100\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.4110 - accuracy: 0.8258\n",
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"Epoch 7/100\n",
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"7200/7200 [==============================] - 1s 145us/step - loss: 0.4052 - accuracy: 0.8256\n",
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"Epoch 8/100\n",
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"7200/7200 [==============================] - 1s 154us/step - loss: 0.3994 - accuracy: 0.8261\n",
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"Epoch 9/100\n",
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"7200/7200 [==============================] - 1s 176us/step - loss: 0.3933 - accuracy: 0.8286\n",
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"Epoch 10/100\n",
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"7200/7200 [==============================] - 1s 170us/step - loss: 0.3882 - accuracy: 0.8290\n",
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"Epoch 11/100\n",
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"7200/7200 [==============================] - 1s 140us/step - loss: 0.3843 - accuracy: 0.8311\n",
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"Epoch 12/100\n",
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"7200/7200 [==============================] - 1s 172us/step - loss: 0.3805 - accuracy: 0.8324\n",
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"Epoch 13/100\n",
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"7200/7200 [==============================] - 1s 154us/step - loss: 0.3775 - accuracy: 0.8326\n",
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"Epoch 14/100\n",
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"7200/7200 [==============================] - 1s 156us/step - loss: 0.3747 - accuracy: 0.8315\n",
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"Epoch 15/100\n",
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"7200/7200 [==============================] - 1s 151us/step - loss: 0.3720 - accuracy: 0.8326\n",
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"Epoch 16/100\n",
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"7200/7200 [==============================] - 1s 170us/step - loss: 0.3697 - accuracy: 0.8392\n",
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"Epoch 17/100\n",
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"7200/7200 [==============================] - 1s 133us/step - loss: 0.3679 - accuracy: 0.8469\n",
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"Epoch 18/100\n",
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"7200/7200 [==============================] - 1s 171us/step - loss: 0.3663 - accuracy: 0.8486\n",
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"Epoch 19/100\n",
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"7200/7200 [==============================] - 1s 150us/step - loss: 0.3642 - accuracy: 0.8497\n",
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"Epoch 20/100\n",
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"7200/7200 [==============================] - 1s 155us/step - loss: 0.3630 - accuracy: 0.8514\n",
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"Epoch 21/100\n",
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"7200/7200 [==============================] - 1s 151us/step - loss: 0.3619 - accuracy: 0.8519\n",
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"Epoch 22/100\n",
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"7200/7200 [==============================] - 1s 146us/step - loss: 0.3601 - accuracy: 0.8532\n",
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"Epoch 23/100\n",
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"7200/7200 [==============================] - 1s 163us/step - loss: 0.3584 - accuracy: 0.8525\n",
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"Epoch 24/100\n",
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"7200/7200 [==============================] - 1s 143us/step - loss: 0.3578 - accuracy: 0.8547\n",
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"Epoch 25/100\n",
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"7200/7200 [==============================] - 1s 199us/step - loss: 0.3572 - accuracy: 0.8528\n",
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"Epoch 26/100\n",
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"7200/7200 [==============================] - 1s 170us/step - loss: 0.3559 - accuracy: 0.8531\n",
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"Epoch 27/100\n",
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"7200/7200 [==============================] - 1s 162us/step - loss: 0.3553 - accuracy: 0.8537\n",
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"Epoch 28/100\n",
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"7200/7200 [==============================] - 1s 155us/step - loss: 0.3550 - accuracy: 0.8556\n",
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"Epoch 29/100\n",
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"7200/7200 [==============================] - 1s 162us/step - loss: 0.3543 - accuracy: 0.8528\n",
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"Epoch 30/100\n",
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"7200/7200 [==============================] - 1s 168us/step - loss: 0.3535 - accuracy: 0.8562\n",
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"Epoch 31/100\n",
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"7200/7200 [==============================] - 1s 138us/step - loss: 0.3529 - accuracy: 0.8578\n",
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"Epoch 32/100\n",
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"7200/7200 [==============================] - 1s 150us/step - loss: 0.3516 - accuracy: 0.8579\n",
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"Epoch 33/100\n",
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"7200/7200 [==============================] - 1s 157us/step - loss: 0.3522 - accuracy: 0.8576\n",
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"Epoch 34/100\n",
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"7200/7200 [==============================] - 1s 155us/step - loss: 0.3512 - accuracy: 0.8571\n",
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"Epoch 35/100\n",
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"7200/7200 [==============================] - 1s 159us/step - loss: 0.3506 - accuracy: 0.8575\n",
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"Epoch 36/100\n",
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"7200/7200 [==============================] - 1s 181us/step - loss: 0.3501 - accuracy: 0.8583\n",
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"Epoch 37/100\n",
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"7200/7200 [==============================] - 1s 136us/step - loss: 0.3502 - accuracy: 0.8579\n",
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"Epoch 38/100\n",
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"7200/7200 [==============================] - 1s 177us/step - loss: 0.3498 - accuracy: 0.8583\n",
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"Epoch 39/100\n",
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"7200/7200 [==============================] - 1s 164us/step - loss: 0.3497 - accuracy: 0.8561\n",
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"Epoch 40/100\n",
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"7200/7200 [==============================] - 1s 192us/step - loss: 0.3490 - accuracy: 0.8556\n",
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"Epoch 41/100\n",
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"7200/7200 [==============================] - 1s 162us/step - loss: 0.3490 - accuracy: 0.8586\n",
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"Epoch 42/100\n",
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"7200/7200 [==============================] - 1s 147us/step - loss: 0.3494 - accuracy: 0.8587\n",
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"Epoch 43/100\n",
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"7200/7200 [==============================] - 1s 144us/step - loss: 0.3492 - accuracy: 0.8551\n",
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"Epoch 44/100\n",
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"7200/7200 [==============================] - 1s 153us/step - loss: 0.3481 - accuracy: 0.8581\n",
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"Epoch 45/100\n",
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"7200/7200 [==============================] - 1s 152us/step - loss: 0.3489 - accuracy: 0.8571\n",
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"Epoch 46/100\n",
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"7200/7200 [==============================] - 1s 171us/step - loss: 0.3478 - accuracy: 0.8599\n",
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"Epoch 47/100\n",
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"7200/7200 [==============================] - 1s 147us/step - loss: 0.3483 - accuracy: 0.8574\n",
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"Epoch 48/100\n",
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"7200/7200 [==============================] - 1s 157us/step - loss: 0.3474 - accuracy: 0.8594\n",
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"Epoch 49/100\n",
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"7200/7200 [==============================] - 1s 155us/step - loss: 0.3478 - accuracy: 0.8565\n",
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"Epoch 50/100\n",
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"7200/7200 [==============================] - 1s 138us/step - loss: 0.3477 - accuracy: 0.8589\n",
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"Epoch 51/100\n",
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"7200/7200 [==============================] - 1s 168us/step - loss: 0.3477 - accuracy: 0.8572\n",
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"Epoch 52/100\n",
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"7200/7200 [==============================] - 1s 167us/step - loss: 0.3471 - accuracy: 0.8567\n",
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"Epoch 53/100\n",
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"7200/7200 [==============================] - 1s 149us/step - loss: 0.3468 - accuracy: 0.8594\n",
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"Epoch 54/100\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.3469 - accuracy: 0.8578\n",
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"Epoch 55/100\n",
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"7200/7200 [==============================] - 1s 154us/step - loss: 0.3464 - accuracy: 0.8575\n",
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"Epoch 56/100\n",
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"7200/7200 [==============================] - 1s 168us/step - loss: 0.3469 - accuracy: 0.8576\n",
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"Epoch 57/100\n",
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"7200/7200 [==============================] - 1s 158us/step - loss: 0.3466 - accuracy: 0.8587\n",
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"Epoch 58/100\n",
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"7200/7200 [==============================] - 1s 174us/step - loss: 0.3455 - accuracy: 0.8596\n",
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"Epoch 59/100\n",
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"7200/7200 [==============================] - 1s 157us/step - loss: 0.3459 - accuracy: 0.8581\n",
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"Epoch 60/100\n",
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"7200/7200 [==============================] - 1s 171us/step - loss: 0.3461 - accuracy: 0.8576\n",
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"Epoch 61/100\n",
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"7200/7200 [==============================] - 1s 150us/step - loss: 0.3456 - accuracy: 0.8576\n",
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"Epoch 62/100\n",
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"7200/7200 [==============================] - 1s 144us/step - loss: 0.3457 - accuracy: 0.8581\n",
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"Epoch 63/100\n",
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"7200/7200 [==============================] - 1s 172us/step - loss: 0.3455 - accuracy: 0.8587\n",
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"Epoch 64/100\n",
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"7200/7200 [==============================] - 1s 148us/step - loss: 0.3460 - accuracy: 0.8567\n",
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"Epoch 65/100\n",
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"7200/7200 [==============================] - 1s 193us/step - loss: 0.3454 - accuracy: 0.8599\n",
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"Epoch 66/100\n",
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"7200/7200 [==============================] - 1s 143us/step - loss: 0.3455 - accuracy: 0.8560\n",
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"Epoch 67/100\n",
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"7200/7200 [==============================] - 1s 152us/step - loss: 0.3449 - accuracy: 0.8615\n",
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"Epoch 68/100\n",
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"7200/7200 [==============================] - 1s 178us/step - loss: 0.3448 - accuracy: 0.8596\n",
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"Epoch 69/100\n",
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"7200/7200 [==============================] - 1s 162us/step - loss: 0.3438 - accuracy: 0.8599\n",
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"Epoch 70/100\n",
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"7200/7200 [==============================] - 1s 156us/step - loss: 0.3441 - accuracy: 0.8581\n",
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"Epoch 71/100\n",
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"7200/7200 [==============================] - 1s 173us/step - loss: 0.3443 - accuracy: 0.8571\n",
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"Epoch 72/100\n",
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"7200/7200 [==============================] - 1s 135us/step - loss: 0.3442 - accuracy: 0.8582\n",
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"Epoch 73/100\n",
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"7200/7200 [==============================] - 1s 183us/step - loss: 0.3438 - accuracy: 0.8593\n",
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"Epoch 74/100\n",
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"7200/7200 [==============================] - 1s 169us/step - loss: 0.3434 - accuracy: 0.8587\n",
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"Epoch 75/100\n",
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"7200/7200 [==============================] - 1s 166us/step - loss: 0.3440 - accuracy: 0.8601\n",
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"Epoch 77/100\n",
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"Epoch 79/100\n",
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"Epoch 80/100\n",
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"7200/7200 [==============================] - 1s 171us/step - loss: 0.3430 - accuracy: 0.8590\n",
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]
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"7200/7200 [==============================] - 3s 389us/step - loss: 0.3425 - accuracy: 0.8596\n",
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"7200/7200 [==============================] - 1s 157us/step - loss: 0.3425 - accuracy: 0.8590\n",
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"7200/7200 [==============================] - 1s 178us/step - loss: 0.3427 - accuracy: 0.8587\n",
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"Epoch 89/100\n",
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"7200/7200 [==============================] - 1s 164us/step - loss: 0.3403 - accuracy: 0.8612\n",
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"Epoch 94/100\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3393 - accuracy: 0.8599\n",
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"Epoch 95/100\n",
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"7200/7200 [==============================] - 1s 135us/step - loss: 0.3395 - accuracy: 0.8606\n",
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"7200/7200 [==============================] - 1s 175us/step - loss: 0.3400 - accuracy: 0.8600\n",
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"Epoch 97/100\n",
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"7200/7200 [==============================] - 1s 172us/step - loss: 0.3398 - accuracy: 0.8603\n",
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"Epoch 98/100\n",
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"7200/7200 [==============================] - 1s 151us/step - loss: 0.3395 - accuracy: 0.8626\n",
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"Epoch 99/100\n",
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"7200/7200 [==============================] - 1s 143us/step - loss: 0.3386 - accuracy: 0.8621\n",
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"Epoch 100/100\n",
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"7200/7200 [==============================] - 1s 162us/step - loss: 0.3392 - accuracy: 0.8600\n",
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"Epoch 1/100\n",
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"7200/7200 [==============================] - 2s 215us/step - loss: 0.5970 - accuracy: 0.7947\n",
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"7200/7200 [==============================] - 1s 182us/step - loss: 0.4546 - accuracy: 0.7957\n",
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"7200/7200 [==============================] - 1s 166us/step - loss: 0.4388 - accuracy: 0.7957\n",
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"Epoch 4/100\n",
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"7200/7200 [==============================] - 1s 166us/step - loss: 0.4335 - accuracy: 0.7957\n",
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"Epoch 5/100\n",
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"7200/7200 [==============================] - 1s 144us/step - loss: 0.4300 - accuracy: 0.7957\n",
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"Epoch 6/100\n",
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"7200/7200 [==============================] - 1s 151us/step - loss: 0.4272 - accuracy: 0.7957\n",
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"Epoch 7/100\n",
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"7200/7200 [==============================] - 1s 160us/step - loss: 0.4243 - accuracy: 0.7957\n",
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"Epoch 8/100\n",
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"7200/7200 [==============================] - 1s 180us/step - loss: 0.4220 - accuracy: 0.7957\n",
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"Epoch 9/100\n",
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"7200/7200 [==============================] - 1s 182us/step - loss: 0.4193 - accuracy: 0.8001\n",
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"Epoch 10/100\n",
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"7200/7200 [==============================] - 1s 146us/step - loss: 0.4169 - accuracy: 0.8228\n",
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"Epoch 11/100\n",
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"7200/7200 [==============================] - 1s 197us/step - loss: 0.4153 - accuracy: 0.8276\n",
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"Epoch 12/100\n",
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"7200/7200 [==============================] - 1s 164us/step - loss: 0.4140 - accuracy: 0.8288\n",
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"Epoch 13/100\n",
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"7200/7200 [==============================] - 1s 148us/step - loss: 0.4127 - accuracy: 0.8308\n",
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"Epoch 14/100\n",
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"7200/7200 [==============================] - 1s 186us/step - loss: 0.4116 - accuracy: 0.8318\n",
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"7200/7200 [==============================] - 1s 161us/step - loss: 0.4106 - accuracy: 0.8338\n",
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"Epoch 16/100\n",
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"7200/7200 [==============================] - 1s 157us/step - loss: 0.4097 - accuracy: 0.8332\n",
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"Epoch 17/100\n",
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"7200/7200 [==============================] - 1s 151us/step - loss: 0.4091 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 185us/step - loss: 0.4076 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 184us/step - loss: 0.4070 - accuracy: 0.8365\n",
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"Epoch 21/100\n",
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"7200/7200 [==============================] - 1s 171us/step - loss: 0.4060 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 175us/step - loss: 0.4058 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 146us/step - loss: 0.4055 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 164us/step - loss: 0.4048 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 161us/step - loss: 0.4046 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 208us/step - loss: 0.4042 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 170us/step - loss: 0.4036 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 175us/step - loss: 0.4033 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 143us/step - loss: 0.4031 - accuracy: 0.8368\n",
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"7200/7200 [==============================] - 1s 160us/step - loss: 0.4023 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 160us/step - loss: 0.4022 - accuracy: 0.8368\n",
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"7200/7200 [==============================] - 1s 191us/step - loss: 0.4017 - accuracy: 0.8375\n",
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"7200/7200 [==============================] - 1s 182us/step - loss: 0.4012 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 167us/step - loss: 0.3971 - accuracy: 0.8369\n",
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"7200/7200 [==============================] - 1s 176us/step - loss: 0.3961 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 170us/step - loss: 0.3962 - accuracy: 0.8376\n",
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"7200/7200 [==============================] - 1s 181us/step - loss: 0.3953 - accuracy: 0.8389\n",
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]
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"7200/7200 [==============================] - 1s 178us/step - loss: 0.3939 - accuracy: 0.8375\n",
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"7200/7200 [==============================] - 1s 150us/step - loss: 0.3919 - accuracy: 0.8376\n",
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"7200/7200 [==============================] - 1s 150us/step - loss: 0.3916 - accuracy: 0.8376\n",
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"7200/7200 [==============================] - 1s 146us/step - loss: 0.3919 - accuracy: 0.8382\n",
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"7200/7200 [==============================] - 1s 174us/step - loss: 0.3915 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 172us/step - loss: 0.3918 - accuracy: 0.8376\n",
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"7200/7200 [==============================] - 1s 153us/step - loss: 0.3918 - accuracy: 0.8389\n",
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"7200/7200 [==============================] - 1s 164us/step - loss: 0.3914 - accuracy: 0.8385\n",
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"7200/7200 [==============================] - 2s 229us/step - loss: 0.3912 - accuracy: 0.8368\n",
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"7200/7200 [==============================] - 1s 193us/step - loss: 0.3915 - accuracy: 0.8376\n",
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"7200/7200 [==============================] - 1s 174us/step - loss: 0.3914 - accuracy: 0.8368\n",
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"Epoch 79/100\n",
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"7200/7200 [==============================] - 1s 154us/step - loss: 0.3913 - accuracy: 0.8376\n",
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"Epoch 80/100\n",
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"7200/7200 [==============================] - 1s 146us/step - loss: 0.3910 - accuracy: 0.8378\n",
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"7200/7200 [==============================] - 1s 163us/step - loss: 0.3913 - accuracy: 0.8374\n",
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"7200/7200 [==============================] - 1s 164us/step - loss: 0.3910 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 199us/step - loss: 0.3910 - accuracy: 0.8379\n",
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"Epoch 84/100\n",
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"7200/7200 [==============================] - 1s 191us/step - loss: 0.3914 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 154us/step - loss: 0.3909 - accuracy: 0.8374\n",
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"7200/7200 [==============================] - 1s 139us/step - loss: 0.3910 - accuracy: 0.8379\n",
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"7200/7200 [==============================] - 1s 166us/step - loss: 0.3907 - accuracy: 0.8374\n",
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"7200/7200 [==============================] - 1s 161us/step - loss: 0.3910 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 145us/step - loss: 0.3909 - accuracy: 0.8378\n",
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"Epoch 90/100\n",
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"7200/7200 [==============================] - 1s 165us/step - loss: 0.3909 - accuracy: 0.8378\n",
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"7200/7200 [==============================] - 1s 141us/step - loss: 0.3905 - accuracy: 0.8386\n",
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"7200/7200 [==============================] - 1s 194us/step - loss: 0.3906 - accuracy: 0.8388\n",
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"Epoch 93/100\n",
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"7200/7200 [==============================] - 1s 150us/step - loss: 0.3908 - accuracy: 0.8360\n",
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"Epoch 94/100\n",
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"7200/7200 [==============================] - 1s 173us/step - loss: 0.3909 - accuracy: 0.8376\n",
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"Epoch 95/100\n",
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"7200/7200 [==============================] - 1s 161us/step - loss: 0.3905 - accuracy: 0.8374\n",
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"Epoch 96/100\n",
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"7200/7200 [==============================] - 1s 161us/step - loss: 0.3907 - accuracy: 0.8368\n",
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"Epoch 97/100\n",
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"7200/7200 [==============================] - 1s 191us/step - loss: 0.3906 - accuracy: 0.8382\n",
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"Epoch 98/100\n",
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"7200/7200 [==============================] - 1s 159us/step - loss: 0.3907 - accuracy: 0.8381\n",
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"Epoch 99/100\n",
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"7200/7200 [==============================] - 1s 158us/step - loss: 0.3906 - accuracy: 0.8365\n",
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"Epoch 100/100\n",
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"7200/7200 [==============================] - 1s 165us/step - loss: 0.3905 - accuracy: 0.8392\n",
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"Epoch 1/100\n",
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"7200/7200 [==============================] - 1s 208us/step - loss: 0.5568 - accuracy: 0.7961\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.4448 - accuracy: 0.7961\n",
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"7200/7200 [==============================] - 1s 166us/step - loss: 0.4351 - accuracy: 0.7961\n",
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"7200/7200 [==============================] - 1s 162us/step - loss: 0.4312 - accuracy: 0.7961\n",
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"7200/7200 [==============================] - 1s 152us/step - loss: 0.4279 - accuracy: 0.7961\n",
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"Epoch 6/100\n",
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"7200/7200 [==============================] - 1s 178us/step - loss: 0.4253 - accuracy: 0.7961\n",
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"Epoch 7/100\n",
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"7200/7200 [==============================] - 1s 178us/step - loss: 0.4225 - accuracy: 0.8044\n",
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"Epoch 8/100\n",
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"7200/7200 [==============================] - 1s 188us/step - loss: 0.4207 - accuracy: 0.8204\n",
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"7200/7200 [==============================] - 1s 174us/step - loss: 0.4190 - accuracy: 0.8242\n",
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"Epoch 10/100\n",
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"7200/7200 [==============================] - 1s 163us/step - loss: 0.4181 - accuracy: 0.8257\n",
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"Epoch 11/100\n",
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"7200/7200 [==============================] - 1s 170us/step - loss: 0.4167 - accuracy: 0.8275\n",
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"7200/7200 [==============================] - 1s 149us/step - loss: 0.4159 - accuracy: 0.8304\n",
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"Epoch 13/100\n",
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"7200/7200 [==============================] - 1s 163us/step - loss: 0.4141 - accuracy: 0.8311\n",
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"7200/7200 [==============================] - 1s 188us/step - loss: 0.4103 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 139us/step - loss: 0.4102 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 142us/step - loss: 0.4095 - accuracy: 0.8335\n",
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"7200/7200 [==============================] - 1s 158us/step - loss: 0.4091 - accuracy: 0.8347\n",
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]
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"7200/7200 [==============================] - 1s 157us/step - loss: 0.4070 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 165us/step - loss: 0.4053 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 154us/step - loss: 0.4049 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 166us/step - loss: 0.4050 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 130us/step - loss: 0.4043 - accuracy: 0.8336\n",
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"7200/7200 [==============================] - 1s 161us/step - loss: 0.4041 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 140us/step - loss: 0.4040 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 152us/step - loss: 0.4040 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 157us/step - loss: 0.4039 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 166us/step - loss: 0.4037 - accuracy: 0.8350\n",
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"Epoch 63/100\n",
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"7200/7200 [==============================] - 1s 140us/step - loss: 0.4037 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 179us/step - loss: 0.4034 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 152us/step - loss: 0.4031 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 1s 162us/step - loss: 0.4036 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 168us/step - loss: 0.4034 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 153us/step - loss: 0.4034 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 161us/step - loss: 0.4031 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 161us/step - loss: 0.4031 - accuracy: 0.8338\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.4029 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 149us/step - loss: 0.4028 - accuracy: 0.8338\n",
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"7200/7200 [==============================] - 1s 156us/step - loss: 0.4026 - accuracy: 0.8339\n",
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"7200/7200 [==============================] - 1s 156us/step - loss: 0.4026 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 172us/step - loss: 0.4027 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 168us/step - loss: 0.4023 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 172us/step - loss: 0.4026 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 142us/step - loss: 0.4027 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 141us/step - loss: 0.4023 - accuracy: 0.8340\n",
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"7200/7200 [==============================] - 1s 167us/step - loss: 0.4025 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 142us/step - loss: 0.4017 - accuracy: 0.8339\n",
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"7200/7200 [==============================] - 1s 138us/step - loss: 0.4024 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 162us/step - loss: 0.4018 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 164us/step - loss: 0.4023 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 153us/step - loss: 0.4023 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 147us/step - loss: 0.4019 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 149us/step - loss: 0.4018 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 152us/step - loss: 0.4016 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 159us/step - loss: 0.4019 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 152us/step - loss: 0.4016 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 2s 214us/step - loss: 0.5501 - accuracy: 0.7971\n",
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"7200/7200 [==============================] - 1s 133us/step - loss: 0.4385 - accuracy: 0.7971\n",
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"7200/7200 [==============================] - 1s 161us/step - loss: 0.4274 - accuracy: 0.7971\n",
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]
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"text": [
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"7200/7200 [==============================] - 1s 175us/step - loss: 0.4129 - accuracy: 0.8301\n",
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"7200/7200 [==============================] - 1s 190us/step - loss: 0.4087 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 171us/step - loss: 0.4075 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 1s 165us/step - loss: 0.4071 - accuracy: 0.8339\n",
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"7200/7200 [==============================] - 1s 130us/step - loss: 0.4068 - accuracy: 0.8340\n",
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"7200/7200 [==============================] - 1s 162us/step - loss: 0.4062 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 160us/step - loss: 0.4055 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 137us/step - loss: 0.4054 - accuracy: 0.8339\n",
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"7200/7200 [==============================] - 1s 161us/step - loss: 0.4050 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 171us/step - loss: 0.4049 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 162us/step - loss: 0.4044 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 2s 211us/step - loss: 0.4049 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 198us/step - loss: 0.4038 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 148us/step - loss: 0.4043 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 176us/step - loss: 0.4038 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 171us/step - loss: 0.4038 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 3s 410us/step - loss: 0.4035 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 191us/step - loss: 0.4034 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 179us/step - loss: 0.4032 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 175us/step - loss: 0.4030 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 165us/step - loss: 0.4031 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 2s 240us/step - loss: 0.4028 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 156us/step - loss: 0.4029 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 171us/step - loss: 0.4030 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 174us/step - loss: 0.4027 - accuracy: 0.8350\n",
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"Epoch 46/500\n",
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"7200/7200 [==============================] - 1s 166us/step - loss: 0.4030 - accuracy: 0.8349\n",
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"Epoch 47/500\n",
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"7200/7200 [==============================] - 1s 163us/step - loss: 0.4024 - accuracy: 0.8356\n",
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"Epoch 48/500\n",
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"7200/7200 [==============================] - 1s 174us/step - loss: 0.4026 - accuracy: 0.8346\n",
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"Epoch 49/500\n",
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"7200/7200 [==============================] - 1s 165us/step - loss: 0.4023 - accuracy: 0.8358\n",
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"Epoch 50/500\n",
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"7200/7200 [==============================] - 1s 174us/step - loss: 0.4022 - accuracy: 0.8340\n",
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"Epoch 51/500\n",
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]
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]
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]
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]
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"7200/7200 [==============================] - 1s 172us/step - loss: 0.3933 - accuracy: 0.8367\n",
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"Epoch 329/500\n",
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"7200/7200 [==============================] - 1s 149us/step - loss: 0.3935 - accuracy: 0.8374\n",
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"Epoch 330/500\n",
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"7200/7200 [==============================] - 1s 165us/step - loss: 0.3937 - accuracy: 0.8379\n",
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"Epoch 331/500\n",
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"7200/7200 [==============================] - 1s 162us/step - loss: 0.3934 - accuracy: 0.8371\n",
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"Epoch 332/500\n",
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"7200/7200 [==============================] - 1s 167us/step - loss: 0.3938 - accuracy: 0.8383\n",
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"Epoch 333/500\n",
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"7200/7200 [==============================] - 1s 163us/step - loss: 0.3939 - accuracy: 0.8383\n",
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"Epoch 334/500\n",
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"7200/7200 [==============================] - 1s 151us/step - loss: 0.3932 - accuracy: 0.8363\n",
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"Epoch 335/500\n",
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"7200/7200 [==============================] - 1s 180us/step - loss: 0.3938 - accuracy: 0.8396\n",
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"Epoch 336/500\n",
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"7200/7200 [==============================] - 1s 165us/step - loss: 0.3936 - accuracy: 0.8389\n",
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"Epoch 337/500\n",
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"7200/7200 [==============================] - 1s 165us/step - loss: 0.3937 - accuracy: 0.8379\n",
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"Epoch 338/500\n",
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"7200/7200 [==============================] - 1s 176us/step - loss: 0.3929 - accuracy: 0.8379\n",
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"Epoch 339/500\n",
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"7200/7200 [==============================] - 1s 195us/step - loss: 0.3936 - accuracy: 0.8374\n",
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"Epoch 340/500\n",
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"7200/7200 [==============================] - 1s 170us/step - loss: 0.3938 - accuracy: 0.8375\n",
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"Epoch 341/500\n",
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"7200/7200 [==============================] - 1s 147us/step - loss: 0.3928 - accuracy: 0.8369\n",
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"Epoch 342/500\n",
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"7200/7200 [==============================] - ETA: 0s - loss: 0.3926 - accuracy: 0.83 - 1s 147us/step - loss: 0.3939 - accuracy: 0.8378\n",
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"Epoch 343/500\n",
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"7200/7200 [==============================] - 1s 159us/step - loss: 0.3936 - accuracy: 0.8383\n",
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"Epoch 344/500\n",
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"7200/7200 [==============================] - 1s 174us/step - loss: 0.3930 - accuracy: 0.8381\n",
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"Epoch 345/500\n",
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"7200/7200 [==============================] - 1s 177us/step - loss: 0.3940 - accuracy: 0.8372\n",
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"Epoch 346/500\n",
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"7200/7200 [==============================] - 1s 157us/step - loss: 0.3932 - accuracy: 0.8386\n",
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"Epoch 347/500\n",
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"7200/7200 [==============================] - 1s 177us/step - loss: 0.3933 - accuracy: 0.8376\n",
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"Epoch 348/500\n",
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"7200/7200 [==============================] - 1s 175us/step - loss: 0.3930 - accuracy: 0.8369\n",
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"Epoch 349/500\n",
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"7200/7200 [==============================] - 1s 167us/step - loss: 0.3941 - accuracy: 0.8375\n",
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"Epoch 350/500\n",
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"7200/7200 [==============================] - 1s 160us/step - loss: 0.3935 - accuracy: 0.8388\n",
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"Epoch 351/500\n",
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"7200/7200 [==============================] - 1s 158us/step - loss: 0.3936 - accuracy: 0.8371\n",
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"Epoch 352/500\n",
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"7200/7200 [==============================] - 2s 212us/step - loss: 0.3933 - accuracy: 0.8364\n",
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"Epoch 353/500\n",
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"7200/7200 [==============================] - 1s 167us/step - loss: 0.3933 - accuracy: 0.8381\n",
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"Epoch 354/500\n",
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"7200/7200 [==============================] - 1s 172us/step - loss: 0.3935 - accuracy: 0.8386\n",
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"Epoch 355/500\n",
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"7200/7200 [==============================] - 1s 180us/step - loss: 0.3935 - accuracy: 0.8379\n",
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"Epoch 356/500\n",
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"7200/7200 [==============================] - 1s 173us/step - loss: 0.3935 - accuracy: 0.8364\n",
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"Epoch 357/500\n",
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"7200/7200 [==============================] - 1s 185us/step - loss: 0.3932 - accuracy: 0.8376\n",
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"Epoch 358/500\n",
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"7200/7200 [==============================] - 1s 153us/step - loss: 0.3932 - accuracy: 0.8381\n",
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"Epoch 359/500\n",
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"7200/7200 [==============================] - 1s 190us/step - loss: 0.3931 - accuracy: 0.8386\n",
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"Epoch 360/500\n",
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"7200/7200 [==============================] - 1s 161us/step - loss: 0.3931 - accuracy: 0.8382\n",
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"Epoch 361/500\n",
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"7200/7200 [==============================] - 1s 167us/step - loss: 0.3934 - accuracy: 0.8367\n",
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"Epoch 362/500\n",
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"7200/7200 [==============================] - 1s 155us/step - loss: 0.3937 - accuracy: 0.8376\n",
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"Epoch 363/500\n",
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"7200/7200 [==============================] - 1s 154us/step - loss: 0.3934 - accuracy: 0.8382\n",
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"Epoch 364/500\n",
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"7200/7200 [==============================] - 2s 224us/step - loss: 0.3929 - accuracy: 0.8374\n",
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"Epoch 365/500\n",
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"7200/7200 [==============================] - 1s 157us/step - loss: 0.3934 - accuracy: 0.8369\n",
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"Epoch 366/500\n",
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"7200/7200 [==============================] - 1s 169us/step - loss: 0.3935 - accuracy: 0.8406\n",
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"Epoch 367/500\n",
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"7200/7200 [==============================] - 1s 180us/step - loss: 0.3935 - accuracy: 0.8376\n",
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"Epoch 368/500\n",
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"7200/7200 [==============================] - 1s 175us/step - loss: 0.3931 - accuracy: 0.8372\n",
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"Epoch 369/500\n",
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"7200/7200 [==============================] - 1s 187us/step - loss: 0.3934 - accuracy: 0.8376\n",
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"Epoch 370/500\n",
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"7200/7200 [==============================] - 1s 151us/step - loss: 0.3941 - accuracy: 0.8372\n",
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"Epoch 371/500\n",
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"7200/7200 [==============================] - 1s 149us/step - loss: 0.3935 - accuracy: 0.8367\n",
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"Epoch 372/500\n",
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"7200/7200 [==============================] - 1s 167us/step - loss: 0.3939 - accuracy: 0.8375\n",
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"Epoch 373/500\n",
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"7200/7200 [==============================] - 1s 150us/step - loss: 0.3931 - accuracy: 0.8386\n",
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"7200/7200 [==============================] - 1s 165us/step - loss: 0.3936 - accuracy: 0.8379\n",
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"Epoch 375/500\n",
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"7200/7200 [==============================] - 1s 152us/step - loss: 0.3931 - accuracy: 0.8385\n",
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"Epoch 376/500\n",
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"7200/7200 [==============================] - 1s 197us/step - loss: 0.3935 - accuracy: 0.8375\n",
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"7200/7200 [==============================] - 1s 201us/step - loss: 0.3936 - accuracy: 0.8382\n",
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"Epoch 378/500\n",
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"7200/7200 [==============================] - 1s 175us/step - loss: 0.3935 - accuracy: 0.8374\n",
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"Epoch 379/500\n",
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"7200/7200 [==============================] - 1s 164us/step - loss: 0.3934 - accuracy: 0.8378\n",
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"Epoch 380/500\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.3931 - accuracy: 0.8376\n",
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"Epoch 381/500\n",
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"7200/7200 [==============================] - 1s 177us/step - loss: 0.3931 - accuracy: 0.8383\n",
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"Epoch 382/500\n",
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"7200/7200 [==============================] - 1s 160us/step - loss: 0.3935 - accuracy: 0.8378\n",
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"Epoch 383/500\n",
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"7200/7200 [==============================] - 1s 167us/step - loss: 0.3936 - accuracy: 0.8367\n",
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"Epoch 384/500\n",
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"7200/7200 [==============================] - 1s 162us/step - loss: 0.3933 - accuracy: 0.8376\n",
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"Epoch 385/500\n",
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"7200/7200 [==============================] - 1s 159us/step - loss: 0.3935 - accuracy: 0.8386\n",
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"Epoch 386/500\n",
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"7200/7200 [==============================] - 1s 178us/step - loss: 0.3932 - accuracy: 0.8372\n",
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"Epoch 387/500\n",
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"7200/7200 [==============================] - 1s 160us/step - loss: 0.3933 - accuracy: 0.8364\n",
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"Epoch 388/500\n",
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"7200/7200 [==============================] - 1s 172us/step - loss: 0.3936 - accuracy: 0.8378\n",
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"Epoch 389/500\n",
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"7200/7200 [==============================] - 1s 172us/step - loss: 0.3926 - accuracy: 0.8376\n",
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"Epoch 390/500\n",
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"7200/7200 [==============================] - 1s 157us/step - loss: 0.3934 - accuracy: 0.8376\n",
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"Epoch 391/500\n",
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"7200/7200 [==============================] - 1s 157us/step - loss: 0.3938 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 175us/step - loss: 0.3929 - accuracy: 0.8375\n",
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"Epoch 393/500\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"7200/7200 [==============================] - 1s 179us/step - loss: 0.3932 - accuracy: 0.8365\n",
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"Epoch 394/500\n",
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"7200/7200 [==============================] - 1s 159us/step - loss: 0.3934 - accuracy: 0.8372\n",
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"7200/7200 [==============================] - 1s 135us/step - loss: 0.3935 - accuracy: 0.8378\n",
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"7200/7200 [==============================] - 1s 168us/step - loss: 0.3934 - accuracy: 0.8382\n",
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"7200/7200 [==============================] - 1s 181us/step - loss: 0.3933 - accuracy: 0.8369\n",
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"Epoch 399/500\n",
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"7200/7200 [==============================] - 1s 144us/step - loss: 0.3932 - accuracy: 0.8386\n",
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"Epoch 400/500\n",
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"7200/7200 [==============================] - 1s 151us/step - loss: 0.3928 - accuracy: 0.8375\n",
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"Epoch 401/500\n",
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"7200/7200 [==============================] - 1s 151us/step - loss: 0.3934 - accuracy: 0.8390\n",
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"7200/7200 [==============================] - 1s 188us/step - loss: 0.3930 - accuracy: 0.8381\n",
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"7200/7200 [==============================] - 1s 167us/step - loss: 0.3930 - accuracy: 0.8376\n",
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"7200/7200 [==============================] - 1s 164us/step - loss: 0.3933 - accuracy: 0.8375\n",
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"Epoch 405/500\n",
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"7200/7200 [==============================] - 1s 170us/step - loss: 0.3932 - accuracy: 0.8379\n",
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"Epoch 406/500\n",
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"7200/7200 [==============================] - 1s 151us/step - loss: 0.3931 - accuracy: 0.8369\n",
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"7200/7200 [==============================] - 1s 144us/step - loss: 0.3933 - accuracy: 0.8372\n",
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"7200/7200 [==============================] - 1s 163us/step - loss: 0.3933 - accuracy: 0.8369\n",
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"Epoch 409/500\n",
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"7200/7200 [==============================] - 1s 172us/step - loss: 0.3934 - accuracy: 0.8375\n",
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"Epoch 410/500\n",
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"7200/7200 [==============================] - 1s 163us/step - loss: 0.3936 - accuracy: 0.8390\n",
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"7200/7200 [==============================] - 1s 158us/step - loss: 0.3935 - accuracy: 0.8383\n",
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"7200/7200 [==============================] - 1s 158us/step - loss: 0.3933 - accuracy: 0.8388\n",
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"7200/7200 [==============================] - 1s 150us/step - loss: 0.3932 - accuracy: 0.8392\n",
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"7200/7200 [==============================] - 1s 158us/step - loss: 0.3933 - accuracy: 0.8378\n",
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"Epoch 415/500\n",
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"7200/7200 [==============================] - 1s 186us/step - loss: 0.3935 - accuracy: 0.8368\n",
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"Epoch 416/500\n",
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"7200/7200 [==============================] - 1s 168us/step - loss: 0.3927 - accuracy: 0.8385\n",
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"Epoch 417/500\n",
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"7200/7200 [==============================] - 1s 141us/step - loss: 0.3939 - accuracy: 0.8390\n",
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"Epoch 418/500\n",
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"7200/7200 [==============================] - 1s 157us/step - loss: 0.3933 - accuracy: 0.8372\n",
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"Epoch 419/500\n",
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"7200/7200 [==============================] - 1s 188us/step - loss: 0.3933 - accuracy: 0.8382\n",
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"7200/7200 [==============================] - 1s 164us/step - loss: 0.3931 - accuracy: 0.8382\n",
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"Epoch 421/500\n",
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"7200/7200 [==============================] - 1s 166us/step - loss: 0.3935 - accuracy: 0.8379\n",
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"7200/7200 [==============================] - 1s 167us/step - loss: 0.3939 - accuracy: 0.8376\n",
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"7200/7200 [==============================] - 1s 163us/step - loss: 0.3934 - accuracy: 0.8383\n",
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"7200/7200 [==============================] - 1s 152us/step - loss: 0.3930 - accuracy: 0.8389\n",
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"Epoch 425/500\n",
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"7200/7200 [==============================] - 1s 175us/step - loss: 0.3931 - accuracy: 0.8369\n",
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"Epoch 426/500\n",
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"7200/7200 [==============================] - 1s 168us/step - loss: 0.3930 - accuracy: 0.8397\n",
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"7200/7200 [==============================] - 1s 187us/step - loss: 0.3932 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 141us/step - loss: 0.3935 - accuracy: 0.8374\n",
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"7200/7200 [==============================] - 1s 154us/step - loss: 0.3934 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 133us/step - loss: 0.3932 - accuracy: 0.8382\n",
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"7200/7200 [==============================] - 1s 153us/step - loss: 0.3931 - accuracy: 0.8388\n",
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"7200/7200 [==============================] - 1s 143us/step - loss: 0.3935 - accuracy: 0.8369\n",
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"7200/7200 [==============================] - 1s 143us/step - loss: 0.3933 - accuracy: 0.8399\n",
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"7200/7200 [==============================] - 1s 158us/step - loss: 0.3930 - accuracy: 0.8371\n",
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"Epoch 435/500\n",
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"7200/7200 [==============================] - 1s 175us/step - loss: 0.3928 - accuracy: 0.8379\n",
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"7200/7200 [==============================] - 1s 169us/step - loss: 0.3932 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 148us/step - loss: 0.3931 - accuracy: 0.8386\n",
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"7200/7200 [==============================] - 1s 166us/step - loss: 0.3931 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 157us/step - loss: 0.3934 - accuracy: 0.8379\n",
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"7200/7200 [==============================] - 1s 188us/step - loss: 0.3933 - accuracy: 0.8379\n",
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"7200/7200 [==============================] - 1s 166us/step - loss: 0.3935 - accuracy: 0.8374\n",
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"7200/7200 [==============================] - 1s 142us/step - loss: 0.3932 - accuracy: 0.8388\n",
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"7200/7200 [==============================] - 1s 151us/step - loss: 0.3930 - accuracy: 0.8382\n",
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"7200/7200 [==============================] - 1s 149us/step - loss: 0.3932 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 159us/step - loss: 0.3932 - accuracy: 0.8378\n",
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"7200/7200 [==============================] - 1s 164us/step - loss: 0.3933 - accuracy: 0.8369\n",
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"7200/7200 [==============================] - 1s 144us/step - loss: 0.3931 - accuracy: 0.8389\n",
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"7200/7200 [==============================] - 1s 143us/step - loss: 0.3932 - accuracy: 0.8388\n",
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"7200/7200 [==============================] - 1s 153us/step - loss: 0.3930 - accuracy: 0.8385\n",
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"7200/7200 [==============================] - 1s 160us/step - loss: 0.3932 - accuracy: 0.8378\n",
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"7200/7200 [==============================] - 1s 134us/step - loss: 0.3930 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 140us/step - loss: 0.3933 - accuracy: 0.8375\n",
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"7200/7200 [==============================] - 1s 168us/step - loss: 0.3932 - accuracy: 0.8388\n",
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"7200/7200 [==============================] - 1s 168us/step - loss: 0.3927 - accuracy: 0.8389\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3932 - accuracy: 0.8378\n",
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"Epoch 456/500\n",
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"7200/7200 [==============================] - 1s 179us/step - loss: 0.3933 - accuracy: 0.8385\n",
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"Epoch 457/500\n",
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"7200/7200 [==============================] - 1s 153us/step - loss: 0.3928 - accuracy: 0.8392\n",
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"Epoch 458/500\n",
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"7200/7200 [==============================] - 1s 177us/step - loss: 0.3932 - accuracy: 0.8374\n",
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"7200/7200 [==============================] - 1s 163us/step - loss: 0.3928 - accuracy: 0.8376\n",
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"Epoch 460/500\n",
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"7200/7200 [==============================] - 1s 140us/step - loss: 0.3929 - accuracy: 0.8369\n",
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"Epoch 461/500\n",
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"7200/7200 [==============================] - 1s 150us/step - loss: 0.3934 - accuracy: 0.8386\n",
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"7200/7200 [==============================] - 1s 147us/step - loss: 0.3933 - accuracy: 0.8382\n",
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"7200/7200 [==============================] - 1s 166us/step - loss: 0.3933 - accuracy: 0.8368\n",
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"7200/7200 [==============================] - 1s 148us/step - loss: 0.3933 - accuracy: 0.8375\n",
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"7200/7200 [==============================] - 1s 149us/step - loss: 0.3931 - accuracy: 0.8385\n",
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"7200/7200 [==============================] - 1s 141us/step - loss: 0.3932 - accuracy: 0.8378\n",
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"Epoch 467/500\n",
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"Epoch 468/500\n",
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"7200/7200 [==============================] - 1s 154us/step - loss: 0.3932 - accuracy: 0.8375\n",
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"7200/7200 [==============================] - 1s 147us/step - loss: 0.3930 - accuracy: 0.8381\n",
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"7200/7200 [==============================] - 1s 136us/step - loss: 0.3933 - accuracy: 0.8379\n",
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"7200/7200 [==============================] - 1s 197us/step - loss: 0.5721 - accuracy: 0.7951\n",
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"7200/7200 [==============================] - 1s 176us/step - loss: 0.3433 - accuracy: 0.8614\n",
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]
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"7200/7200 [==============================] - 1s 197us/step - loss: 0.3335 - accuracy: 0.8637\n",
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"7200/7200 [==============================] - 1s 180us/step - loss: 0.3337 - accuracy: 0.8661\n",
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"7200/7200 [==============================] - 1s 173us/step - loss: 0.3331 - accuracy: 0.8643\n",
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"7200/7200 [==============================] - 1s 189us/step - loss: 0.3334 - accuracy: 0.8650\n",
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]
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]
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]
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"7200/7200 [==============================] - 1s 172us/step - loss: 0.3313 - accuracy: 0.8640\n",
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]
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"Epoch 21/500\n",
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]
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]
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"7200/7200 [==============================] - 1s 170us/step - loss: 0.3451 - accuracy: 0.8592\n",
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"Epoch 160/500\n",
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"7200/7200 [==============================] - 1s 172us/step - loss: 0.3445 - accuracy: 0.8618\n",
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"Epoch 165/500\n",
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"7200/7200 [==============================] - 1s 169us/step - loss: 0.3444 - accuracy: 0.8606\n",
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"7200/7200 [==============================] - 1s 158us/step - loss: 0.3445 - accuracy: 0.8600\n",
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"Epoch 167/500\n",
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"7200/7200 [==============================] - 1s 207us/step - loss: 0.3437 - accuracy: 0.8601\n",
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"Epoch 168/500\n",
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"7200/7200 [==============================] - 1s 196us/step - loss: 0.3438 - accuracy: 0.8604\n",
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"Epoch 169/500\n",
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"7200/7200 [==============================] - 1s 158us/step - loss: 0.3443 - accuracy: 0.8590\n",
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"Epoch 170/500\n",
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"7200/7200 [==============================] - 1s 149us/step - loss: 0.3439 - accuracy: 0.8607\n",
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"Epoch 171/500\n",
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"7200/7200 [==============================] - 1s 155us/step - loss: 0.3438 - accuracy: 0.8594\n",
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"Epoch 172/500\n",
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"7200/7200 [==============================] - 1s 147us/step - loss: 0.3444 - accuracy: 0.8600\n",
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"Epoch 174/500\n",
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"7200/7200 [==============================] - 1s 151us/step - loss: 0.3437 - accuracy: 0.8611\n",
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"7200/7200 [==============================] - 1s 155us/step - loss: 0.3436 - accuracy: 0.8618\n",
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"Epoch 176/500\n",
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"7200/7200 [==============================] - 1s 168us/step - loss: 0.3441 - accuracy: 0.8604\n",
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"7200/7200 [==============================] - 1s 166us/step - loss: 0.3433 - accuracy: 0.8596\n",
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"Epoch 179/500\n",
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"7200/7200 [==============================] - 1s 151us/step - loss: 0.3437 - accuracy: 0.8618\n",
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"7200/7200 [==============================] - 1s 168us/step - loss: 0.3437 - accuracy: 0.8614\n",
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"Epoch 181/500\n",
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"7200/7200 [==============================] - 1s 155us/step - loss: 0.3441 - accuracy: 0.8607\n",
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"Epoch 182/500\n",
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"7200/7200 [==============================] - 1s 167us/step - loss: 0.3430 - accuracy: 0.8589\n",
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"Epoch 185/500\n",
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"7200/7200 [==============================] - 1s 177us/step - loss: 0.3440 - accuracy: 0.8608\n",
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"Epoch 186/500\n",
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"7200/7200 [==============================] - 1s 164us/step - loss: 0.3436 - accuracy: 0.8594\n",
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"Epoch 187/500\n",
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"7200/7200 [==============================] - 1s 159us/step - loss: 0.3429 - accuracy: 0.8606\n",
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"Epoch 188/500\n",
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"7200/7200 [==============================] - 1s 172us/step - loss: 0.3424 - accuracy: 0.8626\n",
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"Epoch 189/500\n",
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"7200/7200 [==============================] - 1s 187us/step - loss: 0.3431 - accuracy: 0.8606\n",
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"Epoch 190/500\n",
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"7200/7200 [==============================] - 1s 160us/step - loss: 0.3426 - accuracy: 0.8607\n",
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"Epoch 191/500\n",
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"7200/7200 [==============================] - 1s 171us/step - loss: 0.3428 - accuracy: 0.8589\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3419 - accuracy: 0.8614\n",
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"7200/7200 [==============================] - 2s 228us/step - loss: 0.3439 - accuracy: 0.8592\n",
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"Epoch 194/500\n",
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"7200/7200 [==============================] - 1s 135us/step - loss: 0.3426 - accuracy: 0.8599\n",
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"7200/7200 [==============================] - 1s 163us/step - loss: 0.3430 - accuracy: 0.8617\n",
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"Epoch 196/500\n",
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"7200/7200 [==============================] - 1s 164us/step - loss: 0.3424 - accuracy: 0.8614\n",
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"7200/7200 [==============================] - 1s 171us/step - loss: 0.3425 - accuracy: 0.8599\n",
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"7200/7200 [==============================] - 1s 172us/step - loss: 0.3429 - accuracy: 0.8597\n",
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"Epoch 199/500\n",
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"7200/7200 [==============================] - 1s 175us/step - loss: 0.3426 - accuracy: 0.8596\n",
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"Epoch 200/500\n",
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"7200/7200 [==============================] - 1s 146us/step - loss: 0.3427 - accuracy: 0.8610\n",
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"Epoch 201/500\n",
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"7200/7200 [==============================] - 1s 180us/step - loss: 0.3428 - accuracy: 0.8600\n",
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"7200/7200 [==============================] - 1s 172us/step - loss: 0.3420 - accuracy: 0.8610\n",
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"Epoch 204/500\n",
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"7200/7200 [==============================] - 1s 188us/step - loss: 0.3424 - accuracy: 0.8621\n",
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"Epoch 207/500\n",
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"7200/7200 [==============================] - 1s 181us/step - loss: 0.3424 - accuracy: 0.8599\n",
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"7200/7200 [==============================] - 1s 162us/step - loss: 0.3423 - accuracy: 0.8604\n",
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"7200/7200 [==============================] - 1s 149us/step - loss: 0.3421 - accuracy: 0.8599\n",
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"7200/7200 [==============================] - 1s 171us/step - loss: 0.3422 - accuracy: 0.8619\n",
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"7200/7200 [==============================] - 1s 158us/step - loss: 0.3420 - accuracy: 0.8614\n",
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"7200/7200 [==============================] - 1s 171us/step - loss: 0.3419 - accuracy: 0.8619\n",
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"7200/7200 [==============================] - 1s 194us/step - loss: 0.3407 - accuracy: 0.8639\n",
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"7200/7200 [==============================] - 1s 188us/step - loss: 0.3419 - accuracy: 0.8604\n",
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"7200/7200 [==============================] - 1s 178us/step - loss: 0.3414 - accuracy: 0.8615\n",
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"7200/7200 [==============================] - 1s 165us/step - loss: 0.3411 - accuracy: 0.8618\n",
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"7200/7200 [==============================] - 1s 154us/step - loss: 0.3414 - accuracy: 0.8610\n",
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"7200/7200 [==============================] - 1s 144us/step - loss: 0.3408 - accuracy: 0.8614\n",
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"Epoch 223/500\n",
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"7200/7200 [==============================] - 1s 137us/step - loss: 0.3414 - accuracy: 0.8624\n",
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"7200/7200 [==============================] - 1s 200us/step - loss: 0.3410 - accuracy: 0.8619\n",
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"7200/7200 [==============================] - 1s 158us/step - loss: 0.3411 - accuracy: 0.8640\n",
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"7200/7200 [==============================] - 1s 180us/step - loss: 0.3408 - accuracy: 0.8621\n",
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"7200/7200 [==============================] - 1s 154us/step - loss: 0.3406 - accuracy: 0.8610\n",
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"7200/7200 [==============================] - 1s 164us/step - loss: 0.3406 - accuracy: 0.8612\n",
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"7200/7200 [==============================] - 1s 150us/step - loss: 0.3405 - accuracy: 0.8625\n",
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"7200/7200 [==============================] - 2s 214us/step - loss: 0.3407 - accuracy: 0.8619\n",
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"Epoch 231/500\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"7200/7200 [==============================] - 1s 148us/step - loss: 0.3404 - accuracy: 0.8624\n",
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"Epoch 232/500\n",
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"7200/7200 [==============================] - 1s 150us/step - loss: 0.3404 - accuracy: 0.8607\n",
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"7200/7200 [==============================] - 1s 153us/step - loss: 0.3408 - accuracy: 0.8624\n",
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"7200/7200 [==============================] - 1s 188us/step - loss: 0.3405 - accuracy: 0.8635\n",
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"7200/7200 [==============================] - 1s 157us/step - loss: 0.3405 - accuracy: 0.8611\n",
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"7200/7200 [==============================] - 1s 157us/step - loss: 0.3397 - accuracy: 0.8626\n",
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"7200/7200 [==============================] - 1s 180us/step - loss: 0.3406 - accuracy: 0.8628\n",
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"7200/7200 [==============================] - 1s 182us/step - loss: 0.3406 - accuracy: 0.8619\n",
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"7200/7200 [==============================] - 2s 234us/step - loss: 0.3402 - accuracy: 0.8636\n",
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"7200/7200 [==============================] - 2s 323us/step - loss: 0.3399 - accuracy: 0.8629\n",
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"Epoch 246/500\n",
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"7200/7200 [==============================] - 2s 234us/step - loss: 0.3407 - accuracy: 0.8610\n",
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"7200/7200 [==============================] - 1s 167us/step - loss: 0.3406 - accuracy: 0.8610\n",
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"7200/7200 [==============================] - 1s 170us/step - loss: 0.3396 - accuracy: 0.8624\n",
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"7200/7200 [==============================] - 1s 191us/step - loss: 0.3399 - accuracy: 0.8624\n",
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"7200/7200 [==============================] - 1s 158us/step - loss: 0.3398 - accuracy: 0.8607\n",
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"7200/7200 [==============================] - 1s 167us/step - loss: 0.3399 - accuracy: 0.8617\n",
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"7200/7200 [==============================] - 1s 169us/step - loss: 0.3403 - accuracy: 0.8624\n",
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"7200/7200 [==============================] - 2s 231us/step - loss: 0.3404 - accuracy: 0.8619\n",
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"Epoch 254/500\n",
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"7200/7200 [==============================] - 1s 207us/step - loss: 0.3394 - accuracy: 0.8619\n",
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"Epoch 255/500\n",
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"7200/7200 [==============================] - 1s 173us/step - loss: 0.3399 - accuracy: 0.8611\n",
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"Epoch 256/500\n",
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"7200/7200 [==============================] - 1s 145us/step - loss: 0.3403 - accuracy: 0.8628\n",
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"7200/7200 [==============================] - 1s 151us/step - loss: 0.3393 - accuracy: 0.8639\n",
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"7200/7200 [==============================] - 1s 149us/step - loss: 0.3402 - accuracy: 0.8624\n",
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"7200/7200 [==============================] - 1s 176us/step - loss: 0.3402 - accuracy: 0.8617\n",
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"7200/7200 [==============================] - 1s 198us/step - loss: 0.3397 - accuracy: 0.8629\n",
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"7200/7200 [==============================] - 1s 164us/step - loss: 0.3390 - accuracy: 0.8612\n",
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"7200/7200 [==============================] - 1s 160us/step - loss: 0.3398 - accuracy: 0.8622\n",
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"7200/7200 [==============================] - 1s 169us/step - loss: 0.3395 - accuracy: 0.8615\n",
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"7200/7200 [==============================] - 1s 172us/step - loss: 0.3393 - accuracy: 0.8628\n",
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"7200/7200 [==============================] - 1s 201us/step - loss: 0.3398 - accuracy: 0.8643\n",
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"7200/7200 [==============================] - 1s 179us/step - loss: 0.3396 - accuracy: 0.8618\n",
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"7200/7200 [==============================] - 3s 430us/step - loss: 0.3390 - accuracy: 0.8619\n",
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"7200/7200 [==============================] - 1s 170us/step - loss: 0.3399 - accuracy: 0.8624\n",
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"7200/7200 [==============================] - 1s 158us/step - loss: 0.3390 - accuracy: 0.8635\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.3388 - accuracy: 0.8612\n",
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"7200/7200 [==============================] - 1s 170us/step - loss: 0.3397 - accuracy: 0.8617\n",
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"7200/7200 [==============================] - 2s 234us/step - loss: 0.3393 - accuracy: 0.8628\n",
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"7200/7200 [==============================] - 1s 171us/step - loss: 0.3392 - accuracy: 0.8612\n",
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"7200/7200 [==============================] - 1s 174us/step - loss: 0.3390 - accuracy: 0.8619\n",
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"7200/7200 [==============================] - 1s 183us/step - loss: 0.3389 - accuracy: 0.8635\n",
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"7200/7200 [==============================] - 1s 173us/step - loss: 0.3393 - accuracy: 0.8604\n",
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"7200/7200 [==============================] - 1s 178us/step - loss: 0.3391 - accuracy: 0.8625\n",
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"7200/7200 [==============================] - 2s 219us/step - loss: 0.3391 - accuracy: 0.8619\n",
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"7200/7200 [==============================] - 1s 189us/step - loss: 0.3394 - accuracy: 0.8633\n",
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"7200/7200 [==============================] - 1s 174us/step - loss: 0.3392 - accuracy: 0.8619\n",
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"7200/7200 [==============================] - 1s 170us/step - loss: 0.3387 - accuracy: 0.8628\n",
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"7200/7200 [==============================] - 1s 170us/step - loss: 0.3387 - accuracy: 0.8629\n",
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"7200/7200 [==============================] - 1s 173us/step - loss: 0.3393 - accuracy: 0.8637\n",
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"7200/7200 [==============================] - 1s 153us/step - loss: 0.3392 - accuracy: 0.8604\n",
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"7200/7200 [==============================] - 1s 194us/step - loss: 0.3391 - accuracy: 0.8607\n",
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"Epoch 299/500\n",
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]
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]
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"7200/7200 [==============================] - 1s 167us/step - loss: 0.3383 - accuracy: 0.8608\n",
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]
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]
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"7200/7200 [==============================] - 1s 192us/step - loss: 0.3981 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 184us/step - loss: 0.3976 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 167us/step - loss: 0.3981 - accuracy: 0.8358\n",
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]
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]
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]
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"Epoch 353/500\n",
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"7200/7200 [==============================] - 1s 191us/step - loss: 0.3883 - accuracy: 0.8351\n",
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"Epoch 354/500\n",
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"7200/7200 [==============================] - 1s 182us/step - loss: 0.3890 - accuracy: 0.8375\n",
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"Epoch 355/500\n",
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"7200/7200 [==============================] - 1s 178us/step - loss: 0.3886 - accuracy: 0.8378\n",
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"Epoch 356/500\n",
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"7200/7200 [==============================] - 1s 143us/step - loss: 0.3880 - accuracy: 0.8371\n",
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"Epoch 357/500\n",
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"7200/7200 [==============================] - 1s 186us/step - loss: 0.3886 - accuracy: 0.8378\n",
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"Epoch 358/500\n",
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"7200/7200 [==============================] - 1s 170us/step - loss: 0.3888 - accuracy: 0.8369\n",
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"Epoch 359/500\n",
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"7200/7200 [==============================] - 1s 153us/step - loss: 0.3887 - accuracy: 0.8365\n",
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"Epoch 360/500\n",
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"7200/7200 [==============================] - 2s 219us/step - loss: 0.3880 - accuracy: 0.8375\n",
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"Epoch 361/500\n",
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"7200/7200 [==============================] - 1s 175us/step - loss: 0.3885 - accuracy: 0.8360\n",
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"Epoch 362/500\n",
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"7200/7200 [==============================] - 1s 171us/step - loss: 0.3887 - accuracy: 0.8367\n",
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"Epoch 363/500\n",
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"7200/7200 [==============================] - 1s 175us/step - loss: 0.3886 - accuracy: 0.8378\n",
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"Epoch 364/500\n",
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"7200/7200 [==============================] - 1s 162us/step - loss: 0.3881 - accuracy: 0.8358\n",
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"Epoch 365/500\n",
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"7200/7200 [==============================] - 1s 169us/step - loss: 0.3880 - accuracy: 0.8371\n",
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"Epoch 366/500\n",
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"7200/7200 [==============================] - 1s 151us/step - loss: 0.3890 - accuracy: 0.8374\n",
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"Epoch 367/500\n",
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"7200/7200 [==============================] - 1s 179us/step - loss: 0.3886 - accuracy: 0.8369\n",
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"Epoch 368/500\n",
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"7200/7200 [==============================] - 1s 177us/step - loss: 0.3883 - accuracy: 0.8372\n",
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"Epoch 369/500\n",
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"7200/7200 [==============================] - 1s 168us/step - loss: 0.3891 - accuracy: 0.8358\n",
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"Epoch 370/500\n",
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"7200/7200 [==============================] - 1s 174us/step - loss: 0.3886 - accuracy: 0.8365\n",
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"Epoch 371/500\n",
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"7200/7200 [==============================] - 1s 167us/step - loss: 0.3886 - accuracy: 0.8374\n",
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"Epoch 372/500\n",
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"7200/7200 [==============================] - 1s 183us/step - loss: 0.3886 - accuracy: 0.8364\n",
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"Epoch 373/500\n",
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"7200/7200 [==============================] - 1s 178us/step - loss: 0.3888 - accuracy: 0.8353\n",
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"Epoch 374/500\n",
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"7200/7200 [==============================] - 1s 176us/step - loss: 0.3886 - accuracy: 0.8361\n",
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"Epoch 375/500\n",
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"7200/7200 [==============================] - 1s 171us/step - loss: 0.3888 - accuracy: 0.8364\n",
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"Epoch 376/500\n",
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"7200/7200 [==============================] - 1s 198us/step - loss: 0.3887 - accuracy: 0.8367\n",
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"Epoch 377/500\n",
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"7200/7200 [==============================] - 1s 173us/step - loss: 0.3885 - accuracy: 0.8376\n",
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"Epoch 378/500\n",
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"7200/7200 [==============================] - 1s 157us/step - loss: 0.3883 - accuracy: 0.8360\n",
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"Epoch 379/500\n",
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"7200/7200 [==============================] - 1s 185us/step - loss: 0.3887 - accuracy: 0.8361\n",
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"Epoch 380/500\n",
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"7200/7200 [==============================] - 1s 199us/step - loss: 0.3886 - accuracy: 0.8361\n",
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"Epoch 381/500\n",
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"7200/7200 [==============================] - 1s 189us/step - loss: 0.3885 - accuracy: 0.8369\n",
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"Epoch 382/500\n",
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"7200/7200 [==============================] - 1s 178us/step - loss: 0.3882 - accuracy: 0.8361\n",
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"Epoch 383/500\n",
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"7200/7200 [==============================] - 1s 173us/step - loss: 0.3887 - accuracy: 0.8354\n",
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"Epoch 384/500\n",
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"7200/7200 [==============================] - 1s 182us/step - loss: 0.3886 - accuracy: 0.8372\n",
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"Epoch 385/500\n",
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"7200/7200 [==============================] - 1s 183us/step - loss: 0.3881 - accuracy: 0.8369\n",
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"Epoch 386/500\n",
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"7200/7200 [==============================] - 1s 179us/step - loss: 0.3883 - accuracy: 0.8375\n",
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"Epoch 387/500\n",
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"7200/7200 [==============================] - 1s 167us/step - loss: 0.3893 - accuracy: 0.8369\n",
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"Epoch 388/500\n",
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"7200/7200 [==============================] - 1s 159us/step - loss: 0.3880 - accuracy: 0.8374\n",
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"Epoch 389/500\n",
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"7200/7200 [==============================] - 1s 167us/step - loss: 0.3883 - accuracy: 0.8357\n",
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"Epoch 390/500\n",
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"7200/7200 [==============================] - 1s 162us/step - loss: 0.3889 - accuracy: 0.8360\n",
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"Epoch 391/500\n",
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"7200/7200 [==============================] - 1s 196us/step - loss: 0.3884 - accuracy: 0.8351\n",
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"Epoch 392/500\n",
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"7200/7200 [==============================] - 1s 162us/step - loss: 0.3886 - accuracy: 0.8375\n",
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"Epoch 393/500\n",
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"7200/7200 [==============================] - 1s 175us/step - loss: 0.3882 - accuracy: 0.8351\n",
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"Epoch 394/500\n",
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"7200/7200 [==============================] - 1s 152us/step - loss: 0.3879 - accuracy: 0.8378\n",
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"Epoch 395/500\n",
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"7200/7200 [==============================] - 1s 205us/step - loss: 0.3882 - accuracy: 0.8386\n",
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"Epoch 396/500\n",
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"7200/7200 [==============================] - 1s 187us/step - loss: 0.3884 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 181us/step - loss: 0.3884 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 157us/step - loss: 0.3880 - accuracy: 0.8367\n",
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"Epoch 399/500\n",
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"7200/7200 [==============================] - 1s 151us/step - loss: 0.3878 - accuracy: 0.8372\n",
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"Epoch 400/500\n",
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"7200/7200 [==============================] - 1s 160us/step - loss: 0.3886 - accuracy: 0.8358\n",
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"Epoch 401/500\n",
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"7200/7200 [==============================] - 1s 189us/step - loss: 0.3879 - accuracy: 0.8371\n",
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"Epoch 402/500\n",
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"7200/7200 [==============================] - 1s 141us/step - loss: 0.3886 - accuracy: 0.8360\n",
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"Epoch 403/500\n",
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"7200/7200 [==============================] - 1s 184us/step - loss: 0.3881 - accuracy: 0.8388\n",
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"Epoch 404/500\n",
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"7200/7200 [==============================] - 1s 167us/step - loss: 0.3883 - accuracy: 0.8378\n",
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"Epoch 405/500\n",
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"7200/7200 [==============================] - 1s 167us/step - loss: 0.3886 - accuracy: 0.8375\n",
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"Epoch 406/500\n",
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"7200/7200 [==============================] - 1s 171us/step - loss: 0.3883 - accuracy: 0.8364\n",
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"Epoch 407/500\n",
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"7200/7200 [==============================] - 1s 183us/step - loss: 0.3888 - accuracy: 0.8364\n",
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"Epoch 408/500\n",
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"7200/7200 [==============================] - 1s 168us/step - loss: 0.3884 - accuracy: 0.8346\n",
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"Epoch 409/500\n",
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"7200/7200 [==============================] - 1s 158us/step - loss: 0.3881 - accuracy: 0.8365\n",
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"Epoch 410/500\n",
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"7200/7200 [==============================] - 1s 184us/step - loss: 0.3882 - accuracy: 0.8368\n",
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"Epoch 411/500\n",
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"7200/7200 [==============================] - 1s 149us/step - loss: 0.3886 - accuracy: 0.8364\n",
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"Epoch 412/500\n",
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"7200/7200 [==============================] - 1s 173us/step - loss: 0.3883 - accuracy: 0.8375\n",
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"Epoch 413/500\n",
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"7200/7200 [==============================] - 1s 182us/step - loss: 0.3880 - accuracy: 0.8379\n",
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"Epoch 414/500\n",
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"7200/7200 [==============================] - 1s 170us/step - loss: 0.3882 - accuracy: 0.8369\n",
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"Epoch 415/500\n",
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"7200/7200 [==============================] - 1s 151us/step - loss: 0.3888 - accuracy: 0.8365\n",
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"Epoch 416/500\n",
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"7200/7200 [==============================] - 1s 170us/step - loss: 0.3886 - accuracy: 0.8358\n",
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"Epoch 417/500\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"7200/7200 [==============================] - 1s 171us/step - loss: 0.3889 - accuracy: 0.8374\n",
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"Epoch 418/500\n",
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"7200/7200 [==============================] - 1s 166us/step - loss: 0.3883 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 202us/step - loss: 0.3883 - accuracy: 0.8375\n",
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"7200/7200 [==============================] - 1s 149us/step - loss: 0.3887 - accuracy: 0.8376\n",
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"7200/7200 [==============================] - 1s 166us/step - loss: 0.3880 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 162us/step - loss: 0.3883 - accuracy: 0.8363\n",
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"Epoch 424/500\n",
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"7200/7200 [==============================] - 1s 174us/step - loss: 0.3881 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 161us/step - loss: 0.3878 - accuracy: 0.8381\n",
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"7200/7200 [==============================] - 1s 168us/step - loss: 0.3881 - accuracy: 0.8378\n",
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"Epoch 427/500\n",
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"7200/7200 [==============================] - 1s 190us/step - loss: 0.3877 - accuracy: 0.8375\n",
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"Epoch 428/500\n",
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"7200/7200 [==============================] - 1s 166us/step - loss: 0.3883 - accuracy: 0.8371\n",
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"Epoch 429/500\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3881 - accuracy: 0.8365\n",
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"Epoch 430/500\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3883 - accuracy: 0.8368\n",
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"Epoch 431/500\n",
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"7200/7200 [==============================] - 1s 157us/step - loss: 0.3881 - accuracy: 0.8363\n",
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"Epoch 432/500\n",
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"7200/7200 [==============================] - 1s 175us/step - loss: 0.3876 - accuracy: 0.8361\n",
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"Epoch 433/500\n",
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"7200/7200 [==============================] - 2s 214us/step - loss: 0.3872 - accuracy: 0.8372\n",
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"7200/7200 [==============================] - 1s 159us/step - loss: 0.3878 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 165us/step - loss: 0.3879 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 175us/step - loss: 0.3877 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 140us/step - loss: 0.3874 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 175us/step - loss: 0.3873 - accuracy: 0.8372\n",
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"Epoch 439/500\n",
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"7200/7200 [==============================] - 1s 165us/step - loss: 0.3874 - accuracy: 0.8376\n",
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"Epoch 440/500\n",
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"7200/7200 [==============================] - 1s 173us/step - loss: 0.3869 - accuracy: 0.8371\n",
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"Epoch 441/500\n",
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"7200/7200 [==============================] - 1s 157us/step - loss: 0.3872 - accuracy: 0.8372\n",
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"Epoch 442/500\n",
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"7200/7200 [==============================] - 1s 173us/step - loss: 0.3866 - accuracy: 0.8368\n",
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"Epoch 443/500\n",
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"7200/7200 [==============================] - 1s 154us/step - loss: 0.3864 - accuracy: 0.8378\n",
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"Epoch 444/500\n",
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"7200/7200 [==============================] - 1s 184us/step - loss: 0.3868 - accuracy: 0.8354\n",
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"Epoch 445/500\n",
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"7200/7200 [==============================] - 1s 202us/step - loss: 0.3864 - accuracy: 0.8374\n",
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"Epoch 446/500\n",
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"7200/7200 [==============================] - 1s 190us/step - loss: 0.3856 - accuracy: 0.8376\n",
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"7200/7200 [==============================] - 1s 161us/step - loss: 0.3854 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 154us/step - loss: 0.3840 - accuracy: 0.8401\n",
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"Epoch 449/500\n",
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"7200/7200 [==============================] - 1s 163us/step - loss: 0.3826 - accuracy: 0.8399\n",
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"Epoch 450/500\n",
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"7200/7200 [==============================] - 1s 170us/step - loss: 0.3804 - accuracy: 0.8406\n",
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"Epoch 451/500\n",
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"7200/7200 [==============================] - 1s 163us/step - loss: 0.3781 - accuracy: 0.8414\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3755 - accuracy: 0.8429\n",
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"Epoch 453/500\n",
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"7200/7200 [==============================] - 1s 198us/step - loss: 0.3723 - accuracy: 0.8446\n",
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"7200/7200 [==============================] - 1s 142us/step - loss: 0.3684 - accuracy: 0.8472\n",
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"7200/7200 [==============================] - 1s 176us/step - loss: 0.3646 - accuracy: 0.8510\n",
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"7200/7200 [==============================] - 1s 165us/step - loss: 0.3603 - accuracy: 0.8522\n",
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"7200/7200 [==============================] - 1s 167us/step - loss: 0.3569 - accuracy: 0.8535\n",
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"7200/7200 [==============================] - 1s 186us/step - loss: 0.3537 - accuracy: 0.8553\n",
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"7200/7200 [==============================] - 1s 179us/step - loss: 0.3505 - accuracy: 0.8581\n",
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"7200/7200 [==============================] - 1s 162us/step - loss: 0.3479 - accuracy: 0.8557\n",
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"7200/7200 [==============================] - 1s 165us/step - loss: 0.3459 - accuracy: 0.8579\n",
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"7200/7200 [==============================] - 1s 195us/step - loss: 0.3442 - accuracy: 0.8600\n",
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"7200/7200 [==============================] - 1s 172us/step - loss: 0.3431 - accuracy: 0.8614\n",
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"7200/7200 [==============================] - 1s 176us/step - loss: 0.3421 - accuracy: 0.8581\n",
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"7200/7200 [==============================] - 1s 162us/step - loss: 0.3409 - accuracy: 0.8610\n",
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"7200/7200 [==============================] - 1s 151us/step - loss: 0.3400 - accuracy: 0.8612\n",
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"7200/7200 [==============================] - 1s 157us/step - loss: 0.3390 - accuracy: 0.8621\n",
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"7200/7200 [==============================] - 1s 170us/step - loss: 0.3383 - accuracy: 0.8637\n",
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"7200/7200 [==============================] - 1s 153us/step - loss: 0.3383 - accuracy: 0.8635\n",
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"7200/7200 [==============================] - 1s 204us/step - loss: 0.3373 - accuracy: 0.8649\n",
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"7200/7200 [==============================] - 1s 186us/step - loss: 0.3372 - accuracy: 0.8637\n",
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"7200/7200 [==============================] - 1s 166us/step - loss: 0.3363 - accuracy: 0.8639\n",
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"7200/7200 [==============================] - 1s 187us/step - loss: 0.3357 - accuracy: 0.8637\n",
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"7200/7200 [==============================] - 1s 146us/step - loss: 0.3362 - accuracy: 0.8653\n",
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"7200/7200 [==============================] - 1s 173us/step - loss: 0.3358 - accuracy: 0.8640\n",
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"7200/7200 [==============================] - 2s 235us/step - loss: 0.3357 - accuracy: 0.8650\n",
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"7200/7200 [==============================] - 2s 218us/step - loss: 0.3357 - accuracy: 0.8633\n",
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"7200/7200 [==============================] - 1s 177us/step - loss: 0.3355 - accuracy: 0.8660\n",
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"7200/7200 [==============================] - 1s 190us/step - loss: 0.3352 - accuracy: 0.8647\n",
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"Epoch 480/500\n",
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"7200/7200 [==============================] - 1s 157us/step - loss: 0.3344 - accuracy: 0.8660\n",
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"Epoch 481/500\n",
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"7200/7200 [==============================] - 1s 188us/step - loss: 0.3341 - accuracy: 0.8653\n",
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"Epoch 482/500\n",
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"7200/7200 [==============================] - 1s 188us/step - loss: 0.3342 - accuracy: 0.8653\n",
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"7200/7200 [==============================] - 1s 180us/step - loss: 0.3344 - accuracy: 0.8643\n",
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"7200/7200 [==============================] - 1s 173us/step - loss: 0.3342 - accuracy: 0.8662\n",
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"7200/7200 [==============================] - 1s 179us/step - loss: 0.3342 - accuracy: 0.8640\n",
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"7200/7200 [==============================] - 1s 200us/step - loss: 0.3339 - accuracy: 0.8662\n",
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"7200/7200 [==============================] - 1s 180us/step - loss: 0.3339 - accuracy: 0.8644\n",
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"Epoch 488/500\n",
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"7200/7200 [==============================] - 3s 400us/step - loss: 0.3338 - accuracy: 0.8649\n",
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"7200/7200 [==============================] - 1s 205us/step - loss: 0.3331 - accuracy: 0.8664\n",
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"7200/7200 [==============================] - 1s 151us/step - loss: 0.3337 - accuracy: 0.8658\n",
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"Epoch 491/500\n",
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"7200/7200 [==============================] - 1s 194us/step - loss: 0.3334 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 184us/step - loss: 0.3334 - accuracy: 0.8647\n",
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"7200/7200 [==============================] - 1s 179us/step - loss: 0.3332 - accuracy: 0.8651\n",
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"7200/7200 [==============================] - 1s 194us/step - loss: 0.3328 - accuracy: 0.8656\n",
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"Epoch 500/500\n",
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"7200/7200 [==============================] - 1s 171us/step - loss: 0.3326 - accuracy: 0.8647\n",
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"7200/7200 [==============================] - 1s 180us/step - loss: 0.4314 - accuracy: 0.7937\n",
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"7200/7200 [==============================] - 1s 166us/step - loss: 0.4284 - accuracy: 0.7937\n",
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"7200/7200 [==============================] - 1s 164us/step - loss: 0.4254 - accuracy: 0.7937\n",
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"7200/7200 [==============================] - 1s 160us/step - loss: 0.4227 - accuracy: 0.8124\n",
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"7200/7200 [==============================] - 1s 164us/step - loss: 0.4208 - accuracy: 0.8224\n",
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"7200/7200 [==============================] - 1s 136us/step - loss: 0.4194 - accuracy: 0.8229\n",
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"7200/7200 [==============================] - 1s 161us/step - loss: 0.4185 - accuracy: 0.8250\n",
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"7200/7200 [==============================] - 1s 146us/step - loss: 0.4173 - accuracy: 0.8261\n",
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"7200/7200 [==============================] - 1s 185us/step - loss: 0.4166 - accuracy: 0.8281\n",
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"7200/7200 [==============================] - 1s 188us/step - loss: 0.4158 - accuracy: 0.8272\n",
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"7200/7200 [==============================] - 1s 186us/step - loss: 0.4150 - accuracy: 0.8303\n",
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"7200/7200 [==============================] - 1s 160us/step - loss: 0.4144 - accuracy: 0.8307\n",
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"7200/7200 [==============================] - 1s 186us/step - loss: 0.4134 - accuracy: 0.8318\n",
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"Epoch 19/500\n",
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"7200/7200 [==============================] - 1s 185us/step - loss: 0.4132 - accuracy: 0.8313\n",
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"Epoch 20/500\n",
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"7200/7200 [==============================] - 1s 168us/step - loss: 0.4126 - accuracy: 0.8328\n",
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"Epoch 21/500\n",
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"7200/7200 [==============================] - 1s 196us/step - loss: 0.4122 - accuracy: 0.8326\n",
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"7200/7200 [==============================] - 2s 222us/step - loss: 0.4118 - accuracy: 0.8322\n",
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"7200/7200 [==============================] - 1s 165us/step - loss: 0.4114 - accuracy: 0.8326\n",
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"7200/7200 [==============================] - 1s 154us/step - loss: 0.4107 - accuracy: 0.8329\n",
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"7200/7200 [==============================] - 1s 155us/step - loss: 0.4109 - accuracy: 0.8321\n",
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"Epoch 26/500\n",
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"7200/7200 [==============================] - 2s 219us/step - loss: 0.4101 - accuracy: 0.8332\n",
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"7200/7200 [==============================] - 1s 159us/step - loss: 0.4099 - accuracy: 0.8339\n",
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"7200/7200 [==============================] - 1s 181us/step - loss: 0.4098 - accuracy: 0.8328\n",
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"7200/7200 [==============================] - 1s 164us/step - loss: 0.4093 - accuracy: 0.8335\n",
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"7200/7200 [==============================] - 1s 156us/step - loss: 0.4074 - accuracy: 0.8325\n",
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"7200/7200 [==============================] - 1s 152us/step - loss: 0.4073 - accuracy: 0.8325\n",
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"7200/7200 [==============================] - 1s 183us/step - loss: 0.4074 - accuracy: 0.8324\n",
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"7200/7200 [==============================] - 2s 213us/step - loss: 0.4071 - accuracy: 0.8329\n",
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"7200/7200 [==============================] - 1s 208us/step - loss: 0.4071 - accuracy: 0.8318\n",
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"7200/7200 [==============================] - 1s 175us/step - loss: 0.4065 - accuracy: 0.8328\n",
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"7200/7200 [==============================] - 1s 193us/step - loss: 0.4064 - accuracy: 0.8321\n",
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"7200/7200 [==============================] - 1s 172us/step - loss: 0.4063 - accuracy: 0.8331\n",
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"7200/7200 [==============================] - 1s 174us/step - loss: 0.4060 - accuracy: 0.8326\n",
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"7200/7200 [==============================] - 1s 173us/step - loss: 0.4057 - accuracy: 0.8328\n",
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"7200/7200 [==============================] - 1s 149us/step - loss: 0.4054 - accuracy: 0.8336\n",
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]
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"7200/7200 [==============================] - 1s 161us/step - loss: 0.4023 - accuracy: 0.8322\n",
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"7200/7200 [==============================] - 1s 186us/step - loss: 0.4023 - accuracy: 0.8339\n",
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"7200/7200 [==============================] - 1s 183us/step - loss: 0.4024 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 167us/step - loss: 0.4025 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 176us/step - loss: 0.4022 - accuracy: 0.8339\n",
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"7200/7200 [==============================] - 1s 157us/step - loss: 0.4018 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 187us/step - loss: 0.4019 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 187us/step - loss: 0.4017 - accuracy: 0.8351\n",
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"Epoch 129/500\n",
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]
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]
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]
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"7200/7200 [==============================] - 1s 163us/step - loss: 0.3407 - accuracy: 0.8617\n",
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"7200/7200 [==============================] - 1s 142us/step - loss: 0.3409 - accuracy: 0.8608\n",
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"7200/7200 [==============================] - 1s 161us/step - loss: 0.3402 - accuracy: 0.8617\n",
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"7200/7200 [==============================] - 1s 168us/step - loss: 0.3405 - accuracy: 0.8633\n",
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"7200/7200 [==============================] - 1s 162us/step - loss: 0.3408 - accuracy: 0.8614\n",
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]
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"7200/7200 [==============================] - 1s 182us/step - loss: 0.3396 - accuracy: 0.8607\n",
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"7200/7200 [==============================] - 1s 165us/step - loss: 0.3396 - accuracy: 0.8633\n",
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"7200/7200 [==============================] - 1s 204us/step - loss: 0.3395 - accuracy: 0.8632\n",
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]
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]
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3984 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3981 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3981 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3987 - accuracy: 0.8347\n",
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Epoch 324/500\n",
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]
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3985 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3986 - accuracy: 0.8343\n",
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]
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3981 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3981 - accuracy: 0.8346\n",
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]
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3982 - accuracy: 0.8340\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.4094 - accuracy: 0.8339\n",
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]
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"7200/7200 [==============================] - 1s 156us/step - loss: 0.3451 - accuracy: 0.8582\n",
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"7200/7200 [==============================] - 1s 138us/step - loss: 0.3442 - accuracy: 0.8581\n",
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"7200/7200 [==============================] - 1s 130us/step - loss: 0.3445 - accuracy: 0.8583\n",
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"Epoch 98/500\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3435 - accuracy: 0.8600\n",
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"Epoch 99/500\n",
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"7200/7200 [==============================] - 1s 159us/step - loss: 0.3445 - accuracy: 0.8599\n",
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"Epoch 100/500\n",
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"Epoch 239/500\n",
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"7200/7200 [==============================] - 1s 133us/step - loss: 0.3375 - accuracy: 0.8608\n",
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]
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3333 - accuracy: 0.8633\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3336 - accuracy: 0.8632\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3337 - accuracy: 0.8639\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3322 - accuracy: 0.8644\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3330 - accuracy: 0.8647\n",
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]
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3321 - accuracy: 0.8649\n",
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"Epoch 378/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3315 - accuracy: 0.8636\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3329 - accuracy: 0.8615\n",
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"Epoch 380/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3317 - accuracy: 0.8644\n",
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"Epoch 381/500\n",
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"Epoch 382/500\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3320 - accuracy: 0.8629\n",
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"Epoch 383/500\n",
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"7200/7200 [==============================] - 1s 136us/step - loss: 0.3324 - accuracy: 0.8665\n",
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"Epoch 384/500\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.3315 - accuracy: 0.8626\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3316 - accuracy: 0.8633\n",
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"Epoch 386/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3325 - accuracy: 0.8628\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3317 - accuracy: 0.8626\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3315 - accuracy: 0.8639\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3322 - accuracy: 0.8640\n",
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"7200/7200 [==============================] - 1s 133us/step - loss: 0.3318 - accuracy: 0.8662\n",
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"7200/7200 [==============================] - 1s 135us/step - loss: 0.3323 - accuracy: 0.8625\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3321 - accuracy: 0.8650\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3313 - accuracy: 0.8642\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3321 - accuracy: 0.8635\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3326 - accuracy: 0.8629\n",
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"Epoch 396/500\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3319 - accuracy: 0.8639\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.3315 - accuracy: 0.8626\n",
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"Epoch 398/500\n",
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"7200/7200 [==============================] - 1s 133us/step - loss: 0.3315 - accuracy: 0.8636\n",
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"Epoch 399/500\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3316 - accuracy: 0.8642\n",
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"Epoch 400/500\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3315 - accuracy: 0.8626\n",
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"Epoch 401/500\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3316 - accuracy: 0.8637\n",
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"Epoch 402/500\n",
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"7200/7200 [==============================] - 1s 134us/step - loss: 0.3320 - accuracy: 0.8633\n",
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"Epoch 403/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3316 - accuracy: 0.8633\n",
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"Epoch 404/500\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3316 - accuracy: 0.8632\n",
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"Epoch 405/500\n",
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"7200/7200 [==============================] - 1s 137us/step - loss: 0.3315 - accuracy: 0.8649\n",
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"Epoch 406/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3320 - accuracy: 0.8640\n",
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"Epoch 407/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3324 - accuracy: 0.8642\n",
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"Epoch 408/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3320 - accuracy: 0.8628\n",
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"Epoch 409/500\n",
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"7200/7200 [==============================] - 1s 143us/step - loss: 0.3316 - accuracy: 0.8629\n",
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"Epoch 410/500\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3315 - accuracy: 0.8647\n",
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"Epoch 411/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3315 - accuracy: 0.8637\n",
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"Epoch 412/500\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3324 - accuracy: 0.8637\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3313 - accuracy: 0.8640\n",
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"Epoch 414/500\n",
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"7200/7200 [==============================] - 1s 133us/step - loss: 0.3314 - accuracy: 0.8628\n",
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"7200/7200 [==============================] - 1s 148us/step - loss: 0.3313 - accuracy: 0.8643\n",
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"Epoch 416/500\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3319 - accuracy: 0.8640\n",
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"Epoch 417/500\n",
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"7200/7200 [==============================] - 1s 136us/step - loss: 0.3314 - accuracy: 0.8640\n",
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"Epoch 418/500\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3314 - accuracy: 0.8639\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3318 - accuracy: 0.8633\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3306 - accuracy: 0.8650\n",
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"7200/7200 [==============================] - 2s 346us/step - loss: 0.3315 - accuracy: 0.8640\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3320 - accuracy: 0.8644\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3323 - accuracy: 0.8640\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3321 - accuracy: 0.8618\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3320 - accuracy: 0.8625\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3311 - accuracy: 0.8633\n",
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"7200/7200 [==============================] - 1s 130us/step - loss: 0.3319 - accuracy: 0.8640\n",
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"Epoch 428/500\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3319 - accuracy: 0.8633\n",
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"7200/7200 [==============================] - 1s 149us/step - loss: 0.3317 - accuracy: 0.8636\n",
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"Epoch 430/500\n",
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"7200/7200 [==============================] - 1s 136us/step - loss: 0.3308 - accuracy: 0.8637\n",
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"Epoch 431/500\n",
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"7200/7200 [==============================] - 1s 136us/step - loss: 0.3314 - accuracy: 0.8644\n",
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"Epoch 432/500\n",
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"7200/7200 [==============================] - 1s 134us/step - loss: 0.3308 - accuracy: 0.8629\n",
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"Epoch 433/500\n",
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"7200/7200 [==============================] - 1s 136us/step - loss: 0.3308 - accuracy: 0.8631\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3318 - accuracy: 0.8629\n",
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"7200/7200 [==============================] - 1s 144us/step - loss: 0.3327 - accuracy: 0.8626\n",
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"Epoch 436/500\n",
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"7200/7200 [==============================] - 1s 142us/step - loss: 0.3314 - accuracy: 0.8642\n",
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"Epoch 437/500\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.3311 - accuracy: 0.8650\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3312 - accuracy: 0.8653\n",
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"Epoch 439/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3308 - accuracy: 0.8654\n",
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"Epoch 440/500\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.3315 - accuracy: 0.8640\n",
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"Epoch 441/500\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3320 - accuracy: 0.8642\n",
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"Epoch 442/500\n",
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"7200/7200 [==============================] - 1s 136us/step - loss: 0.3314 - accuracy: 0.8636\n",
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"7200/7200 [==============================] - 1s 145us/step - loss: 0.3311 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 142us/step - loss: 0.3307 - accuracy: 0.8649\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.3295 - accuracy: 0.8654\n",
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"Epoch 448/500\n",
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"7200/7200 [==============================] - 1s 130us/step - loss: 0.3305 - accuracy: 0.8661\n",
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"Epoch 449/500\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3305 - accuracy: 0.8642\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3317 - accuracy: 0.8635\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3307 - accuracy: 0.8644\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3314 - accuracy: 0.8651\n",
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"7200/7200 [==============================] - 1s 135us/step - loss: 0.3316 - accuracy: 0.8639\n",
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"Epoch 454/500\n",
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"7200/7200 [==============================] - 1s 143us/step - loss: 0.3322 - accuracy: 0.8640\n",
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"7200/7200 [==============================] - 1s 148us/step - loss: 0.3312 - accuracy: 0.8647\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3300 - accuracy: 0.8650\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3317 - accuracy: 0.8622\n",
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"7200/7200 [==============================] - 1s 131us/step - loss: 0.3319 - accuracy: 0.8639\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3309 - accuracy: 0.8637\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3312 - accuracy: 0.8628\n",
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"7200/7200 [==============================] - 1s 139us/step - loss: 0.3317 - accuracy: 0.8632\n",
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"7200/7200 [==============================] - 1s 138us/step - loss: 0.3301 - accuracy: 0.8632\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.3323 - accuracy: 0.8650\n",
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"Epoch 464/500\n",
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"7200/7200 [==============================] - 1s 150us/step - loss: 0.3313 - accuracy: 0.8654\n",
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"Epoch 465/500\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.3319 - accuracy: 0.8660\n",
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"Epoch 466/500\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3315 - accuracy: 0.8667\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3304 - accuracy: 0.8635\n",
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"7200/7200 [==============================] - 1s 149us/step - loss: 0.3314 - accuracy: 0.8637\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3314 - accuracy: 0.8637\n",
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"7200/7200 [==============================] - 1s 136us/step - loss: 0.3314 - accuracy: 0.8651\n",
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"7200/7200 [==============================] - 1s 144us/step - loss: 0.3302 - accuracy: 0.8651\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3303 - accuracy: 0.8639\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3307 - accuracy: 0.8610\n",
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"7200/7200 [==============================] - 1s 131us/step - loss: 0.3320 - accuracy: 0.8607\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3306 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 136us/step - loss: 0.3312 - accuracy: 0.8624\n",
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"7200/7200 [==============================] - 1s 158us/step - loss: 0.3310 - accuracy: 0.8647\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3310 - accuracy: 0.8626\n",
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"7200/7200 [==============================] - 1s 139us/step - loss: 0.3312 - accuracy: 0.8644\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3311 - accuracy: 0.8626\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.3307 - accuracy: 0.8637\n",
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"7200/7200 [==============================] - 1s 135us/step - loss: 0.3301 - accuracy: 0.8625\n",
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"7200/7200 [==============================] - 1s 131us/step - loss: 0.3307 - accuracy: 0.8632\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3312 - accuracy: 0.8628\n",
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"7200/7200 [==============================] - 1s 131us/step - loss: 0.3319 - accuracy: 0.8653\n",
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"Epoch 486/500\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3308 - accuracy: 0.8628\n",
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"7200/7200 [==============================] - 1s 139us/step - loss: 0.3328 - accuracy: 0.8636\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3315 - accuracy: 0.8635\n",
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"7200/7200 [==============================] - 1s 139us/step - loss: 0.3308 - accuracy: 0.8643\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3313 - accuracy: 0.8628\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3313 - accuracy: 0.8633\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.3310 - accuracy: 0.8656\n",
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"7200/7200 [==============================] - 1s 157us/step - loss: 0.3301 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3311 - accuracy: 0.8647\n",
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"7200/7200 [==============================] - 1s 152us/step - loss: 0.3306 - accuracy: 0.8647\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3306 - accuracy: 0.8653\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3301 - accuracy: 0.8642\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3306 - accuracy: 0.8650\n",
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"Epoch 499/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3305 - accuracy: 0.8629\n",
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"Epoch 500/500\n",
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"7200/7200 [==============================] - 1s 137us/step - loss: 0.3310 - accuracy: 0.8622\n",
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"Epoch 1/500\n",
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"7200/7200 [==============================] - 1s 161us/step - loss: 0.5407 - accuracy: 0.7962\n",
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"Epoch 2/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4370 - accuracy: 0.7962\n",
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"7200/7200 [==============================] - 1s 139us/step - loss: 0.4297 - accuracy: 0.7962\n",
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"Epoch 4/500\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.4245 - accuracy: 0.7962\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.4192 - accuracy: 0.8158\n",
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"Epoch 6/500\n",
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"7200/7200 [==============================] - 1s 145us/step - loss: 0.4148 - accuracy: 0.8286\n",
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"Epoch 7/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.4117 - accuracy: 0.8319\n",
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"Epoch 8/500\n",
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"7200/7200 [==============================] - 1s 164us/step - loss: 0.4090 - accuracy: 0.8318\n",
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"Epoch 9/500\n",
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"7200/7200 [==============================] - 1s 141us/step - loss: 0.4069 - accuracy: 0.8318\n",
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"Epoch 10/500\n",
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"7200/7200 [==============================] - 1s 150us/step - loss: 0.4057 - accuracy: 0.8336\n",
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"Epoch 11/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4045 - accuracy: 0.8328\n",
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"Epoch 12/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4037 - accuracy: 0.8332\n",
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"Epoch 13/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.4025 - accuracy: 0.8338\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.4017 - accuracy: 0.8325\n",
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"Epoch 15/500\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.4017 - accuracy: 0.8332\n",
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"Epoch 16/500\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.4009 - accuracy: 0.8340\n",
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"Epoch 17/500\n",
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"7200/7200 [==============================] - 1s 133us/step - loss: 0.4002 - accuracy: 0.8361\n"
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"Epoch 18/500\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3999 - accuracy: 0.8332\n",
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"Epoch 19/500\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3995 - accuracy: 0.8347\n",
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"Epoch 20/500\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3987 - accuracy: 0.8343\n",
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"Epoch 21/500\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3985 - accuracy: 0.8349\n",
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"Epoch 22/500\n",
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"7200/7200 [==============================] - 1s 136us/step - loss: 0.3982 - accuracy: 0.8343\n",
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"Epoch 23/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3981 - accuracy: 0.8350\n",
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"Epoch 24/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3975 - accuracy: 0.8344\n",
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"Epoch 25/500\n",
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"7200/7200 [==============================] - 1s 135us/step - loss: 0.3976 - accuracy: 0.8351\n",
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"Epoch 26/500\n",
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"7200/7200 [==============================] - 1s 141us/step - loss: 0.3972 - accuracy: 0.8346\n",
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"Epoch 27/500\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3968 - accuracy: 0.8343\n",
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"Epoch 28/500\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3969 - accuracy: 0.8353\n",
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"Epoch 29/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3963 - accuracy: 0.8361\n",
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"Epoch 30/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3956 - accuracy: 0.8358\n",
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"Epoch 31/500\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3960 - accuracy: 0.8350\n",
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"Epoch 32/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3961 - accuracy: 0.8350\n",
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"Epoch 33/500\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3956 - accuracy: 0.8369\n",
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"Epoch 34/500\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3956 - accuracy: 0.8360\n",
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"Epoch 35/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3954 - accuracy: 0.8353\n",
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"Epoch 36/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3953 - accuracy: 0.8364\n",
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"Epoch 37/500\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3954 - accuracy: 0.8365\n",
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"Epoch 38/500\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3953 - accuracy: 0.8363\n",
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"Epoch 39/500\n",
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"7200/7200 [==============================] - 1s 133us/step - loss: 0.3950 - accuracy: 0.8361\n",
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"Epoch 40/500\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3958 - accuracy: 0.8376\n",
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"Epoch 41/500\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3950 - accuracy: 0.8347\n",
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"Epoch 42/500\n",
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"7200/7200 [==============================] - 1s 152us/step - loss: 0.3950 - accuracy: 0.8375\n",
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"Epoch 43/500\n",
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"7200/7200 [==============================] - 1s 146us/step - loss: 0.3945 - accuracy: 0.8368\n",
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"Epoch 44/500\n",
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"7200/7200 [==============================] - 1s 134us/step - loss: 0.3946 - accuracy: 0.8354\n",
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"Epoch 45/500\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3941 - accuracy: 0.8367\n",
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"Epoch 46/500\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3946 - accuracy: 0.8360\n",
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"Epoch 47/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3943 - accuracy: 0.8363\n",
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"Epoch 48/500\n",
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"7200/7200 [==============================] - 1s 139us/step - loss: 0.3939 - accuracy: 0.8361\n",
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"Epoch 49/500\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3940 - accuracy: 0.8361\n",
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"Epoch 50/500\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3934 - accuracy: 0.8358\n",
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"Epoch 51/500\n",
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"7200/7200 [==============================] - 1s 131us/step - loss: 0.3941 - accuracy: 0.8364\n",
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"Epoch 52/500\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3938 - accuracy: 0.8346\n",
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"Epoch 53/500\n",
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"7200/7200 [==============================] - 1s 134us/step - loss: 0.3934 - accuracy: 0.8360\n",
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"Epoch 54/500\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3931 - accuracy: 0.8360\n",
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"Epoch 55/500\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3930 - accuracy: 0.8353\n",
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"Epoch 56/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3932 - accuracy: 0.8361\n",
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"Epoch 57/500\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3930 - accuracy: 0.8372\n",
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"Epoch 58/500\n",
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"7200/7200 [==============================] - 1s 133us/step - loss: 0.3930 - accuracy: 0.8379\n",
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"Epoch 59/500\n",
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"7200/7200 [==============================] - 1s 141us/step - loss: 0.3925 - accuracy: 0.8364\n",
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"Epoch 60/500\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3924 - accuracy: 0.8372\n",
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"Epoch 61/500\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3933 - accuracy: 0.8361\n",
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"Epoch 62/500\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.3924 - accuracy: 0.8364\n",
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"Epoch 63/500\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3929 - accuracy: 0.8354\n",
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"Epoch 64/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3924 - accuracy: 0.8354\n",
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"Epoch 65/500\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3920 - accuracy: 0.8368\n",
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"Epoch 66/500\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3922 - accuracy: 0.8358\n",
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"Epoch 67/500\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3924 - accuracy: 0.8361\n",
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"Epoch 68/500\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3918 - accuracy: 0.8376\n",
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"Epoch 69/500\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3920 - accuracy: 0.8361\n",
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"Epoch 70/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3919 - accuracy: 0.8365\n",
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"Epoch 71/500\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3919 - accuracy: 0.8374\n",
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"Epoch 72/500\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3917 - accuracy: 0.8372\n",
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"Epoch 73/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3912 - accuracy: 0.8372\n",
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"Epoch 74/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3919 - accuracy: 0.8369\n",
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"Epoch 75/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3918 - accuracy: 0.8354\n",
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"Epoch 76/500\n",
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"7200/7200 [==============================] - 1s 146us/step - loss: 0.3912 - accuracy: 0.8374\n",
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"Epoch 77/500\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3916 - accuracy: 0.8358\n",
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"Epoch 78/500\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3914 - accuracy: 0.8378\n",
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"Epoch 79/500\n",
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"7200/7200 [==============================] - 1s 141us/step - loss: 0.3916 - accuracy: 0.8358\n",
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"Epoch 80/500\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3914 - accuracy: 0.8363\n",
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"Epoch 81/500\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3915 - accuracy: 0.8364\n",
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"Epoch 82/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3910 - accuracy: 0.8372\n",
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"Epoch 83/500\n",
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"7200/7200 [==============================] - 1s 135us/step - loss: 0.3916 - accuracy: 0.8371\n",
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"Epoch 84/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3909 - accuracy: 0.8386\n",
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"Epoch 85/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3911 - accuracy: 0.8365\n",
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"Epoch 86/500\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3912 - accuracy: 0.8360\n",
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"Epoch 87/500\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3912 - accuracy: 0.8372\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3909 - accuracy: 0.8376\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3913 - accuracy: 0.8368\n",
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"Epoch 90/500\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3912 - accuracy: 0.8372\n",
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"Epoch 91/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3905 - accuracy: 0.8363\n",
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"Epoch 92/500\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3909 - accuracy: 0.8388\n",
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"7200/7200 [==============================] - 1s 144us/step - loss: 0.3908 - accuracy: 0.8372\n",
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"Epoch 94/500\n",
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"7200/7200 [==============================] - 1s 135us/step - loss: 0.3908 - accuracy: 0.8378\n",
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"Epoch 95/500\n"
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3909 - accuracy: 0.8361\n",
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"Epoch 96/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3901 - accuracy: 0.8378\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3899 - accuracy: 0.8390\n",
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"Epoch 98/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3906 - accuracy: 0.8385\n",
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"Epoch 99/500\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3901 - accuracy: 0.8389\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3896 - accuracy: 0.8407\n",
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"Epoch 101/500\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3884 - accuracy: 0.8392\n",
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"Epoch 102/500\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3872 - accuracy: 0.8389\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3866 - accuracy: 0.8399\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3857 - accuracy: 0.8399\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3828 - accuracy: 0.8393\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3801 - accuracy: 0.8410\n",
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"Epoch 107/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3777 - accuracy: 0.8408\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3729 - accuracy: 0.8428\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3690 - accuracy: 0.8454\n",
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"Epoch 110/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3648 - accuracy: 0.8462\n",
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"Epoch 111/500\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3632 - accuracy: 0.8504\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3594 - accuracy: 0.8529\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3584 - accuracy: 0.8543\n",
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"Epoch 114/500\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3557 - accuracy: 0.8568\n",
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"Epoch 115/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3550 - accuracy: 0.8549\n",
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"Epoch 116/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3536 - accuracy: 0.8581\n",
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"Epoch 117/500\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3522 - accuracy: 0.8582\n",
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"Epoch 118/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3512 - accuracy: 0.8586\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3501 - accuracy: 0.8601\n",
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"Epoch 120/500\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3503 - accuracy: 0.8600\n",
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"Epoch 121/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3495 - accuracy: 0.8612\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3496 - accuracy: 0.8610\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3484 - accuracy: 0.8618\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3483 - accuracy: 0.8614\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3478 - accuracy: 0.8600\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3479 - accuracy: 0.8625\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3479 - accuracy: 0.8625\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3465 - accuracy: 0.8625\n",
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"7200/7200 [==============================] - 1s 137us/step - loss: 0.3467 - accuracy: 0.8618\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3469 - accuracy: 0.8619\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3468 - accuracy: 0.8615\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3462 - accuracy: 0.8624\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3459 - accuracy: 0.8596\n",
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"Epoch 134/500\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3451 - accuracy: 0.8622\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3460 - accuracy: 0.8618\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3451 - accuracy: 0.8610\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3455 - accuracy: 0.8636\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3449 - accuracy: 0.8624\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3451 - accuracy: 0.8612\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3449 - accuracy: 0.8631\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3449 - accuracy: 0.8610\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3444 - accuracy: 0.8631\n",
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"Epoch 143/500\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3446 - accuracy: 0.8621\n",
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"Epoch 144/500\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3441 - accuracy: 0.8614\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3438 - accuracy: 0.8650\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3440 - accuracy: 0.8608\n",
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"7200/7200 [==============================] - 1s 153us/step - loss: 0.3433 - accuracy: 0.8619\n",
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"Epoch 148/500\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3432 - accuracy: 0.8639\n",
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"Epoch 149/500\n",
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"7200/7200 [==============================] - 1s 130us/step - loss: 0.3433 - accuracy: 0.8628\n",
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"Epoch 150/500\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3432 - accuracy: 0.8637\n",
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"Epoch 151/500\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3429 - accuracy: 0.8633\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3433 - accuracy: 0.8622\n",
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"Epoch 153/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3429 - accuracy: 0.8619\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3432 - accuracy: 0.8626\n",
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]
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]
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.3359 - accuracy: 0.8646\n",
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]
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3359 - accuracy: 0.8622\n",
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"7200/7200 [==============================] - 1s 137us/step - loss: 0.3356 - accuracy: 0.8644\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3353 - accuracy: 0.8640\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3353 - accuracy: 0.8644\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4272 - accuracy: 0.8040\n",
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"7200/7200 [==============================] - 1s 137us/step - loss: 0.3744 - accuracy: 0.8456\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3602 - accuracy: 0.8482\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3395 - accuracy: 0.8607\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3377 - accuracy: 0.8619\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3368 - accuracy: 0.8625\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3370 - accuracy: 0.8615\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3363 - accuracy: 0.8628\n",
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"7200/7200 [==============================] - 1s 150us/step - loss: 0.3356 - accuracy: 0.8629\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3355 - accuracy: 0.8636\n",
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"7200/7200 [==============================] - 1s 137us/step - loss: 0.3353 - accuracy: 0.8629\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3340 - accuracy: 0.8618\n",
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]
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]
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3249 - accuracy: 0.8665\n",
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"Epoch 210/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3257 - accuracy: 0.8669\n",
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"Epoch 211/500\n",
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"7200/7200 [==============================] - 1s 136us/step - loss: 0.3251 - accuracy: 0.8653\n",
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"Epoch 212/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3248 - accuracy: 0.8660\n",
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"Epoch 213/500\n",
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"7200/7200 [==============================] - 1s 135us/step - loss: 0.3258 - accuracy: 0.8642\n",
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"Epoch 214/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3249 - accuracy: 0.8661\n",
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"Epoch 215/500\n",
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"7200/7200 [==============================] - 1s 169us/step - loss: 0.3251 - accuracy: 0.8675\n",
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"Epoch 216/500\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3254 - accuracy: 0.8639\n",
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"Epoch 217/500\n",
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"7200/7200 [==============================] - 1s 130us/step - loss: 0.3254 - accuracy: 0.8657\n",
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"Epoch 218/500\n",
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"7200/7200 [==============================] - 1s 133us/step - loss: 0.3255 - accuracy: 0.8650\n",
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"Epoch 219/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3249 - accuracy: 0.8657\n",
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"Epoch 220/500\n",
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"7200/7200 [==============================] - 1s 131us/step - loss: 0.3254 - accuracy: 0.8646\n",
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"Epoch 221/500\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3250 - accuracy: 0.8650\n",
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"Epoch 222/500\n",
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"7200/7200 [==============================] - 1s 146us/step - loss: 0.3249 - accuracy: 0.8650\n",
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"Epoch 223/500\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3252 - accuracy: 0.8656\n",
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"Epoch 224/500\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3248 - accuracy: 0.8654\n",
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"Epoch 225/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3249 - accuracy: 0.8665\n",
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"Epoch 226/500\n",
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"7200/7200 [==============================] - 1s 141us/step - loss: 0.3252 - accuracy: 0.8664\n",
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"Epoch 227/500\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3251 - accuracy: 0.8662\n",
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"Epoch 228/500\n",
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"7200/7200 [==============================] - 1s 140us/step - loss: 0.3250 - accuracy: 0.8657\n",
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"Epoch 229/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3256 - accuracy: 0.8656\n",
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"Epoch 230/500\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3248 - accuracy: 0.8656\n",
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"Epoch 231/500\n",
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"7200/7200 [==============================] - 1s 166us/step - loss: 0.3250 - accuracy: 0.8643\n",
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"Epoch 232/500\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3252 - accuracy: 0.8650\n",
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"Epoch 233/500\n",
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"7200/7200 [==============================] - 1s 138us/step - loss: 0.3247 - accuracy: 0.8661\n",
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"Epoch 234/500\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3250 - accuracy: 0.86470s -\n",
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"Epoch 235/500\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3254 - accuracy: 0.8660\n",
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"Epoch 236/500\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3254 - accuracy: 0.8649\n",
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"Epoch 237/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3251 - accuracy: 0.8664\n",
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"Epoch 238/500\n",
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"7200/7200 [==============================] - 1s 139us/step - loss: 0.3251 - accuracy: 0.8668\n",
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"Epoch 239/500\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3246 - accuracy: 0.8657\n",
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"Epoch 240/500\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3247 - accuracy: 0.8657\n",
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"Epoch 241/500\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3250 - accuracy: 0.8662\n",
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"Epoch 242/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3253 - accuracy: 0.8660\n",
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"Epoch 243/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3247 - accuracy: 0.8646\n",
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"Epoch 244/500\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3251 - accuracy: 0.8650\n",
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"Epoch 245/500\n",
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"7200/7200 [==============================] - 1s 134us/step - loss: 0.3248 - accuracy: 0.8657\n",
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"Epoch 246/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3250 - accuracy: 0.8662\n",
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"Epoch 247/500\n",
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"7200/7200 [==============================] - 1s 148us/step - loss: 0.3248 - accuracy: 0.8672\n",
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"Epoch 248/500\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3248 - accuracy: 0.8649\n",
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"Epoch 249/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3247 - accuracy: 0.8661\n",
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"Epoch 250/500\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3255 - accuracy: 0.8653\n",
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"Epoch 251/500\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3248 - accuracy: 0.8646\n",
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"Epoch 252/500\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3252 - accuracy: 0.8664\n",
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"Epoch 253/500\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3246 - accuracy: 0.8675\n",
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"Epoch 254/500\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3256 - accuracy: 0.8656\n",
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"Epoch 255/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3243 - accuracy: 0.8672\n",
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"Epoch 256/500\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3248 - accuracy: 0.8668\n",
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"Epoch 257/500\n",
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"7200/7200 [==============================] - 1s 143us/step - loss: 0.3246 - accuracy: 0.8664\n",
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"Epoch 258/500\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3242 - accuracy: 0.8672\n",
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"Epoch 259/500\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3247 - accuracy: 0.8668\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3249 - accuracy: 0.8664\n",
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"7200/7200 [==============================] - 1s 137us/step - loss: 0.3247 - accuracy: 0.8651\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3243 - accuracy: 0.8662\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.3248 - accuracy: 0.8665\n",
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"7200/7200 [==============================] - 1s 153us/step - loss: 0.3242 - accuracy: 0.8658\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3249 - accuracy: 0.8643\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.3241 - accuracy: 0.8644\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3248 - accuracy: 0.8675\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3252 - accuracy: 0.8658\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3250 - accuracy: 0.8657\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3244 - accuracy: 0.8671\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3243 - accuracy: 0.8675\n",
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"Epoch 272/500\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3250 - accuracy: 0.8654\n",
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"Epoch 273/500\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.3252 - accuracy: 0.8657\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3247 - accuracy: 0.8662\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3246 - accuracy: 0.8657\n",
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"Epoch 276/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3242 - accuracy: 0.8664\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3251 - accuracy: 0.8640\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3244 - accuracy: 0.8660\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3249 - accuracy: 0.8650\n",
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"Epoch 280/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3245 - accuracy: 0.8661\n",
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"Epoch 281/500\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"7200/7200 [==============================] - 1s 130us/step - loss: 0.3248 - accuracy: 0.8661\n",
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"Epoch 282/500\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3249 - accuracy: 0.8672\n",
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"Epoch 284/500\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3248 - accuracy: 0.8662\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3250 - accuracy: 0.8658\n",
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"7200/7200 [==============================] - 1s 131us/step - loss: 0.3248 - accuracy: 0.8660\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3243 - accuracy: 0.8660\n",
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"Epoch 288/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3243 - accuracy: 0.8658\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3250 - accuracy: 0.8674\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3245 - accuracy: 0.8661\n",
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"Epoch 291/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3245 - accuracy: 0.8656\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3241 - accuracy: 0.8658\n",
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"Epoch 293/500\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3246 - accuracy: 0.8646\n",
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"Epoch 294/500\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3241 - accuracy: 0.8664\n",
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"Epoch 295/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3248 - accuracy: 0.8675\n",
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"Epoch 296/500\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.3246 - accuracy: 0.8657\n",
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"Epoch 297/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3249 - accuracy: 0.8657\n",
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"Epoch 298/500\n",
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"7200/7200 [==============================] - 1s 157us/step - loss: 0.3244 - accuracy: 0.8668\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3251 - accuracy: 0.8664\n",
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"Epoch 300/500\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3248 - accuracy: 0.8664\n",
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"Epoch 301/500\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3244 - accuracy: 0.8672\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3245 - accuracy: 0.8661\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3240 - accuracy: 0.8664\n",
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"Epoch 304/500\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3246 - accuracy: 0.8669\n",
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"Epoch 305/500\n",
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"7200/7200 [==============================] - 1s 137us/step - loss: 0.3254 - accuracy: 0.8651\n",
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"Epoch 306/500\n",
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"7200/7200 [==============================] - 1s 131us/step - loss: 0.3244 - accuracy: 0.8642\n",
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"Epoch 307/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3245 - accuracy: 0.8656\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3245 - accuracy: 0.8654\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3240 - accuracy: 0.8668\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3245 - accuracy: 0.8676\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3248 - accuracy: 0.8690\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3249 - accuracy: 0.8668\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3246 - accuracy: 0.8650\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3244 - accuracy: 0.8658\n",
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"7200/7200 [==============================] - 1s 137us/step - loss: 0.3241 - accuracy: 0.8665\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3243 - accuracy: 0.8662\n",
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"7200/7200 [==============================] - 1s 143us/step - loss: 0.3238 - accuracy: 0.8676\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3246 - accuracy: 0.8668\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3242 - accuracy: 0.8667\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3250 - accuracy: 0.8662\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3242 - accuracy: 0.8667\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3241 - accuracy: 0.8669\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3246 - accuracy: 0.8665\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3236 - accuracy: 0.8669\n",
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"Epoch 325/500\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3240 - accuracy: 0.8660\n",
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"Epoch 326/500\n",
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"7200/7200 [==============================] - 1s 131us/step - loss: 0.3247 - accuracy: 0.8654\n",
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"Epoch 327/500\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3245 - accuracy: 0.8654\n",
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"7200/7200 [==============================] - 1s 137us/step - loss: 0.3241 - accuracy: 0.8656\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.3239 - accuracy: 0.8668\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3241 - accuracy: 0.8672\n",
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"Epoch 331/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3243 - accuracy: 0.8653\n",
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"7200/7200 [==============================] - 1s 172us/step - loss: 0.3243 - accuracy: 0.8660\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3242 - accuracy: 0.8660\n",
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"Epoch 334/500\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3243 - accuracy: 0.8656\n",
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"Epoch 335/500\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3239 - accuracy: 0.8662\n",
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"Epoch 336/500\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3242 - accuracy: 0.8668\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3239 - accuracy: 0.8653\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3245 - accuracy: 0.8660\n",
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"Epoch 339/500\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3241 - accuracy: 0.8678\n",
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"Epoch 340/500\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.3239 - accuracy: 0.8668\n",
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"Epoch 341/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3245 - accuracy: 0.8646\n",
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"Epoch 342/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3242 - accuracy: 0.8653\n",
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"Epoch 343/500\n",
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"7200/7200 [==============================] - 1s 131us/step - loss: 0.3240 - accuracy: 0.8653\n",
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"Epoch 344/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3244 - accuracy: 0.8667\n",
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"Epoch 345/500\n",
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"7200/7200 [==============================] - 1s 130us/step - loss: 0.3247 - accuracy: 0.8672\n",
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"Epoch 346/500\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3244 - accuracy: 0.8660\n",
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"Epoch 347/500\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.3242 - accuracy: 0.8665\n",
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"Epoch 348/500\n",
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"7200/7200 [==============================] - 1s 138us/step - loss: 0.3237 - accuracy: 0.8671\n",
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"Epoch 349/500\n",
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"7200/7200 [==============================] - 1s 148us/step - loss: 0.3240 - accuracy: 0.8662\n",
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"7200/7200 [==============================] - 1s 136us/step - loss: 0.3241 - accuracy: 0.8662\n",
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"Epoch 352/500\n",
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"7200/7200 [==============================] - 1s 136us/step - loss: 0.3240 - accuracy: 0.8649\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3244 - accuracy: 0.8662\n",
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]
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3245 - accuracy: 0.8674\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3243 - accuracy: 0.8674\n",
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"7200/7200 [==============================] - 1s 168us/step - loss: 0.3243 - accuracy: 0.8665\n",
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"7200/7200 [==============================] - 1s 196us/step - loss: 0.3240 - accuracy: 0.8660\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3241 - accuracy: 0.8667\n",
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"7200/7200 [==============================] - 1s 137us/step - loss: 0.3241 - accuracy: 0.8654\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.3240 - accuracy: 0.8664\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3246 - accuracy: 0.8657\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3243 - accuracy: 0.8658\n",
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"7200/7200 [==============================] - 1s 155us/step - loss: 0.3242 - accuracy: 0.8665\n",
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"Epoch 381/500\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3243 - accuracy: 0.8664\n",
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"7200/7200 [==============================] - 1s 143us/step - loss: 0.3235 - accuracy: 0.8678\n",
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"Epoch 383/500\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3242 - accuracy: 0.8675\n",
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"Epoch 384/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3244 - accuracy: 0.8660\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3235 - accuracy: 0.8660\n",
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"7200/7200 [==============================] - 1s 140us/step - loss: 0.3238 - accuracy: 0.8653\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3237 - accuracy: 0.8672\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3241 - accuracy: 0.8672\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3239 - accuracy: 0.8679\n",
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"7200/7200 [==============================] - 1s 145us/step - loss: 0.3245 - accuracy: 0.8660\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3235 - accuracy: 0.8674\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3240 - accuracy: 0.8656\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3240 - accuracy: 0.8657\n",
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"7200/7200 [==============================] - 1s 160us/step - loss: 0.3237 - accuracy: 0.8669\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3240 - accuracy: 0.8664\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3243 - accuracy: 0.8654\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3242 - accuracy: 0.8662\n",
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"Epoch 400/500\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3236 - accuracy: 0.8657\n",
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"Epoch 401/500\n",
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"7200/7200 [==============================] - 1s 145us/step - loss: 0.3238 - accuracy: 0.8662\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3235 - accuracy: 0.8672\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.3234 - accuracy: 0.8681\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.3241 - accuracy: 0.8658\n",
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"Epoch 405/500\n",
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"7200/7200 [==============================] - 1s 140us/step - loss: 0.3243 - accuracy: 0.8658\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3239 - accuracy: 0.8668\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3238 - accuracy: 0.8661\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3241 - accuracy: 0.8674\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3238 - accuracy: 0.8656\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3237 - accuracy: 0.8662\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3244 - accuracy: 0.8654\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3236 - accuracy: 0.8649\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3234 - accuracy: 0.8665\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3240 - accuracy: 0.8658\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3238 - accuracy: 0.8660\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3242 - accuracy: 0.8678\n",
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"7200/7200 [==============================] - 1s 148us/step - loss: 0.3237 - accuracy: 0.8657\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3236 - accuracy: 0.8662\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3239 - accuracy: 0.8653\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3233 - accuracy: 0.8669\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3235 - accuracy: 0.8653\n",
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]
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"text": [
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3229 - accuracy: 0.8657\n",
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"7200/7200 [==============================] - 1s 146us/step - loss: 0.3231 - accuracy: 0.8679\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.3233 - accuracy: 0.8669\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3234 - accuracy: 0.8667\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3230 - accuracy: 0.8665\n",
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"7200/7200 [==============================] - 1s 144us/step - loss: 0.3229 - accuracy: 0.8653\n",
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"7200/7200 [==============================] - 1s 133us/step - loss: 0.3228 - accuracy: 0.8681\n",
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"7200/7200 [==============================] - 1s 144us/step - loss: 0.3229 - accuracy: 0.8649\n",
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"7200/7200 [==============================] - 1s 130us/step - loss: 0.3231 - accuracy: 0.8656\n",
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"7200/7200 [==============================] - 1s 130us/step - loss: 0.3230 - accuracy: 0.8653\n",
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"7200/7200 [==============================] - 1s 165us/step - loss: 0.3231 - accuracy: 0.8665\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.3227 - accuracy: 0.8674\n",
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"7200/7200 [==============================] - 1s 130us/step - loss: 0.3228 - accuracy: 0.8661\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3230 - accuracy: 0.8653\n",
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"7200/7200 [==============================] - 1s 144us/step - loss: 0.3236 - accuracy: 0.8664\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3229 - accuracy: 0.8681\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3231 - accuracy: 0.8651\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3230 - accuracy: 0.8671\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3228 - accuracy: 0.8668\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3227 - accuracy: 0.8676\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3228 - accuracy: 0.8674\n",
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"7200/7200 [==============================] - 1s 131us/step - loss: 0.3225 - accuracy: 0.8679\n",
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"7200/7200 [==============================] - 1s 153us/step - loss: 0.3229 - accuracy: 0.8657\n",
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"7200/7200 [==============================] - 1s 140us/step - loss: 0.3229 - accuracy: 0.8660\n",
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"7200/7200 [==============================] - 1s 139us/step - loss: 0.3226 - accuracy: 0.8679\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3223 - accuracy: 0.8683\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.3227 - accuracy: 0.8678\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3228 - accuracy: 0.8654\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3227 - accuracy: 0.8674\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3227 - accuracy: 0.8668\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3229 - accuracy: 0.8662\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.3232 - accuracy: 0.8665\n",
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"Epoch 499/500\n",
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"7200/7200 [==============================] - 1s 131us/step - loss: 0.3230 - accuracy: 0.8660\n",
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"Epoch 500/500\n",
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"7200/7200 [==============================] - 1s 138us/step - loss: 0.3232 - accuracy: 0.8665\n",
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"Epoch 1/500\n",
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"7200/7200 [==============================] - 1s 160us/step - loss: 0.5776 - accuracy: 0.7942\n",
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]
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"7200/7200 [==============================] - 1s 142us/step - loss: 0.3871 - accuracy: 0.8229\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3556 - accuracy: 0.8556\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3543 - accuracy: 0.8529\n",
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"Epoch 35/500\n",
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"7200/7200 [==============================] - 1s 141us/step - loss: 0.3530 - accuracy: 0.8554\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3526 - accuracy: 0.8543\n",
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"Epoch 37/500\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3521 - accuracy: 0.8562\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3521 - accuracy: 0.8582\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3514 - accuracy: 0.8568\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3512 - accuracy: 0.8581\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3499 - accuracy: 0.8581\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3489 - accuracy: 0.8581\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3488 - accuracy: 0.8571\n",
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"7200/7200 [==============================] - 1s 165us/step - loss: 0.3478 - accuracy: 0.8594\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3483 - accuracy: 0.8581\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3477 - accuracy: 0.8597\n",
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"7200/7200 [==============================] - 1s 145us/step - loss: 0.3479 - accuracy: 0.8592\n",
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"7200/7200 [==============================] - 1s 131us/step - loss: 0.3472 - accuracy: 0.8582\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3467 - accuracy: 0.8581\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3463 - accuracy: 0.8581\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3451 - accuracy: 0.8600\n",
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"7200/7200 [==============================] - 1s 133us/step - loss: 0.3449 - accuracy: 0.8600\n",
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]
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3420 - accuracy: 0.8600\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3415 - accuracy: 0.8600\n",
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"7200/7200 [==============================] - ETA: 0s - loss: 0.3423 - accuracy: 0.85 - 1s 101us/step - loss: 0.3413 - accuracy: 0.8594\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3415 - accuracy: 0.8601\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3414 - accuracy: 0.8604\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3417 - accuracy: 0.8618\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3402 - accuracy: 0.8590\n",
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"7200/7200 [==============================] - 1s 137us/step - loss: 0.3406 - accuracy: 0.8610\n",
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"Epoch 123/500\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3407 - accuracy: 0.8603\n",
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"Epoch 124/500\n",
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"7200/7200 [==============================] - 1s 135us/step - loss: 0.3403 - accuracy: 0.8601\n",
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"Epoch 125/500\n",
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]
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]
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"7200/7200 [==============================] - 1s 142us/step - loss: 0.3379 - accuracy: 0.8621\n",
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"Epoch 403/500\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3373 - accuracy: 0.8632\n",
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"Epoch 405/500\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3377 - accuracy: 0.8628\n",
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"Epoch 406/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3376 - accuracy: 0.8631\n",
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"Epoch 407/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3364 - accuracy: 0.8651\n",
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"Epoch 408/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3378 - accuracy: 0.8632\n",
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"Epoch 409/500\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3362 - accuracy: 0.8624\n",
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"Epoch 410/500\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3362 - accuracy: 0.8643\n",
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"Epoch 411/500\n",
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"7200/7200 [==============================] - 1s 142us/step - loss: 0.3368 - accuracy: 0.8608\n",
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"Epoch 414/500\n",
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"7200/7200 [==============================] - 1s 148us/step - loss: 0.3368 - accuracy: 0.8626\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3371 - accuracy: 0.8619\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3375 - accuracy: 0.8633\n",
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"Epoch 417/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3369 - accuracy: 0.8622\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3369 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3374 - accuracy: 0.8628\n",
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"Epoch 421/500\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3372 - accuracy: 0.8631\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3367 - accuracy: 0.8624\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3365 - accuracy: 0.8610\n",
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"Epoch 424/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3369 - accuracy: 0.8621\n",
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"Epoch 425/500\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3371 - accuracy: 0.8625\n",
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"Epoch 426/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3374 - accuracy: 0.8608\n",
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"Epoch 427/500\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3368 - accuracy: 0.8635\n",
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"Epoch 428/500\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3370 - accuracy: 0.8619\n",
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"Epoch 429/500\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3358 - accuracy: 0.8622\n",
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"Epoch 430/500\n",
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"7200/7200 [==============================] - 1s 148us/step - loss: 0.3362 - accuracy: 0.8647\n",
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"Epoch 431/500\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3373 - accuracy: 0.8626\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3376 - accuracy: 0.8604\n",
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"Epoch 433/500\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3366 - accuracy: 0.8632\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3374 - accuracy: 0.8617\n",
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"Epoch 435/500\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3372 - accuracy: 0.8619\n",
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"Epoch 436/500\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.3370 - accuracy: 0.8621\n",
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"Epoch 437/500\n",
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"7200/7200 [==============================] - 1s 156us/step - loss: 0.3369 - accuracy: 0.8628\n",
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"Epoch 438/500\n",
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"7200/7200 [==============================] - 1s 133us/step - loss: 0.3359 - accuracy: 0.8646\n",
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"Epoch 439/500\n",
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"7200/7200 [==============================] - 1s 130us/step - loss: 0.3373 - accuracy: 0.8635\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3374 - accuracy: 0.8617\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3366 - accuracy: 0.8626\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3372 - accuracy: 0.8610\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3361 - accuracy: 0.8626\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3365 - accuracy: 0.8649\n",
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"7200/7200 [==============================] - 1s 137us/step - loss: 0.3364 - accuracy: 0.8625\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3367 - accuracy: 0.8640\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3368 - accuracy: 0.8643\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3370 - accuracy: 0.8637\n",
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"7200/7200 [==============================] - 1s 131us/step - loss: 0.3367 - accuracy: 0.8621\n",
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"7200/7200 [==============================] - 1s 130us/step - loss: 0.3373 - accuracy: 0.8632\n",
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"7200/7200 [==============================] - 1s 166us/step - loss: 0.3368 - accuracy: 0.8624\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3369 - accuracy: 0.8629\n",
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"7200/7200 [==============================] - 1s 137us/step - loss: 0.3372 - accuracy: 0.8629\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3363 - accuracy: 0.8636\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3368 - accuracy: 0.8640\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3371 - accuracy: 0.8618\n",
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"7200/7200 [==============================] - 1s 148us/step - loss: 0.3377 - accuracy: 0.8608\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3367 - accuracy: 0.8647\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3366 - accuracy: 0.8614\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3370 - accuracy: 0.8612\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3370 - accuracy: 0.8621\n",
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"7200/7200 [==============================] - 1s 135us/step - loss: 0.3367 - accuracy: 0.8640\n",
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"Epoch 465/500\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3371 - accuracy: 0.8611\n",
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"Epoch 466/500\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3367 - accuracy: 0.8633\n",
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"Epoch 467/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3367 - accuracy: 0.8639\n",
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"7200/7200 [==============================] - 1s 136us/step - loss: 0.3369 - accuracy: 0.8615\n",
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"7200/7200 [==============================] - 1s 145us/step - loss: 0.3371 - accuracy: 0.8639\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3375 - accuracy: 0.8633\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3366 - accuracy: 0.8643\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3369 - accuracy: 0.8635\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3366 - accuracy: 0.8626\n",
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"7200/7200 [==============================] - 1s 141us/step - loss: 0.3363 - accuracy: 0.8624\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3365 - accuracy: 0.8635\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3367 - accuracy: 0.8615\n",
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"Epoch 490/500\n",
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"7200/7200 [==============================] - 1s 130us/step - loss: 0.3361 - accuracy: 0.8640\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3364 - accuracy: 0.8639\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3363 - accuracy: 0.8643\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3370 - accuracy: 0.8639\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3361 - accuracy: 0.8608\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3363 - accuracy: 0.8619\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3368 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3367 - accuracy: 0.8611\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3372 - accuracy: 0.8632\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3369 - accuracy: 0.8601\n",
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"7200/7200 [==============================] - 1s 137us/step - loss: 0.6180 - accuracy: 0.7951\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4669 - accuracy: 0.7971\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4428 - accuracy: 0.7971\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.4370 - accuracy: 0.7971\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4320 - accuracy: 0.7971\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.4301 - accuracy: 0.7971\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4283 - accuracy: 0.7971\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4265 - accuracy: 0.7971 0s - loss: 0.4\n",
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"Epoch 10/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4225 - accuracy: 0.7971\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4207 - accuracy: 0.8071\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.4192 - accuracy: 0.8221\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.4166 - accuracy: 0.8256\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4157 - accuracy: 0.8275\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.4139 - accuracy: 0.8288\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4130 - accuracy: 0.8313\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.4123 - accuracy: 0.8319\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.4118 - accuracy: 0.8332\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.4086 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4082 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4078 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.4071 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.4065 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.4059 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.4052 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.4041 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4036 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.4032 - accuracy: 0.8360\n",
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"Epoch 42/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3945 - accuracy: 0.8383\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3935 - accuracy: 0.8379\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3928 - accuracy: 0.8392\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3927 - accuracy: 0.8376\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3918 - accuracy: 0.8378\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3917 - accuracy: 0.8390\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3910 - accuracy: 0.8390\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3768 - accuracy: 0.8422\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3754 - accuracy: 0.8400\n",
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]
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3401 - accuracy: 0.8586\n",
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"7200/7200 [==============================] - 1s 130us/step - loss: 0.3398 - accuracy: 0.8589\n",
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"Epoch 319/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3345 - accuracy: 0.8629\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3339 - accuracy: 0.8637\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3339 - accuracy: 0.8636\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3344 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3340 - accuracy: 0.8640\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3337 - accuracy: 0.8656\n",
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]
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3336 - accuracy: 0.8650\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3333 - accuracy: 0.8647\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3328 - accuracy: 0.8654\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3332 - accuracy: 0.8631\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3332 - accuracy: 0.8640\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3328 - accuracy: 0.8642\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3331 - accuracy: 0.8643\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.3330 - accuracy: 0.8643\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3330 - accuracy: 0.8642\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3326 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3320 - accuracy: 0.8637\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3323 - accuracy: 0.8643\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3331 - accuracy: 0.8661\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3323 - accuracy: 0.8644\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3328 - accuracy: 0.8651\n",
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"7200/7200 [==============================] - 1s 131us/step - loss: 0.3321 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3327 - accuracy: 0.8633\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3322 - accuracy: 0.8656\n",
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"7200/7200 [==============================] - 1s 134us/step - loss: 0.3320 - accuracy: 0.8642\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3318 - accuracy: 0.8650\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3325 - accuracy: 0.8664\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3322 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3320 - accuracy: 0.8650\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3314 - accuracy: 0.8651\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3319 - accuracy: 0.8649\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3313 - accuracy: 0.8643\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3314 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3319 - accuracy: 0.8651\n",
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]
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"text": [
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3317 - accuracy: 0.8649\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3316 - accuracy: 0.8656\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3315 - accuracy: 0.8653\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3307 - accuracy: 0.8636\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3313 - accuracy: 0.8625\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.3313 - accuracy: 0.8654\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3318 - accuracy: 0.8640\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.3309 - accuracy: 0.8678\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3314 - accuracy: 0.8654\n",
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"7200/7200 [==============================] - 1s 135us/step - loss: 0.3313 - accuracy: 0.8649\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3307 - accuracy: 0.8660\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3309 - accuracy: 0.8657\n",
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]
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3303 - accuracy: 0.8671\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3945 - accuracy: 0.8363\n",
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]
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"Epoch 96/500\n",
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"Epoch 154/500\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3921 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3924 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3917 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3921 - accuracy: 0.8368\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.3914 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3921 - accuracy: 0.8357\n",
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]
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"7200/7200 [==============================] - 1s 152us/step - loss: 0.3920 - accuracy: 0.8361\n",
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"Epoch 235/500\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3919 - accuracy: 0.8383\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3920 - accuracy: 0.8361\n",
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"Epoch 238/500\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3919 - accuracy: 0.8367\n",
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"Epoch 239/500\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3917 - accuracy: 0.8364\n",
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"Epoch 240/500\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3921 - accuracy: 0.8357\n",
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"Epoch 241/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3915 - accuracy: 0.8365\n",
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"Epoch 242/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3920 - accuracy: 0.8364\n",
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"Epoch 243/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3918 - accuracy: 0.8376\n",
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"Epoch 244/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3918 - accuracy: 0.8368\n",
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"Epoch 245/500\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3921 - accuracy: 0.8376\n",
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"Epoch 246/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3923 - accuracy: 0.8351\n",
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"Epoch 247/500\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3924 - accuracy: 0.8356\n",
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"Epoch 248/500\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3916 - accuracy: 0.8369\n",
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"Epoch 249/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3918 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3918 - accuracy: 0.8371\n",
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"Epoch 251/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3918 - accuracy: 0.8358\n",
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"Epoch 252/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3920 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 153us/step - loss: 0.3921 - accuracy: 0.8364\n",
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"Epoch 254/500\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3918 - accuracy: 0.8349\n",
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"Epoch 255/500\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3920 - accuracy: 0.8364\n",
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"Epoch 256/500\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3918 - accuracy: 0.8375\n",
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"Epoch 257/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3915 - accuracy: 0.8388\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3916 - accuracy: 0.8371\n",
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"Epoch 260/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3917 - accuracy: 0.8376\n",
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"Epoch 261/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3920 - accuracy: 0.8353\n",
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"Epoch 262/500\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3923 - accuracy: 0.8356\n",
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"Epoch 263/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3918 - accuracy: 0.8358\n",
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"Epoch 264/500\n",
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"7200/7200 [==============================] - 1s 140us/step - loss: 0.3921 - accuracy: 0.8369\n",
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"Epoch 265/500\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3920 - accuracy: 0.8367\n",
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"Epoch 266/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3916 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3921 - accuracy: 0.8367\n",
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"Epoch 268/500\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3918 - accuracy: 0.8365\n",
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"Epoch 269/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3917 - accuracy: 0.8369\n",
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"Epoch 270/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3915 - accuracy: 0.8360\n",
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"Epoch 271/500\n",
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"7200/7200 [==============================] - 1s 136us/step - loss: 0.3919 - accuracy: 0.8376\n",
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"Epoch 272/500\n",
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"7200/7200 [==============================] - 1s 130us/step - loss: 0.3920 - accuracy: 0.8379\n",
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"Epoch 273/500\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3918 - accuracy: 0.8351\n",
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"Epoch 274/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3923 - accuracy: 0.8363\n",
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"Epoch 275/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3917 - accuracy: 0.8351\n",
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"Epoch 276/500\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3917 - accuracy: 0.8374\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3918 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3920 - accuracy: 0.8381\n",
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"Epoch 279/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3921 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 134us/step - loss: 0.3919 - accuracy: 0.8358\n",
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"Epoch 281/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3919 - accuracy: 0.8356\n",
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"Epoch 282/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3921 - accuracy: 0.8369\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3917 - accuracy: 0.8368\n",
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"7200/7200 [==============================] - 1s 130us/step - loss: 0.3918 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3921 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3916 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3917 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3921 - accuracy: 0.8374\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3920 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3917 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3918 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3919 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3921 - accuracy: 0.8383\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3918 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 2s 305us/step - loss: 0.3921 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 156us/step - loss: 0.3918 - accuracy: 0.8351\n",
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"Epoch 297/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3920 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3918 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3916 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3917 - accuracy: 0.8378\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3920 - accuracy: 0.8374\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3913 - accuracy: 0.8375\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.3922 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 138us/step - loss: 0.3918 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 131us/step - loss: 0.3921 - accuracy: 0.8354\n",
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"Epoch 306/500\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3921 - accuracy: 0.8383\n",
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"Epoch 307/500\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3918 - accuracy: 0.8378\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3918 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 134us/step - loss: 0.3917 - accuracy: 0.8392\n",
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"7200/7200 [==============================] - 1s 130us/step - loss: 0.3921 - accuracy: 0.8374\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3916 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 134us/step - loss: 0.3920 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 133us/step - loss: 0.3922 - accuracy: 0.8372\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3915 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 137us/step - loss: 0.3920 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 146us/step - loss: 0.3914 - accuracy: 0.8374\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3920 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3917 - accuracy: 0.8376\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3919 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3919 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 133us/step - loss: 0.3920 - accuracy: 0.8374\n",
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"7200/7200 [==============================] - 1s 133us/step - loss: 0.3919 - accuracy: 0.8360\n",
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"Epoch 329/500\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3914 - accuracy: 0.8363\n",
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"Epoch 330/500\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.3916 - accuracy: 0.8376\n",
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"Epoch 331/500\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3919 - accuracy: 0.8368\n",
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"7200/7200 [==============================] - 1s 151us/step - loss: 0.3918 - accuracy: 0.8367\n",
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"Epoch 333/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3919 - accuracy: 0.8378\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3920 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 130us/step - loss: 0.3919 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3915 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3915 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 157us/step - loss: 0.3913 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3920 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3917 - accuracy: 0.8369\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3916 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3917 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 155us/step - loss: 0.3919 - accuracy: 0.8372\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.3915 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3920 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3920 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3919 - accuracy: 0.8369\n",
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"Epoch 348/500\n",
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"7200/7200 [==============================] - 1s 140us/step - loss: 0.3920 - accuracy: 0.8360\n",
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"Epoch 349/500\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3918 - accuracy: 0.8363\n",
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"Epoch 350/500\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3920 - accuracy: 0.8354\n",
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"Epoch 351/500\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3922 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3915 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3915 - accuracy: 0.8378\n",
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"Epoch 354/500\n",
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"7200/7200 [==============================] - 1s 157us/step - loss: 0.3920 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 135us/step - loss: 0.3919 - accuracy: 0.8356\n",
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"Epoch 356/500\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3913 - accuracy: 0.8368\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3915 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3915 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3914 - accuracy: 0.8358\n",
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"Epoch 360/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3917 - accuracy: 0.8379\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3919 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 131us/step - loss: 0.3918 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 146us/step - loss: 0.3918 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3917 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.3920 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3918 - accuracy: 0.8354\n",
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"Epoch 367/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3915 - accuracy: 0.8351\n",
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"Epoch 368/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3916 - accuracy: 0.8367\n",
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"Epoch 369/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3919 - accuracy: 0.8379\n",
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"Epoch 370/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3916 - accuracy: 0.8360\n",
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"Epoch 371/500\n",
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"7200/7200 [==============================] - 1s 154us/step - loss: 0.3919 - accuracy: 0.8367\n",
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"Epoch 372/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3918 - accuracy: 0.8365\n",
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"Epoch 373/500\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3916 - accuracy: 0.8360\n",
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"Epoch 374/500\n",
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"7200/7200 [==============================] - 1s 130us/step - loss: 0.3919 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3918 - accuracy: 0.8369\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3918 - accuracy: 0.8353\n",
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]
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"7200/7200 [==============================] - 1s 149us/step - loss: 0.3916 - accuracy: 0.8383\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3917 - accuracy: 0.8356\n",
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"Epoch 409/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3918 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3911 - accuracy: 0.8368\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3921 - accuracy: 0.8379\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3911 - accuracy: 0.8369\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3917 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3915 - accuracy: 0.8388\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3918 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3920 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3914 - accuracy: 0.8372\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3915 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3919 - accuracy: 0.8383\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3916 - accuracy: 0.8364\n",
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]
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"text": [
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3919 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3916 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3912 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3915 - accuracy: 0.8374\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3916 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3914 - accuracy: 0.8388\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3914 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3918 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 131us/step - loss: 0.3916 - accuracy: 0.8383\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4500 - accuracy: 0.7956\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4377 - accuracy: 0.7956\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.4258 - accuracy: 0.7956\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.4227 - accuracy: 0.7992\n",
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"Epoch 8/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.4201 - accuracy: 0.8196\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.4169 - accuracy: 0.8292\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.4016 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.4009 - accuracy: 0.8354\n",
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]
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]
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3483 - accuracy: 0.8596\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3479 - accuracy: 0.8587\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3483 - accuracy: 0.8599\n",
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]
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3438 - accuracy: 0.8596\n",
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]
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]
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]
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"Epoch 428/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3424 - accuracy: 0.8586\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3420 - accuracy: 0.8583\n",
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"Epoch 430/500\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3423 - accuracy: 0.8608\n",
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"Epoch 431/500\n",
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"7200/7200 [==============================] - 1s 140us/step - loss: 0.3418 - accuracy: 0.8612\n",
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"Epoch 432/500\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3423 - accuracy: 0.8592\n",
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"Epoch 433/500\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3426 - accuracy: 0.8594\n",
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"Epoch 434/500\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3414 - accuracy: 0.8604\n",
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"Epoch 435/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3424 - accuracy: 0.8583\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3423 - accuracy: 0.8597\n",
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"Epoch 437/500\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.3423 - accuracy: 0.8586\n",
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"Epoch 438/500\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3415 - accuracy: 0.8606\n",
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"Epoch 439/500\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3422 - accuracy: 0.8596\n",
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"Epoch 440/500\n",
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"7200/7200 [==============================] - 1s 134us/step - loss: 0.3418 - accuracy: 0.8625\n",
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"Epoch 441/500\n",
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"7200/7200 [==============================] - 1s 135us/step - loss: 0.3418 - accuracy: 0.8592\n",
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"Epoch 442/500\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3425 - accuracy: 0.8593\n",
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"Epoch 443/500\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3424 - accuracy: 0.8581\n",
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"Epoch 444/500\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3419 - accuracy: 0.8610\n",
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"Epoch 445/500\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3422 - accuracy: 0.8604\n",
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"Epoch 446/500\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3422 - accuracy: 0.8624\n",
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"Epoch 447/500\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3423 - accuracy: 0.8599\n",
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"Epoch 448/500\n",
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"7200/7200 [==============================] - 1s 131us/step - loss: 0.3413 - accuracy: 0.8600\n",
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"Epoch 449/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3416 - accuracy: 0.8593\n",
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"Epoch 450/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3422 - accuracy: 0.8578\n",
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"Epoch 451/500\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3416 - accuracy: 0.8594\n",
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"Epoch 452/500\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3420 - accuracy: 0.8594\n",
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"Epoch 453/500\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3421 - accuracy: 0.8599\n",
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"Epoch 454/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3416 - accuracy: 0.8608\n",
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"Epoch 455/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3424 - accuracy: 0.8587\n",
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"Epoch 456/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3420 - accuracy: 0.8610\n",
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"Epoch 457/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3415 - accuracy: 0.8586\n",
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"Epoch 458/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3420 - accuracy: 0.8572\n",
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"Epoch 459/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3422 - accuracy: 0.8590\n",
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"Epoch 460/500\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3421 - accuracy: 0.8592\n",
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"Epoch 461/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3417 - accuracy: 0.8604\n",
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"Epoch 462/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3422 - accuracy: 0.8571\n",
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"Epoch 463/500\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3419 - accuracy: 0.8612\n",
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"Epoch 464/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3416 - accuracy: 0.8611\n",
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"Epoch 465/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3418 - accuracy: 0.8582\n",
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"Epoch 466/500\n",
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"7200/7200 [==============================] - 1s 138us/step - loss: 0.3422 - accuracy: 0.8597\n",
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"Epoch 467/500\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3418 - accuracy: 0.8615\n",
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"Epoch 468/500\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3414 - accuracy: 0.8597\n",
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"Epoch 469/500\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3426 - accuracy: 0.8583\n",
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"Epoch 470/500\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3420 - accuracy: 0.8587\n",
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"Epoch 471/500\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3420 - accuracy: 0.8615\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3422 - accuracy: 0.8610\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3423 - accuracy: 0.8599\n",
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"Epoch 474/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3422 - accuracy: 0.8604\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3419 - accuracy: 0.8586\n",
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"Epoch 476/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3420 - accuracy: 0.8599\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3419 - accuracy: 0.8606\n",
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"Epoch 478/500\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3416 - accuracy: 0.8579\n",
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"Epoch 479/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3418 - accuracy: 0.8593\n",
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"Epoch 480/500\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3423 - accuracy: 0.8593\n",
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"Epoch 481/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3416 - accuracy: 0.8587\n",
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"Epoch 482/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3416 - accuracy: 0.8582\n",
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"Epoch 483/500\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3423 - accuracy: 0.8589\n",
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"Epoch 484/500\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3419 - accuracy: 0.8593\n",
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"7200/7200 [==============================] - 1s 148us/step - loss: 0.3418 - accuracy: 0.8604\n",
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"Epoch 486/500\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3420 - accuracy: 0.8603\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3418 - accuracy: 0.8610\n",
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"Epoch 488/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3423 - accuracy: 0.8578\n",
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"Epoch 489/500\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3420 - accuracy: 0.8599\n",
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"Epoch 490/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3421 - accuracy: 0.8601\n",
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"Epoch 491/500\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3421 - accuracy: 0.8590\n",
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"Epoch 492/500\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3417 - accuracy: 0.8593\n",
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"Epoch 493/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3415 - accuracy: 0.8600\n",
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"Epoch 495/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3420 - accuracy: 0.8594\n",
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"7200/7200 [==============================] - 2s 347us/step - loss: 0.3416 - accuracy: 0.8604\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3419 - accuracy: 0.8593\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3417 - accuracy: 0.8594\n",
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"Epoch 499/500\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3417 - accuracy: 0.8586\n",
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"Epoch 500/500\n",
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"7200/7200 [==============================] - 1s 144us/step - loss: 0.3419 - accuracy: 0.8582\n",
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"Epoch 1/500\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.5594 - accuracy: 0.7974\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.4427 - accuracy: 0.7975\n",
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"Epoch 3/500\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.4331 - accuracy: 0.7975\n",
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"Epoch 4/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4287 - accuracy: 0.7975\n",
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"Epoch 5/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.4241 - accuracy: 0.7975\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.4206 - accuracy: 0.7975\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.4173 - accuracy: 0.8207\n",
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"Epoch 8/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.4153 - accuracy: 0.8260\n",
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"Epoch 9/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.4140 - accuracy: 0.8282\n",
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"Epoch 10/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4129 - accuracy: 0.8299\n",
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"Epoch 11/500\n",
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"7200/7200 [==============================] - 1s 144us/step - loss: 0.4117 - accuracy: 0.8310\n",
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"Epoch 12/500\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.4111 - accuracy: 0.8324\n",
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"Epoch 13/500\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.4102 - accuracy: 0.8326\n",
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"Epoch 14/500\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.4095 - accuracy: 0.8333\n",
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"Epoch 15/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4090 - accuracy: 0.8338\n",
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"Epoch 16/500\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.4083 - accuracy: 0.8342\n",
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"Epoch 17/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4077 - accuracy: 0.8360\n",
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"Epoch 18/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4074 - accuracy: 0.8338\n",
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"Epoch 19/500\n",
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"7200/7200 [==============================] - 1s 145us/step - loss: 0.4065 - accuracy: 0.8344\n",
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"Epoch 20/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.4064 - accuracy: 0.8354\n",
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"Epoch 21/500\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.4059 - accuracy: 0.8338\n",
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"Epoch 22/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4055 - accuracy: 0.8354\n",
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"Epoch 23/500\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.4053 - accuracy: 0.8365\n",
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"Epoch 24/500\n",
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"7200/7200 [==============================] - 1s 131us/step - loss: 0.4048 - accuracy: 0.8360\n",
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"Epoch 25/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.4045 - accuracy: 0.8368\n",
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"Epoch 26/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.4043 - accuracy: 0.8353\n",
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"Epoch 27/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4039 - accuracy: 0.8351\n",
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"Epoch 28/500\n",
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"7200/7200 [==============================] - 1s 135us/step - loss: 0.4038 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.4035 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 141us/step - loss: 0.4031 - accuracy: 0.8358\n",
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"Epoch 31/500\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.4030 - accuracy: 0.8354\n",
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"Epoch 32/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.4026 - accuracy: 0.8361\n",
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"Epoch 33/500\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.4025 - accuracy: 0.8367\n",
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"Epoch 34/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4025 - accuracy: 0.8354\n",
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"Epoch 35/500\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.4021 - accuracy: 0.8354\n",
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"Epoch 36/500\n",
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"7200/7200 [==============================] - 1s 139us/step - loss: 0.4014 - accuracy: 0.8365\n",
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"Epoch 37/500\n",
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"7200/7200 [==============================] - 1s 136us/step - loss: 0.4017 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.4015 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.4011 - accuracy: 0.8358\n",
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"Epoch 40/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.4009 - accuracy: 0.8368\n",
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"Epoch 41/500\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.4007 - accuracy: 0.8351\n",
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"Epoch 42/500\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.4005 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.4004 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.4004 - accuracy: 0.8360\n",
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"Epoch 45/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.4003 - accuracy: 0.8342\n",
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"Epoch 46/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3999 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3995 - accuracy: 0.8374\n",
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"Epoch 48/500\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3999 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 138us/step - loss: 0.3988 - accuracy: 0.8372\n",
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"Epoch 50/500\n",
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"7200/7200 [==============================] - 1s 138us/step - loss: 0.3997 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3993 - accuracy: 0.8382\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3994 - accuracy: 0.8381\n",
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"Epoch 53/500\n",
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"7200/7200 [==============================] - 1s 151us/step - loss: 0.3993 - accuracy: 0.8372\n",
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"Epoch 54/500\n",
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"7200/7200 [==============================] - 1s 143us/step - loss: 0.3991 - accuracy: 0.8372\n",
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"Epoch 55/500\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3989 - accuracy: 0.8358\n",
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"Epoch 56/500\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3989 - accuracy: 0.8371\n",
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"Epoch 57/500\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3985 - accuracy: 0.8383\n",
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"Epoch 58/500\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3986 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 138us/step - loss: 0.3986 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3987 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3981 - accuracy: 0.8383\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3982 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3980 - accuracy: 0.8382\n",
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"Epoch 64/500\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3981 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3979 - accuracy: 0.8372\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3978 - accuracy: 0.8356\n",
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"Epoch 67/500\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3958 - accuracy: 0.8375\n",
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]
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3961 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3961 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3958 - accuracy: 0.8381\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3959 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3958 - accuracy: 0.8378\n",
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]
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3957 - accuracy: 0.8381\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3958 - accuracy: 0.8376\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3957 - accuracy: 0.8372\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3960 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3957 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3959 - accuracy: 0.8374\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3957 - accuracy: 0.8382\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3953 - accuracy: 0.8375\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3957 - accuracy: 0.8386\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3958 - accuracy: 0.8383\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3960 - accuracy: 0.8368\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3958 - accuracy: 0.8376\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3958 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3955 - accuracy: 0.8363\n",
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]
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{
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"7200/7200 [==============================] - 1s 170us/step - loss: 0.3957 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3956 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3954 - accuracy: 0.8374\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3959 - accuracy: 0.8360\n",
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"Epoch 401/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3954 - accuracy: 0.8381\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.3954 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3957 - accuracy: 0.8372\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3955 - accuracy: 0.8369\n",
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"7200/7200 [==============================] - 1s 131us/step - loss: 0.3958 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3961 - accuracy: 0.8375\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3954 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3957 - accuracy: 0.8381\n",
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"7200/7200 [==============================] - 1s 136us/step - loss: 0.3959 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3956 - accuracy: 0.8369\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3960 - accuracy: 0.8358\n",
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]
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"Epoch 483/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3957 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.3957 - accuracy: 0.8378\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3959 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3958 - accuracy: 0.8372\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3958 - accuracy: 0.8368\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3959 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3956 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3959 - accuracy: 0.8382\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3960 - accuracy: 0.8369\n",
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"7200/7200 [==============================] - 1s 145us/step - loss: 0.3960 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 133us/step - loss: 0.3958 - accuracy: 0.8376\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.3963 - accuracy: 0.8378\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3958 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.4139 - accuracy: 0.8317\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.4137 - accuracy: 0.8322\n",
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]
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.4094 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4049 - accuracy: 0.8336\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4046 - accuracy: 0.8338\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4044 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4042 - accuracy: 0.8329\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.4041 - accuracy: 0.8340\n",
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"7200/7200 [==============================] - 1s 141us/step - loss: 0.4043 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.4043 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 136us/step - loss: 0.4042 - accuracy: 0.8338\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.4037 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.4040 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.4037 - accuracy: 0.8336\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.4035 - accuracy: 0.8336\n",
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]
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]
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]
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.4021 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 135us/step - loss: 0.4016 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.4022 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.4018 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.4015 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.4020 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.4010 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.4019 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.4014 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 158us/step - loss: 0.4017 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.4019 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.4016 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.4017 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.4015 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 134us/step - loss: 0.4012 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.4013 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.4015 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 130us/step - loss: 0.4014 - accuracy: 0.8347\n",
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.4010 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.4012 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4007 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.4011 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.4013 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4012 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4013 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.4014 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 157us/step - loss: 0.4011 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.4008 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.4010 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.4012 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.4014 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.4013 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.4010 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4013 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.4011 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.4013 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.4012 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 131us/step - loss: 0.4017 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.4008 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.4012 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.4011 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4013 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4011 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.4008 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 136us/step - loss: 0.4011 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4010 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.4014 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.4011 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 138us/step - loss: 0.4009 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.4012 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4008 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.4014 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.4012 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.4011 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.4007 - accuracy: 0.8340\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.4012 - accuracy: 0.8372\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.4011 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.4012 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 130us/step - loss: 0.4010 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.4005 - accuracy: 0.8369\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.4014 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.4001 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4011 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.4006 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 152us/step - loss: 0.4009 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.4008 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.4016 - accuracy: 0.8364\n",
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"Epoch 399/500\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.4007 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 154us/step - loss: 0.4012 - accuracy: 0.8351\n",
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]
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.4007 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4008 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4008 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.4009 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.4005 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4008 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.4002 - accuracy: 0.8372\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.4004 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 134us/step - loss: 0.4009 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.4005 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.4003 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.4006 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.4001 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.4008 - accuracy: 0.8372\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.4006 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.4006 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.4007 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.4007 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 131us/step - loss: 0.4004 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.4002 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.4004 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 130us/step - loss: 0.4006 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4007 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.4002 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4007 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3998 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.4007 - accuracy: 0.8372\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.4000 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4005 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.4006 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.4006 - accuracy: 0.8356\n",
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]
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4002 - accuracy: 0.8369\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4006 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4003 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3999 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 168us/step - loss: 0.5723 - accuracy: 0.7929\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4475 - accuracy: 0.7944\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4374 - accuracy: 0.7944\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.4089 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4079 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4075 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4072 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.4070 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4050 - accuracy: 0.8350\n",
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]
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]
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]
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"7200/7200 [==============================] - ETA: 0s - loss: 0.3958 - accuracy: 0.83 - 1s 115us/step - loss: 0.3980 - accuracy: 0.8358\n",
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"Epoch 315/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3981 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3979 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3978 - accuracy: 0.8360\n",
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]
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]
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"7200/7200 [==============================] - 1s 138us/step - loss: 0.3978 - accuracy: 0.8368\n",
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"Epoch 453/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3977 - accuracy: 0.8346\n",
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"Epoch 454/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3978 - accuracy: 0.8364\n",
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"Epoch 455/500\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3978 - accuracy: 0.8358\n",
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"Epoch 456/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3977 - accuracy: 0.8360\n",
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"Epoch 457/500\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3977 - accuracy: 0.8350\n",
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"Epoch 458/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3978 - accuracy: 0.8361\n",
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"Epoch 459/500\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3973 - accuracy: 0.8361\n",
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"Epoch 460/500\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3977 - accuracy: 0.8365\n",
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"Epoch 461/500\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3976 - accuracy: 0.8354\n",
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"Epoch 462/500\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3977 - accuracy: 0.8361\n",
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"Epoch 463/500\n",
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"7200/7200 [==============================] - 1s 131us/step - loss: 0.3977 - accuracy: 0.8368\n",
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"Epoch 464/500\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3976 - accuracy: 0.8351\n",
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"Epoch 465/500\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3975 - accuracy: 0.8365\n",
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"Epoch 466/500\n",
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"7200/7200 [==============================] - 1s 161us/step - loss: 0.3976 - accuracy: 0.8365\n",
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"Epoch 467/500\n",
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"7200/7200 [==============================] - 1s 172us/step - loss: 0.3975 - accuracy: 0.8368\n",
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"Epoch 468/500\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3977 - accuracy: 0.8361\n",
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"Epoch 469/500\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3977 - accuracy: 0.8368\n",
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"Epoch 470/500\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3977 - accuracy: 0.8351\n",
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"Epoch 471/500\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3977 - accuracy: 0.8360\n",
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"Epoch 472/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3976 - accuracy: 0.8365\n",
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"Epoch 473/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3975 - accuracy: 0.8365\n",
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"Epoch 474/500\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3978 - accuracy: 0.8358\n",
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"Epoch 475/500\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3978 - accuracy: 0.8365\n",
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"Epoch 476/500\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3976 - accuracy: 0.8357\n",
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"Epoch 477/500\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3967 - accuracy: 0.8374\n",
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"Epoch 478/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3976 - accuracy: 0.8360\n",
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"Epoch 479/500\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3978 - accuracy: 0.8369\n",
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"Epoch 480/500\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3976 - accuracy: 0.8365\n",
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"Epoch 481/500\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3976 - accuracy: 0.8354\n",
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"Epoch 482/500\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3979 - accuracy: 0.8371\n",
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"Epoch 483/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3973 - accuracy: 0.8361\n",
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"Epoch 484/500\n",
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"7200/7200 [==============================] - 1s 152us/step - loss: 0.3976 - accuracy: 0.8357\n",
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"Epoch 485/500\n",
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"7200/7200 [==============================] - 1s 130us/step - loss: 0.3975 - accuracy: 0.8351\n",
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"Epoch 486/500\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3977 - accuracy: 0.8365\n",
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"Epoch 487/500\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3975 - accuracy: 0.8354\n",
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"Epoch 488/500\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3978 - accuracy: 0.8372\n",
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"Epoch 489/500\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3975 - accuracy: 0.8368\n",
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"Epoch 490/500\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3977 - accuracy: 0.8360\n",
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"Epoch 491/500\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3968 - accuracy: 0.8367\n",
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"Epoch 492/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3981 - accuracy: 0.8358\n",
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"Epoch 493/500\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3977 - accuracy: 0.8364\n",
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"Epoch 494/500\n",
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"7200/7200 [==============================] - 1s 145us/step - loss: 0.3977 - accuracy: 0.8363\n",
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"Epoch 495/500\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3977 - accuracy: 0.8363\n",
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"Epoch 496/500\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3978 - accuracy: 0.8353\n",
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"Epoch 497/500\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3973 - accuracy: 0.8357\n",
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"Epoch 498/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3978 - accuracy: 0.8358\n",
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"Epoch 499/500\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3977 - accuracy: 0.8363\n",
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"Epoch 500/500\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3977 - accuracy: 0.8363\n",
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"Epoch 1/500\n",
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"7200/7200 [==============================] - 1s 146us/step - loss: 0.5558 - accuracy: 0.7965\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.4429 - accuracy: 0.7969\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4340 - accuracy: 0.7969\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.4291 - accuracy: 0.7969\n",
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"Epoch 5/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.4252 - accuracy: 0.7969\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.4223 - accuracy: 0.7969\n",
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"Epoch 7/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4195 - accuracy: 0.8171\n",
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"Epoch 8/500\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.4173 - accuracy: 0.8256\n",
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"Epoch 9/500\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.4163 - accuracy: 0.8268\n",
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"Epoch 10/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.4150 - accuracy: 0.8290\n",
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"Epoch 11/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4140 - accuracy: 0.8310\n",
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"Epoch 12/500\n",
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"7200/7200 [==============================] - 1s 145us/step - loss: 0.4132 - accuracy: 0.8321\n",
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"Epoch 13/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4121 - accuracy: 0.8324\n",
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"Epoch 14/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.4115 - accuracy: 0.8343\n",
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"Epoch 15/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.4107 - accuracy: 0.8340\n",
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"Epoch 16/500\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.4099 - accuracy: 0.8358\n",
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"Epoch 17/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4095 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.4088 - accuracy: 0.8354\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Epoch 19/500\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.4084 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.4080 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.4077 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.4072 - accuracy: 0.8350\n",
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"Epoch 23/500\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.4066 - accuracy: 0.8349\n",
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"Epoch 24/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.4069 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.4064 - accuracy: 0.8354\n",
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"Epoch 26/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.4063 - accuracy: 0.8361\n",
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"Epoch 27/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.4059 - accuracy: 0.8353\n",
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"Epoch 28/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4058 - accuracy: 0.8363\n",
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"Epoch 29/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.4053 - accuracy: 0.8350\n",
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"Epoch 30/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.4052 - accuracy: 0.8357\n",
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"Epoch 31/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4051 - accuracy: 0.8354\n",
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"Epoch 32/500\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.4046 - accuracy: 0.8361\n",
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"Epoch 33/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.4045 - accuracy: 0.8351\n",
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"Epoch 34/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.4047 - accuracy: 0.8353\n",
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"Epoch 35/500\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.4041 - accuracy: 0.8350\n",
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"Epoch 36/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.4038 - accuracy: 0.8340\n",
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"Epoch 37/500\n",
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"7200/7200 [==============================] - 1s 151us/step - loss: 0.4041 - accuracy: 0.8349\n",
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"Epoch 38/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4036 - accuracy: 0.8360\n",
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"Epoch 39/500\n",
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"7200/7200 [==============================] - ETA: 0s - loss: 0.4060 - accuracy: 0.83 - 1s 93us/step - loss: 0.4038 - accuracy: 0.8358\n",
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"Epoch 40/500\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.4035 - accuracy: 0.8363\n",
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"Epoch 41/500\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.4030 - accuracy: 0.8350\n",
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"Epoch 42/500\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.4029 - accuracy: 0.8357\n",
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"Epoch 43/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4034 - accuracy: 0.8340\n",
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"Epoch 44/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.4030 - accuracy: 0.8358\n",
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"Epoch 45/500\n",
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"7200/7200 [==============================] - 1s 131us/step - loss: 0.4028 - accuracy: 0.8361\n",
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"Epoch 46/500\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.4021 - accuracy: 0.8363\n",
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"Epoch 47/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.4023 - accuracy: 0.8364\n",
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"Epoch 48/500\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.4026 - accuracy: 0.8357\n",
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"Epoch 49/500\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.4022 - accuracy: 0.8364\n",
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"Epoch 50/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.4014 - accuracy: 0.8344\n",
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"Epoch 51/500\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.4021 - accuracy: 0.8363\n",
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"Epoch 52/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.4014 - accuracy: 0.8347\n",
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"Epoch 53/500\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.4021 - accuracy: 0.8356\n",
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"Epoch 54/500\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.4018 - accuracy: 0.8344\n",
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"Epoch 55/500\n",
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"7200/7200 [==============================] - 1s 133us/step - loss: 0.4018 - accuracy: 0.8347\n",
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"Epoch 56/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.4019 - accuracy: 0.8379\n",
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"Epoch 57/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.4014 - accuracy: 0.8349\n",
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"Epoch 58/500\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.4018 - accuracy: 0.8357\n",
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"Epoch 59/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.4015 - accuracy: 0.8357\n",
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"Epoch 60/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4009 - accuracy: 0.8349\n",
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"Epoch 61/500\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.4018 - accuracy: 0.8361\n",
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"Epoch 62/500\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.4014 - accuracy: 0.8369\n",
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"Epoch 63/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.4016 - accuracy: 0.8349\n",
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"Epoch 64/500\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.4011 - accuracy: 0.8360\n",
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"Epoch 65/500\n",
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"7200/7200 [==============================] - 1s 131us/step - loss: 0.4009 - accuracy: 0.8357\n",
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"Epoch 66/500\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.4008 - accuracy: 0.8365\n",
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"Epoch 67/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.4015 - accuracy: 0.8372\n",
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"Epoch 68/500\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.4011 - accuracy: 0.8346\n",
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"Epoch 69/500\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.4010 - accuracy: 0.8360\n",
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"Epoch 70/500\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.4009 - accuracy: 0.8361\n",
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"Epoch 71/500\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.4010 - accuracy: 0.8363\n",
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"Epoch 72/500\n",
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"7200/7200 [==============================] - 1s 149us/step - loss: 0.4008 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.4008 - accuracy: 0.8353\n",
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"Epoch 74/500\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.4009 - accuracy: 0.8363\n",
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"Epoch 75/500\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.4006 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.4006 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.4004 - accuracy: 0.8363\n",
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"Epoch 78/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.4002 - accuracy: 0.8368\n",
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"Epoch 79/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.4003 - accuracy: 0.8365\n",
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"Epoch 80/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.4002 - accuracy: 0.8354\n",
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"Epoch 81/500\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.4005 - accuracy: 0.8368\n",
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"Epoch 82/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.4003 - accuracy: 0.8369\n",
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"Epoch 83/500\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.4000 - accuracy: 0.8363\n",
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"Epoch 84/500\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.4006 - accuracy: 0.8368\n",
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"Epoch 85/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.4003 - accuracy: 0.8363\n",
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"Epoch 86/500\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.4002 - accuracy: 0.8361\n",
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"Epoch 87/500\n",
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"7200/7200 [==============================] - 1s 136us/step - loss: 0.4002 - accuracy: 0.8353\n",
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"Epoch 88/500\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.4003 - accuracy: 0.8367\n",
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"Epoch 89/500\n",
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"7200/7200 [==============================] - 1s 164us/step - loss: 0.4000 - accuracy: 0.8357\n",
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"Epoch 90/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.4003 - accuracy: 0.8357\n",
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"Epoch 91/500\n",
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]
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]
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"Epoch 230/500\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3954 - accuracy: 0.8386\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3956 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3952 - accuracy: 0.8369\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3957 - accuracy: 0.8385\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3955 - accuracy: 0.8389\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3952 - accuracy: 0.8375\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3949 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3950 - accuracy: 0.8381\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3950 - accuracy: 0.8382\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3947 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3947 - accuracy: 0.8389\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3953 - accuracy: 0.8382\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3947 - accuracy: 0.8382\n",
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]
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3946 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3945 - accuracy: 0.8375\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3944 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3945 - accuracy: 0.8392\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3940 - accuracy: 0.8372\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3940 - accuracy: 0.8386\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3940 - accuracy: 0.8386\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3944 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.3946 - accuracy: 0.8369\n",
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"7200/7200 [==============================] - 1s 131us/step - loss: 0.3941 - accuracy: 0.8376\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3939 - accuracy: 0.8375\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3936 - accuracy: 0.8374\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3943 - accuracy: 0.83640s - loss: 0\n",
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"7200/7200 [==============================] - 1s 137us/step - loss: 0.3942 - accuracy: 0.8381\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3933 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3941 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3944 - accuracy: 0.8383\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3936 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3941 - accuracy: 0.8390\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.3933 - accuracy: 0.8388\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3938 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.3936 - accuracy: 0.8382\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3938 - accuracy: 0.8385\n",
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"7200/7200 [==============================] - 1s 136us/step - loss: 0.3935 - accuracy: 0.8385\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3936 - accuracy: 0.8385\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3934 - accuracy: 0.8392\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3940 - accuracy: 0.8369\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3932 - accuracy: 0.8392\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3939 - accuracy: 0.8383\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3929 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3929 - accuracy: 0.8372\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3927 - accuracy: 0.8390\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3937 - accuracy: 0.8379\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.3924 - accuracy: 0.8392\n",
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"7200/7200 [==============================] - 1s 137us/step - loss: 0.3939 - accuracy: 0.8382\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3936 - accuracy: 0.8386\n",
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]
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"text": [
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3930 - accuracy: 0.8390\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3931 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3925 - accuracy: 0.8393\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3933 - accuracy: 0.8388\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.3933 - accuracy: 0.8375\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3929 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 135us/step - loss: 0.3929 - accuracy: 0.8383\n",
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"7200/7200 [==============================] - 1s 136us/step - loss: 0.3932 - accuracy: 0.8400\n",
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"Epoch 364/500\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3932 - accuracy: 0.8403\n",
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"Epoch 365/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3930 - accuracy: 0.8389\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3929 - accuracy: 0.8379\n",
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]
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"7200/7200 [==============================] - 1s 134us/step - loss: 0.3930 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3919 - accuracy: 0.8376\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3918 - accuracy: 0.8381\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3918 - accuracy: 0.8378\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3921 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3862 - accuracy: 0.8397\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3414 - accuracy: 0.8635\n",
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]
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"text": [
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3362 - accuracy: 0.8632\n",
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"Epoch 7/500\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.4029 - accuracy: 0.8240\n",
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"Epoch 8/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3964 - accuracy: 0.8263\n",
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"Epoch 9/500\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3908 - accuracy: 0.8271\n",
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"Epoch 10/500\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3866 - accuracy: 0.8289\n",
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"Epoch 11/500\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3826 - accuracy: 0.8292\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3790 - accuracy: 0.8326\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3758 - accuracy: 0.8315\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3728 - accuracy: 0.8332\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3702 - accuracy: 0.8436\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3683 - accuracy: 0.8460\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3645 - accuracy: 0.8515\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.3625 - accuracy: 0.8486\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3605 - accuracy: 0.8508\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3600 - accuracy: 0.8503\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3582 - accuracy: 0.8522\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3573 - accuracy: 0.8528\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3561 - accuracy: 0.8539\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3477 - accuracy: 0.8594\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3473 - accuracy: 0.8578\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3466 - accuracy: 0.8581\n",
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]
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3442 - accuracy: 0.8612\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3406 - accuracy: 0.8607\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3411 - accuracy: 0.8581\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3410 - accuracy: 0.8608\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3412 - accuracy: 0.8603\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3406 - accuracy: 0.8619\n",
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"Epoch 80/500\n",
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"7200/7200 [==============================] - 1s 145us/step - loss: 0.3399 - accuracy: 0.8621\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3403 - accuracy: 0.8614\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3409 - accuracy: 0.8599\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3400 - accuracy: 0.8607\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3406 - accuracy: 0.8614\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3395 - accuracy: 0.8626\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3397 - accuracy: 0.8603\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3384 - accuracy: 0.8624\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3380 - accuracy: 0.8608\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3388 - accuracy: 0.8593\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3380 - accuracy: 0.8628\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3376 - accuracy: 0.8625\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3378 - accuracy: 0.8612\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3369 - accuracy: 0.8629\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3375 - accuracy: 0.8621\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3372 - accuracy: 0.8643\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3375 - accuracy: 0.8631\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3365 - accuracy: 0.8640\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3361 - accuracy: 0.8622\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3365 - accuracy: 0.8631\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3366 - accuracy: 0.8606\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3365 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3360 - accuracy: 0.8604\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3352 - accuracy: 0.8612\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3353 - accuracy: 0.8615\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3350 - accuracy: 0.8632\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3350 - accuracy: 0.8629\n",
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]
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3348 - accuracy: 0.8631\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3337 - accuracy: 0.8640\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3342 - accuracy: 0.8615\n",
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]
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"Epoch 284/500\n",
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"7200/7200 [==============================] - 1s 155us/step - loss: 0.3329 - accuracy: 0.8640\n",
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"Epoch 285/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3329 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3327 - accuracy: 0.8626\n",
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"Epoch 287/500\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3315 - accuracy: 0.8636\n",
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"Epoch 288/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3325 - accuracy: 0.8631\n",
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"Epoch 289/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3324 - accuracy: 0.8636\n",
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"Epoch 290/500\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3314 - accuracy: 0.8637\n",
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"Epoch 291/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3326 - accuracy: 0.8644\n",
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"Epoch 292/500\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3328 - accuracy: 0.8646\n",
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"Epoch 293/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3320 - accuracy: 0.8632\n",
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"Epoch 294/500\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3320 - accuracy: 0.8646\n",
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"Epoch 295/500\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3321 - accuracy: 0.8632\n",
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"Epoch 296/500\n",
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"7200/7200 [==============================] - 1s 131us/step - loss: 0.3325 - accuracy: 0.8642\n",
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"Epoch 297/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3322 - accuracy: 0.8649\n",
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"Epoch 298/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3329 - accuracy: 0.8629\n",
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"Epoch 299/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3327 - accuracy: 0.8633\n",
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"Epoch 300/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3321 - accuracy: 0.8642\n",
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"Epoch 301/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3326 - accuracy: 0.8644\n",
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"Epoch 302/500\n",
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"7200/7200 [==============================] - 1s 150us/step - loss: 0.3319 - accuracy: 0.8654\n",
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"Epoch 303/500\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3330 - accuracy: 0.8643\n",
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"Epoch 304/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3319 - accuracy: 0.8643\n",
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"Epoch 305/500\n",
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"7200/7200 [==============================] - 1s 147us/step - loss: 0.3319 - accuracy: 0.8631\n",
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"Epoch 306/500\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.3325 - accuracy: 0.8646\n",
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"Epoch 307/500\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.3322 - accuracy: 0.8631\n",
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"Epoch 308/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3320 - accuracy: 0.8637\n",
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"Epoch 309/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3325 - accuracy: 0.8633\n",
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"Epoch 310/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3325 - accuracy: 0.8640\n",
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"Epoch 311/500\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3321 - accuracy: 0.8665\n",
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"Epoch 312/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3321 - accuracy: 0.8640\n",
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"Epoch 313/500\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3325 - accuracy: 0.8649\n",
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"Epoch 314/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3326 - accuracy: 0.8632\n",
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"Epoch 315/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3304 - accuracy: 0.8628\n",
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"Epoch 316/500\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3327 - accuracy: 0.8615\n",
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"Epoch 317/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3326 - accuracy: 0.8642\n",
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"Epoch 318/500\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3321 - accuracy: 0.8646\n",
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"Epoch 319/500\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3329 - accuracy: 0.8650\n",
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"Epoch 320/500\n",
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"7200/7200 [==============================] - 1s 152us/step - loss: 0.3319 - accuracy: 0.8654\n",
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"Epoch 321/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3325 - accuracy: 0.8633\n",
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"Epoch 322/500\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3327 - accuracy: 0.8644\n",
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"Epoch 323/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3324 - accuracy: 0.8626\n",
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"Epoch 324/500\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3327 - accuracy: 0.8642\n",
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"Epoch 325/500\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3323 - accuracy: 0.8642\n",
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"Epoch 326/500\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3324 - accuracy: 0.8642\n",
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"Epoch 327/500\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3323 - accuracy: 0.8654\n",
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"Epoch 328/500\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3325 - accuracy: 0.8632\n",
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"Epoch 329/500\n",
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"7200/7200 [==============================] - 1s 134us/step - loss: 0.3322 - accuracy: 0.8644\n",
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"Epoch 330/500\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3313 - accuracy: 0.8642\n",
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"Epoch 331/500\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3319 - accuracy: 0.8644\n",
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"Epoch 332/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3325 - accuracy: 0.8625\n",
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"Epoch 333/500\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3317 - accuracy: 0.8626\n",
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"Epoch 334/500\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3318 - accuracy: 0.8654\n",
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"Epoch 335/500\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3321 - accuracy: 0.8635\n",
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"Epoch 336/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3311 - accuracy: 0.8662\n",
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"7200/7200 [==============================] - 1s 165us/step - loss: 0.3329 - accuracy: 0.8639\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3322 - accuracy: 0.8624\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3326 - accuracy: 0.8636\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3320 - accuracy: 0.8660\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3322 - accuracy: 0.8622\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3322 - accuracy: 0.8665\n",
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"Epoch 343/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3320 - accuracy: 0.8642\n",
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"Epoch 344/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3314 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3325 - accuracy: 0.8643\n",
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"Epoch 346/500\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3320 - accuracy: 0.8635\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3315 - accuracy: 0.8661\n",
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"Epoch 348/500\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3326 - accuracy: 0.8657\n",
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"Epoch 349/500\n",
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"7200/7200 [==============================] - 1s 142us/step - loss: 0.3315 - accuracy: 0.8631\n",
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"Epoch 350/500\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3325 - accuracy: 0.8656\n",
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"Epoch 351/500\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3325 - accuracy: 0.8631\n",
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"Epoch 352/500\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3325 - accuracy: 0.8644\n",
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"Epoch 353/500\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3321 - accuracy: 0.8636\n",
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"Epoch 354/500\n",
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"7200/7200 [==============================] - 1s 130us/step - loss: 0.3326 - accuracy: 0.8643\n",
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"Epoch 355/500\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3322 - accuracy: 0.8631\n",
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"Epoch 356/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3315 - accuracy: 0.8661\n",
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"Epoch 357/500\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3318 - accuracy: 0.8644\n",
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"Epoch 358/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3318 - accuracy: 0.8632\n",
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"Epoch 360/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3323 - accuracy: 0.8667\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3318 - accuracy: 0.8644\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3317 - accuracy: 0.8625\n",
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"Epoch 363/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3328 - accuracy: 0.8646\n",
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"Epoch 364/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3321 - accuracy: 0.8622\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3318 - accuracy: 0.8640\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3324 - accuracy: 0.8651\n",
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"7200/7200 [==============================] - 1s 134us/step - loss: 0.3312 - accuracy: 0.8618\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3320 - accuracy: 0.8632\n",
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"Epoch 369/500\n",
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"7200/7200 [==============================] - 1s 136us/step - loss: 0.3318 - accuracy: 0.8649\n",
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"Epoch 370/500\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3319 - accuracy: 0.8654\n",
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"Epoch 371/500\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3319 - accuracy: 0.8653\n",
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"Epoch 372/500\n",
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"7200/7200 [==============================] - 1s 158us/step - loss: 0.3325 - accuracy: 0.8650\n",
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"Epoch 373/500\n",
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"7200/7200 [==============================] - 1s 130us/step - loss: 0.3315 - accuracy: 0.8644\n",
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"Epoch 374/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3322 - accuracy: 0.8643\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3316 - accuracy: 0.8649\n",
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"Epoch 376/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3313 - accuracy: 0.8637\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3316 - accuracy: 0.8644\n",
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"Epoch 378/500\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3316 - accuracy: 0.8640\n",
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"Epoch 379/500\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3321 - accuracy: 0.8658\n",
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"Epoch 380/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3319 - accuracy: 0.8631\n",
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"Epoch 381/500\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3321 - accuracy: 0.8619\n",
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"Epoch 382/500\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3311 - accuracy: 0.8656\n",
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"Epoch 383/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3316 - accuracy: 0.8643\n",
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"Epoch 384/500\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3316 - accuracy: 0.8644\n",
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"Epoch 385/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3324 - accuracy: 0.8651\n",
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"Epoch 386/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3312 - accuracy: 0.8654\n",
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"Epoch 387/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3315 - accuracy: 0.8653\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3318 - accuracy: 0.8651\n",
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"Epoch 389/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3319 - accuracy: 0.8643\n",
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"7200/7200 [==============================] - 1s 142us/step - loss: 0.3314 - accuracy: 0.8651\n",
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"Epoch 391/500\n",
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"7200/7200 [==============================] - 1s 135us/step - loss: 0.3312 - accuracy: 0.8644\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3318 - accuracy: 0.8637\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3323 - accuracy: 0.8649\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3316 - accuracy: 0.8657\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3314 - accuracy: 0.8635\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3318 - accuracy: 0.8628\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3314 - accuracy: 0.8656\n",
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"Epoch 398/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3323 - accuracy: 0.8643\n",
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"Epoch 399/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3314 - accuracy: 0.8637\n",
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"Epoch 400/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3318 - accuracy: 0.8669\n",
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"Epoch 401/500\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3317 - accuracy: 0.8650\n",
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"Epoch 402/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3326 - accuracy: 0.8636\n",
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"Epoch 403/500\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3326 - accuracy: 0.8640\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3320 - accuracy: 0.8633\n",
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"Epoch 405/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3316 - accuracy: 0.8653\n",
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"Epoch 406/500\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3311 - accuracy: 0.8640\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3311 - accuracy: 0.8636\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3319 - accuracy: 0.8649\n",
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"Epoch 409/500\n",
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"7200/7200 [==============================] - 1s 145us/step - loss: 0.3320 - accuracy: 0.8622\n",
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"Epoch 410/500\n",
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"7200/7200 [==============================] - 1s 130us/step - loss: 0.3312 - accuracy: 0.8636\n",
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"Epoch 411/500\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3319 - accuracy: 0.8636\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3318 - accuracy: 0.8614\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3315 - accuracy: 0.8625\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3317 - accuracy: 0.8661\n",
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"Epoch 415/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3316 - accuracy: 0.8643\n",
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"Epoch 416/500\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3314 - accuracy: 0.8649\n",
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"Epoch 417/500\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3315 - accuracy: 0.8628\n",
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"Epoch 418/500\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3320 - accuracy: 0.8646\n",
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"Epoch 419/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3313 - accuracy: 0.8628\n",
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"Epoch 420/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3318 - accuracy: 0.8640\n",
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"Epoch 421/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3316 - accuracy: 0.8629\n",
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"Epoch 422/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3315 - accuracy: 0.8622\n",
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"Epoch 423/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3314 - accuracy: 0.8646\n",
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]
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3317 - accuracy: 0.8633\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3319 - accuracy: 0.8643\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3311 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3314 - accuracy: 0.8656\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3311 - accuracy: 0.8651\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3312 - accuracy: 0.8656\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3317 - accuracy: 0.8649\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3316 - accuracy: 0.8654\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3308 - accuracy: 0.8639\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3315 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3308 - accuracy: 0.8636\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.3312 - accuracy: 0.8642\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3316 - accuracy: 0.8628\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3310 - accuracy: 0.8637\n",
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]
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"7200/7200 [==============================] - 1s 134us/step - loss: 0.3924 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3920 - accuracy: 0.8376\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3904 - accuracy: 0.8389\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3902 - accuracy: 0.8388\n",
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]
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3898 - accuracy: 0.8389\n",
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]
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]
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3854 - accuracy: 0.8397\n",
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]
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"Epoch 339/500\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3515 - accuracy: 0.8585\n",
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]
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"7200/7200 [==============================] - 1s 135us/step - loss: 0.3354 - accuracy: 0.8639\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3354 - accuracy: 0.8649\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.3352 - accuracy: 0.8622\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3358 - accuracy: 0.8639\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3350 - accuracy: 0.8644\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3350 - accuracy: 0.8649\n",
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"7200/7200 [==============================] - 1s 135us/step - loss: 0.3352 - accuracy: 0.8626\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3347 - accuracy: 0.8657\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3348 - accuracy: 0.8642\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3345 - accuracy: 0.8647\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3342 - accuracy: 0.8649\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3339 - accuracy: 0.8621\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3340 - accuracy: 0.8649\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3340 - accuracy: 0.8642\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3342 - accuracy: 0.8629\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3334 - accuracy: 0.8649\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3343 - accuracy: 0.8624\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3339 - accuracy: 0.8637\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3335 - accuracy: 0.8654\n",
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]
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"Epoch 477/500\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3334 - accuracy: 0.8633\n",
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"Epoch 478/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3337 - accuracy: 0.8654\n",
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"Epoch 479/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3332 - accuracy: 0.8643\n",
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"Epoch 480/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3338 - accuracy: 0.8654\n",
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"Epoch 481/500\n",
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"7200/7200 [==============================] - 1s 143us/step - loss: 0.3339 - accuracy: 0.8644\n",
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"Epoch 482/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3333 - accuracy: 0.8643\n",
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"Epoch 483/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3339 - accuracy: 0.8660\n",
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"Epoch 484/500\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3331 - accuracy: 0.8644\n",
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"Epoch 485/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3332 - accuracy: 0.8651\n",
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"Epoch 486/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3336 - accuracy: 0.8639\n",
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"Epoch 487/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3335 - accuracy: 0.8654\n",
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"Epoch 488/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3333 - accuracy: 0.8642\n",
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"Epoch 489/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3336 - accuracy: 0.8661\n",
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"Epoch 490/500\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3332 - accuracy: 0.8631\n",
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"Epoch 491/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3329 - accuracy: 0.8661\n",
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"Epoch 492/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3333 - accuracy: 0.8646\n",
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"Epoch 493/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3334 - accuracy: 0.8646\n",
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"Epoch 494/500\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3333 - accuracy: 0.8624\n",
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"Epoch 495/500\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3333 - accuracy: 0.8649\n",
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"Epoch 496/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3336 - accuracy: 0.8635\n",
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"Epoch 497/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3327 - accuracy: 0.8649\n",
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"Epoch 498/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3335 - accuracy: 0.8636\n",
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"Epoch 499/500\n",
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"7200/7200 [==============================] - 1s 137us/step - loss: 0.3334 - accuracy: 0.8629\n",
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"Epoch 500/500\n",
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"7200/7200 [==============================] - 1s 164us/step - loss: 0.3331 - accuracy: 0.8646\n",
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"Epoch 1/500\n",
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"7200/7200 [==============================] - 1s 162us/step - loss: 0.5684 - accuracy: 0.7962\n",
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"Epoch 2/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4462 - accuracy: 0.7961\n",
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"Epoch 3/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4368 - accuracy: 0.7961\n",
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"Epoch 4/500\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.4335 - accuracy: 0.7961\n",
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"Epoch 5/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4307 - accuracy: 0.7961\n",
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"Epoch 6/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.4278 - accuracy: 0.7961\n",
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"Epoch 7/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4245 - accuracy: 0.7961\n",
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"Epoch 8/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4222 - accuracy: 0.8114\n",
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"Epoch 9/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4200 - accuracy: 0.8238\n",
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"Epoch 10/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4185 - accuracy: 0.8261\n",
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"Epoch 11/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.4170 - accuracy: 0.8275\n",
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"Epoch 12/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4163 - accuracy: 0.83000s - los\n",
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"Epoch 13/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4152 - accuracy: 0.8308\n",
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"Epoch 14/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4149 - accuracy: 0.8313\n",
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"Epoch 15/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4141 - accuracy: 0.8321\n",
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"Epoch 16/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4134 - accuracy: 0.8319\n",
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"Epoch 17/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4129 - accuracy: 0.8329\n",
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"Epoch 18/500\n",
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"7200/7200 [==============================] - 1s 142us/step - loss: 0.4126 - accuracy: 0.8338\n",
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"Epoch 19/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4121 - accuracy: 0.8343\n",
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"Epoch 20/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.4115 - accuracy: 0.8335\n",
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"Epoch 21/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.4113 - accuracy: 0.8340\n",
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"Epoch 22/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.4108 - accuracy: 0.8335\n",
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"Epoch 23/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4103 - accuracy: 0.8346\n",
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"Epoch 24/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4102 - accuracy: 0.8344\n",
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"Epoch 25/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4097 - accuracy: 0.8335\n",
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"Epoch 26/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4094 - accuracy: 0.8344\n",
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"Epoch 27/500\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.4093 - accuracy: 0.8340\n",
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"Epoch 28/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4089 - accuracy: 0.8344\n",
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"Epoch 29/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.4087 - accuracy: 0.8333\n",
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"Epoch 30/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4085 - accuracy: 0.8335\n",
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"Epoch 31/500\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.4082 - accuracy: 0.8354\n",
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"Epoch 32/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.4081 - accuracy: 0.8343\n",
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"Epoch 33/500\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.4079 - accuracy: 0.8342\n",
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"Epoch 34/500\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.4080 - accuracy: 0.8351\n",
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"Epoch 35/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.4078 - accuracy: 0.8343\n",
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"Epoch 36/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4073 - accuracy: 0.8353\n",
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"Epoch 37/500\n",
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"7200/7200 [==============================] - 1s 139us/step - loss: 0.4072 - accuracy: 0.8346\n",
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"Epoch 38/500\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.4072 - accuracy: 0.8343\n",
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"Epoch 39/500\n",
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"7200/7200 [==============================] - 1s 130us/step - loss: 0.4069 - accuracy: 0.8333\n",
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"Epoch 40/500\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.4070 - accuracy: 0.8344\n",
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"Epoch 41/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4068 - accuracy: 0.8342\n",
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"Epoch 42/500\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.4066 - accuracy: 0.8349\n",
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"Epoch 43/500\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4063 - accuracy: 0.8343\n",
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"Epoch 44/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4062 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.4063 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.4058 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4058 - accuracy: 0.8333\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.4058 - accuracy: 0.8339\n",
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"Epoch 49/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4057 - accuracy: 0.8346\n",
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"Epoch 50/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.4051 - accuracy: 0.8343\n",
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"Epoch 51/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4052 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.4050 - accuracy: 0.8342\n",
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"Epoch 53/500\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.4051 - accuracy: 0.8331\n",
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"Epoch 54/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.4047 - accuracy: 0.8339\n",
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"Epoch 55/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.4046 - accuracy: 0.8353\n",
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"Epoch 56/500\n",
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"7200/7200 [==============================] - 1s 139us/step - loss: 0.4047 - accuracy: 0.8340\n",
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"Epoch 57/500\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.4046 - accuracy: 0.8340\n",
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"Epoch 58/500\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.4048 - accuracy: 0.8336\n",
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"Epoch 59/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4048 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4045 - accuracy: 0.8338\n",
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"Epoch 61/500\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.4039 - accuracy: 0.8333\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.4041 - accuracy: 0.8357\n",
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"Epoch 63/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.4043 - accuracy: 0.8346\n",
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"Epoch 64/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.4039 - accuracy: 0.8356\n",
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"Epoch 65/500\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.4038 - accuracy: 0.8347\n",
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"Epoch 66/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4035 - accuracy: 0.8346\n",
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"Epoch 67/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4032 - accuracy: 0.8332\n",
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"Epoch 68/500\n",
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"7200/7200 [==============================] - 1s 145us/step - loss: 0.4036 - accuracy: 0.8333\n",
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"Epoch 69/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.4033 - accuracy: 0.8343\n",
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"Epoch 70/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4035 - accuracy: 0.8339\n",
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"Epoch 71/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4034 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.4035 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4031 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 142us/step - loss: 0.4032 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.4031 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4033 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.4031 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.4027 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4031 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.4023 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.4030 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.4030 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.4028 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4027 - accuracy: 0.8344\n",
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"Epoch 85/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.4027 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 147us/step - loss: 0.4027 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.4026 - accuracy: 0.8349\n",
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"Epoch 88/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4027 - accuracy: 0.8354\n",
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"Epoch 89/500\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.4026 - accuracy: 0.8335\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4028 - accuracy: 0.8335\n",
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"Epoch 91/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.4024 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.4027 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 142us/step - loss: 0.4025 - accuracy: 0.8344\n",
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"Epoch 94/500\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.4027 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.4023 - accuracy: 0.8333\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4023 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.4024 - accuracy: 0.8335\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4023 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4026 - accuracy: 0.8333\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.4025 - accuracy: 0.8333\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.4023 - accuracy: 0.8338\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.4026 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.4025 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4024 - accuracy: 0.8340\n",
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"Epoch 106/500\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.4022 - accuracy: 0.8339\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.4021 - accuracy: 0.8351\n",
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"Epoch 108/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.4024 - accuracy: 0.8346\n",
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"Epoch 109/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.4020 - accuracy: 0.8353\n",
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"Epoch 110/500\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.4022 - accuracy: 0.8350\n",
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"Epoch 111/500\n",
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"7200/7200 [==============================] - 1s 135us/step - loss: 0.4020 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.4020 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.4021 - accuracy: 0.8339\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4022 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.4021 - accuracy: 0.8356\n",
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]
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]
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"7200/7200 [==============================] - 1s 133us/step - loss: 0.4010 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4015 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.4013 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.4014 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4014 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 133us/step - loss: 0.4017 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4015 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.4015 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4013 - accuracy: 0.8372\n",
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]
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.4012 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.4012 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4013 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.4011 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.4013 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.4013 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.4012 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4015 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.4012 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.4017 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4016 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.4014 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.4013 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 147us/step - loss: 0.4016 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.4012 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.4014 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.4011 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.4013 - accuracy: 0.8349\n",
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]
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"text": [
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"Epoch 32/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4054 - accuracy: 0.8364\n",
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"Epoch 33/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4050 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4050 - accuracy: 0.8351\n",
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"Epoch 35/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4050 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4047 - accuracy: 0.8354\n",
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"Epoch 37/100\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.4045 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4042 - accuracy: 0.8357\n",
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"Epoch 39/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4041 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.4040 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4037 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4034 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4031 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4035 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.4030 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4030 - accuracy: 0.8354\n",
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"Epoch 48/100\n",
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"7200/7200 [==============================] - 1s 135us/step - loss: 0.4028 - accuracy: 0.8357\n",
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"Epoch 49/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4026 - accuracy: 0.8347\n",
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"Epoch 50/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4024 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.4021 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.4024 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4017 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4010 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4015 - accuracy: 0.8354\n",
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"Epoch 65/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4013 - accuracy: 0.8350\n",
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"Epoch 66/100\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4010 - accuracy: 0.8360\n",
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"Epoch 67/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4010 - accuracy: 0.8350\n",
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"Epoch 68/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4011 - accuracy: 0.8356\n",
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"Epoch 69/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4008 - accuracy: 0.8360\n",
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"Epoch 70/100\n",
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"7200/7200 [==============================] - 1s 130us/step - loss: 0.4009 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4006 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4006 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4003 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4002 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4005 - accuracy: 0.8358\n",
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]
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4005 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3998 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3996 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3996 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3997 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3997 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3994 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3995 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3994 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3994 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3992 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3993 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3991 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3990 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3990 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3989 - accuracy: 0.8349\n",
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"Epoch 99/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3988 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.3987 - accuracy: 0.8357\n",
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"Epoch 1/100\n",
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"7200/7200 [==============================] - 1s 141us/step - loss: 0.5825 - accuracy: 0.7957\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4426 - accuracy: 0.7967\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.4338 - accuracy: 0.7967\n",
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"Epoch 4/100\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.4291 - accuracy: 0.7967\n",
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"Epoch 5/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4258 - accuracy: 0.7967\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.4226 - accuracy: 0.7967\n",
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"Epoch 7/100\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.4200 - accuracy: 0.7967\n",
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"Epoch 8/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4180 - accuracy: 0.8119\n",
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"Epoch 9/100\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4166 - accuracy: 0.8238\n",
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"Epoch 10/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4154 - accuracy: 0.8265\n",
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"Epoch 11/100\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.4145 - accuracy: 0.8299\n",
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"Epoch 12/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4135 - accuracy: 0.8304\n",
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"Epoch 13/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4128 - accuracy: 0.8325\n",
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"Epoch 14/100\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.4120 - accuracy: 0.8321\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.4114 - accuracy: 0.8315\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4107 - accuracy: 0.8331\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4105 - accuracy: 0.8342\n",
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"Epoch 18/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4099 - accuracy: 0.8331\n",
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"Epoch 19/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4092 - accuracy: 0.8335\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4091 - accuracy: 0.8338\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.4088 - accuracy: 0.8336\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4082 - accuracy: 0.8343\n",
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"Epoch 23/100\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4078 - accuracy: 0.8343\n",
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"Epoch 24/100\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4074 - accuracy: 0.8346\n",
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"Epoch 25/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4072 - accuracy: 0.8346\n",
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"Epoch 26/100\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.4065 - accuracy: 0.8331\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4065 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 72us/step - loss: 0.4059 - accuracy: 0.8340\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4059 - accuracy: 0.8339\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4055 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4055 - accuracy: 0.8344\n",
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"Epoch 32/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4054 - accuracy: 0.8339\n",
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"7200/7200 [==============================] - 1s 154us/step - loss: 0.4050 - accuracy: 0.8333\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4047 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4045 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.4042 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4045 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4041 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4039 - accuracy: 0.8340\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4036 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4031 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4036 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4032 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4031 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4029 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.4030 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4029 - accuracy: 0.8356\n",
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"Epoch 48/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4027 - accuracy: 0.8350\n",
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"Epoch 49/100\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4026 - accuracy: 0.8357\n",
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"Epoch 50/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4022 - accuracy: 0.8346\n",
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"Epoch 51/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4024 - accuracy: 0.8360\n",
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"Epoch 52/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4018 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.4012 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4008 - accuracy: 0.8372\n",
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]
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},
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{
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"text": [
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"Epoch 56/100\n",
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"7200/7200 [==============================] - ETA: 0s - loss: 0.3979 - accuracy: 0.83 - 1s 86us/step - loss: 0.4001 - accuracy: 0.8368\n",
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"Epoch 58/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3994 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3989 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3984 - accuracy: 0.8381\n",
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"Epoch 62/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3983 - accuracy: 0.8368\n",
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"Epoch 63/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3981 - accuracy: 0.8356\n",
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"Epoch 64/100\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3982 - accuracy: 0.8353\n",
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"Epoch 65/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3979 - accuracy: 0.8363\n",
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"Epoch 66/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3975 - accuracy: 0.8351\n",
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"Epoch 67/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3973 - accuracy: 0.8371\n",
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"Epoch 68/100\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3970 - accuracy: 0.8351\n",
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"Epoch 69/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3966 - accuracy: 0.8356\n",
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"Epoch 70/100\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.3968 - accuracy: 0.8353\n",
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"Epoch 71/100\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3971 - accuracy: 0.8358\n",
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"Epoch 72/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3964 - accuracy: 0.8356\n",
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"Epoch 73/100\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3961 - accuracy: 0.8357\n",
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"Epoch 74/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3962 - accuracy: 0.8347\n",
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"Epoch 75/100\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3963 - accuracy: 0.8354\n",
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"Epoch 76/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3962 - accuracy: 0.8349\n",
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"Epoch 77/100\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3960 - accuracy: 0.8357\n",
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"Epoch 78/100\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3958 - accuracy: 0.8361\n",
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"Epoch 79/100\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3958 - accuracy: 0.8344\n",
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"Epoch 80/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3955 - accuracy: 0.8356\n",
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"Epoch 81/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3958 - accuracy: 0.8347\n",
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"Epoch 82/100\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3953 - accuracy: 0.8357\n",
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"Epoch 83/100\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3954 - accuracy: 0.8356\n",
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"Epoch 84/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3954 - accuracy: 0.8364\n",
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"Epoch 85/100\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3952 - accuracy: 0.8349\n",
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"Epoch 86/100\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3952 - accuracy: 0.8356\n",
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"Epoch 87/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3952 - accuracy: 0.8367\n",
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"Epoch 88/100\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3949 - accuracy: 0.8357\n",
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"Epoch 89/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3950 - accuracy: 0.8356\n",
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"Epoch 90/100\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3952 - accuracy: 0.8356\n",
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"Epoch 91/100\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3950 - accuracy: 0.8354\n",
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"Epoch 92/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3949 - accuracy: 0.8360\n",
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"Epoch 93/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3946 - accuracy: 0.8343\n",
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"Epoch 94/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3946 - accuracy: 0.8360\n",
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"Epoch 95/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3947 - accuracy: 0.8347\n",
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"Epoch 96/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3943 - accuracy: 0.8350\n",
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"Epoch 97/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3949 - accuracy: 0.8363\n",
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"Epoch 98/100\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3942 - accuracy: 0.8356\n",
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"Epoch 99/100\n",
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"7200/7200 [==============================] - 1s 131us/step - loss: 0.3946 - accuracy: 0.8351\n",
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"Epoch 100/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3944 - accuracy: 0.8347\n",
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"Epoch 1/100\n",
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"7200/7200 [==============================] - 1s 150us/step - loss: 0.5719 - accuracy: 0.7946\n",
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"Epoch 2/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4432 - accuracy: 0.7956\n",
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"Epoch 3/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4354 - accuracy: 0.7956\n",
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"Epoch 4/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4317 - accuracy: 0.7956\n",
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"Epoch 5/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4285 - accuracy: 0.7956\n",
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"Epoch 6/100\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.4245 - accuracy: 0.7957\n",
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"Epoch 7/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4209 - accuracy: 0.8206\n",
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"Epoch 8/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4173 - accuracy: 0.8278\n",
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"Epoch 9/100\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.4142 - accuracy: 0.8306\n",
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"Epoch 10/100\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.4117 - accuracy: 0.8325\n",
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"Epoch 11/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4095 - accuracy: 0.8324\n",
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"Epoch 12/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4076 - accuracy: 0.8325\n",
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"Epoch 13/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4066 - accuracy: 0.8328\n",
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"Epoch 14/100\n",
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"7200/7200 [==============================] - 1s 70us/step - loss: 0.4054 - accuracy: 0.8321\n",
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"Epoch 15/100\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4036 - accuracy: 0.8344\n",
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"Epoch 16/100\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.4029 - accuracy: 0.8332\n",
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"Epoch 17/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4020 - accuracy: 0.8340\n",
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"Epoch 18/100\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4016 - accuracy: 0.8340\n",
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"Epoch 19/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4009 - accuracy: 0.8332\n",
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"Epoch 20/100\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.4004 - accuracy: 0.8346\n",
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"Epoch 21/100\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3999 - accuracy: 0.8350\n",
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"Epoch 22/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3991 - accuracy: 0.8346\n",
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"Epoch 23/100\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3989 - accuracy: 0.8331\n",
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"Epoch 24/100\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3984 - accuracy: 0.8343\n",
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"Epoch 25/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3979 - accuracy: 0.8350\n",
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"Epoch 26/100\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3977 - accuracy: 0.8331\n",
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"Epoch 27/100\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3972 - accuracy: 0.8335\n",
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"Epoch 28/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3972 - accuracy: 0.8356\n",
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"Epoch 29/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3969 - accuracy: 0.8339\n",
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"Epoch 30/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3967 - accuracy: 0.8342\n",
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"Epoch 31/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3968 - accuracy: 0.8350\n",
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"Epoch 32/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3963 - accuracy: 0.8335\n",
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"Epoch 33/100\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"7200/7200 [==============================] - 0s 67us/step - loss: 0.3962 - accuracy: 0.8351\n",
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"Epoch 34/100\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3958 - accuracy: 0.8353\n",
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"Epoch 35/100\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3964 - accuracy: 0.8349\n",
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"Epoch 36/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3957 - accuracy: 0.8335\n",
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"Epoch 37/100\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3955 - accuracy: 0.8351\n",
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"Epoch 38/100\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3952 - accuracy: 0.8364\n",
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"Epoch 39/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3949 - accuracy: 0.8343\n",
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"Epoch 40/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3949 - accuracy: 0.8357\n",
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"Epoch 41/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3948 - accuracy: 0.8361\n",
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"Epoch 42/100\n",
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"7200/7200 [==============================] - 0s 64us/step - loss: 0.3950 - accuracy: 0.8342\n",
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"Epoch 43/100\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.3946 - accuracy: 0.8358\n",
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"Epoch 44/100\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3946 - accuracy: 0.8351\n",
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"Epoch 45/100\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3946 - accuracy: 0.8347\n",
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"Epoch 46/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3937 - accuracy: 0.8367\n",
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"Epoch 47/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3940 - accuracy: 0.8354\n",
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"Epoch 48/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3942 - accuracy: 0.8357\n",
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"Epoch 49/100\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3939 - accuracy: 0.8360\n",
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"Epoch 50/100\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3940 - accuracy: 0.8367\n",
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"Epoch 51/100\n",
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"7200/7200 [==============================] - 0s 66us/step - loss: 0.3930 - accuracy: 0.8351\n",
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"Epoch 52/100\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.3932 - accuracy: 0.8369\n",
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"Epoch 53/100\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3931 - accuracy: 0.8358\n",
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"Epoch 54/100\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3928 - accuracy: 0.8349\n",
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"Epoch 55/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3923 - accuracy: 0.8375\n",
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"Epoch 56/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3914 - accuracy: 0.8374\n",
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"Epoch 57/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3912 - accuracy: 0.8368\n",
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"Epoch 58/100\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3905 - accuracy: 0.8382\n",
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"Epoch 59/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3896 - accuracy: 0.8371\n",
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"Epoch 60/100\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3894 - accuracy: 0.8381\n",
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"Epoch 61/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3884 - accuracy: 0.8381\n",
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"Epoch 62/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3874 - accuracy: 0.8404\n",
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"Epoch 63/100\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3862 - accuracy: 0.8386\n",
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"Epoch 64/100\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.3854 - accuracy: 0.8358\n",
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"Epoch 65/100\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3837 - accuracy: 0.8365\n",
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"Epoch 66/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3815 - accuracy: 0.8365\n",
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"Epoch 67/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3797 - accuracy: 0.8381\n",
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"Epoch 68/100\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3774 - accuracy: 0.8383\n",
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"Epoch 69/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3754 - accuracy: 0.8382\n",
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"Epoch 70/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3736 - accuracy: 0.8397\n",
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"Epoch 71/100\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3714 - accuracy: 0.8411\n",
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"Epoch 72/100\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3694 - accuracy: 0.8432\n",
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"Epoch 73/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3680 - accuracy: 0.8454\n",
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"Epoch 74/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3661 - accuracy: 0.8447\n",
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"Epoch 75/100\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3651 - accuracy: 0.8481\n",
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"Epoch 76/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3643 - accuracy: 0.8512\n",
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"Epoch 77/100\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3631 - accuracy: 0.8512\n",
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"Epoch 78/100\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3618 - accuracy: 0.8522\n",
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"Epoch 79/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3603 - accuracy: 0.8533\n",
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"Epoch 80/100\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3599 - accuracy: 0.8537\n",
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"Epoch 81/100\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3586 - accuracy: 0.8551\n",
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"Epoch 82/100\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3576 - accuracy: 0.8546\n",
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"Epoch 83/100\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3573 - accuracy: 0.8564\n",
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"Epoch 84/100\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3567 - accuracy: 0.8567\n",
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"Epoch 85/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3559 - accuracy: 0.8564\n",
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"Epoch 86/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3562 - accuracy: 0.8578\n",
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"Epoch 87/100\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3552 - accuracy: 0.8593\n",
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"Epoch 88/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3553 - accuracy: 0.8558\n",
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"Epoch 89/100\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3550 - accuracy: 0.8568\n",
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"Epoch 90/100\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3548 - accuracy: 0.8572\n",
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"Epoch 91/100\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3538 - accuracy: 0.8581\n",
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"Epoch 92/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3534 - accuracy: 0.8576\n",
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"Epoch 93/100\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3529 - accuracy: 0.8587\n",
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"Epoch 94/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3528 - accuracy: 0.8565\n",
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"Epoch 95/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3531 - accuracy: 0.8579\n",
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"Epoch 96/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3524 - accuracy: 0.8579\n",
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"Epoch 97/100\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3531 - accuracy: 0.8568\n",
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"Epoch 98/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3519 - accuracy: 0.8582\n",
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"Epoch 99/100\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3521 - accuracy: 0.8578\n",
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"Epoch 100/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3514 - accuracy: 0.8610\n",
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"Epoch 1/100\n",
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"7200/7200 [==============================] - 1s 145us/step - loss: 0.5714 - accuracy: 0.7954\n",
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"Epoch 2/100\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.4400 - accuracy: 0.7975\n",
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"Epoch 3/100\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4327 - accuracy: 0.7975\n",
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"Epoch 4/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4285 - accuracy: 0.7975\n",
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"Epoch 5/100\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.4248 - accuracy: 0.7975\n",
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"Epoch 6/100\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.4215 - accuracy: 0.7975\n",
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"Epoch 7/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4189 - accuracy: 0.7975\n",
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"Epoch 8/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4166 - accuracy: 0.8154\n",
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"Epoch 9/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4150 - accuracy: 0.8249\n",
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"Epoch 10/100\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.4136 - accuracy: 0.8272\n",
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"Epoch 11/100\n"
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]
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4129 - accuracy: 0.8285\n",
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"Epoch 12/100\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4117 - accuracy: 0.8303\n",
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"Epoch 13/100\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4107 - accuracy: 0.8294\n",
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"Epoch 14/100\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.4101 - accuracy: 0.8332\n",
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"Epoch 15/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4090 - accuracy: 0.8331\n",
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"Epoch 16/100\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.4088 - accuracy: 0.8332\n",
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"Epoch 17/100\n",
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"7200/7200 [==============================] - 1s 72us/step - loss: 0.4077 - accuracy: 0.8347\n",
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"Epoch 18/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4076 - accuracy: 0.8333\n",
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"Epoch 19/100\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.4067 - accuracy: 0.8349\n",
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"Epoch 20/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4060 - accuracy: 0.8357\n",
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"Epoch 21/100\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.4060 - accuracy: 0.8349\n",
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"Epoch 22/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4050 - accuracy: 0.8350\n",
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"Epoch 23/100\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.4047 - accuracy: 0.8363\n",
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"Epoch 24/100\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.4046 - accuracy: 0.8347\n",
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"Epoch 25/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.4041 - accuracy: 0.8354\n",
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"Epoch 26/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4036 - accuracy: 0.8353\n",
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"Epoch 27/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4034 - accuracy: 0.8361\n",
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"Epoch 28/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4031 - accuracy: 0.8354\n",
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"Epoch 29/100\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4028 - accuracy: 0.8363\n",
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"Epoch 30/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4024 - accuracy: 0.8354\n",
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"Epoch 31/100\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4023 - accuracy: 0.8365\n",
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"Epoch 32/100\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4019 - accuracy: 0.8360\n",
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"Epoch 33/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4018 - accuracy: 0.8367\n",
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"Epoch 34/100\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.4019 - accuracy: 0.8367\n",
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"Epoch 35/100\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4013 - accuracy: 0.8375\n",
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"Epoch 36/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4010 - accuracy: 0.8368\n",
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"Epoch 37/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4012 - accuracy: 0.8364\n",
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"Epoch 38/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.4008 - accuracy: 0.8367\n",
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"Epoch 39/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4007 - accuracy: 0.8368\n",
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"Epoch 40/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4007 - accuracy: 0.8361\n",
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"Epoch 41/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4005 - accuracy: 0.8368\n",
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"Epoch 42/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4005 - accuracy: 0.8360\n",
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"Epoch 43/100\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.4003 - accuracy: 0.8372\n",
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"Epoch 44/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4004 - accuracy: 0.8372\n",
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"Epoch 45/100\n",
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"7200/7200 [==============================] - 1s 72us/step - loss: 0.3996 - accuracy: 0.8358\n",
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"Epoch 46/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4000 - accuracy: 0.8368\n",
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"Epoch 47/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4001 - accuracy: 0.8364\n",
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"Epoch 48/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3994 - accuracy: 0.8357\n",
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"Epoch 49/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3995 - accuracy: 0.8371\n",
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"Epoch 50/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3992 - accuracy: 0.8375\n",
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"Epoch 51/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3993 - accuracy: 0.8363\n",
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"Epoch 52/100\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3991 - accuracy: 0.8351\n",
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"Epoch 53/100\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3993 - accuracy: 0.8354\n",
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"Epoch 54/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3989 - accuracy: 0.8361\n",
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"Epoch 55/100\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3992 - accuracy: 0.8364\n",
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"Epoch 56/100\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3988 - accuracy: 0.8367\n",
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"Epoch 57/100\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3988 - accuracy: 0.8364\n",
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"Epoch 58/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3988 - accuracy: 0.8376\n",
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"Epoch 59/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3986 - accuracy: 0.8353\n",
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"Epoch 60/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3986 - accuracy: 0.8369\n",
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"Epoch 61/100\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3987 - accuracy: 0.8361\n",
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"Epoch 62/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3989 - accuracy: 0.8357\n",
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"Epoch 63/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3985 - accuracy: 0.8361\n",
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"Epoch 64/100\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3984 - accuracy: 0.8353\n",
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"Epoch 65/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3986 - accuracy: 0.8367\n",
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"Epoch 66/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3984 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3986 - accuracy: 0.8344\n",
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"Epoch 68/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3985 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3982 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3985 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3979 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3982 - accuracy: 0.8372\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3981 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3977 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3985 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3979 - accuracy: 0.8350\n",
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"Epoch 77/100\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3981 - accuracy: 0.8364\n",
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"Epoch 78/100\n",
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"7200/7200 [==============================] - 1s 140us/step - loss: 0.3979 - accuracy: 0.8358\n",
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"Epoch 79/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3978 - accuracy: 0.8364\n",
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"Epoch 80/100\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.3982 - accuracy: 0.8357\n",
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"Epoch 81/100\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3979 - accuracy: 0.8368\n",
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"Epoch 82/100\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3979 - accuracy: 0.8367\n",
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"Epoch 83/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3977 - accuracy: 0.8367\n",
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"Epoch 84/100\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.3982 - accuracy: 0.8364\n",
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"Epoch 85/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3978 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3977 - accuracy: 0.8369\n",
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"Epoch 87/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3973 - accuracy: 0.8353\n",
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"Epoch 88/100\n",
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]
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},
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{
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"text": [
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"Epoch 89/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3974 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3976 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3979 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3975 - accuracy: 0.8361\n",
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"Epoch 93/100\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3975 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3974 - accuracy: 0.8365\n",
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"Epoch 95/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3972 - accuracy: 0.8357\n",
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"Epoch 96/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3975 - accuracy: 0.8351\n",
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"Epoch 97/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3972 - accuracy: 0.8351\n",
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"Epoch 98/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3974 - accuracy: 0.8354\n",
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"Epoch 99/100\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3973 - accuracy: 0.8356\n",
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"Epoch 100/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3973 - accuracy: 0.8349\n",
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"Epoch 1/100\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.5744 - accuracy: 0.7915\n",
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"Epoch 2/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4456 - accuracy: 0.7937\n",
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"Epoch 3/100\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4378 - accuracy: 0.7937\n",
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"Epoch 4/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4334 - accuracy: 0.7937\n",
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"Epoch 5/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4293 - accuracy: 0.7937\n",
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"Epoch 6/100\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.4260 - accuracy: 0.7937\n",
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"Epoch 7/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.4233 - accuracy: 0.8004\n",
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"Epoch 8/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4216 - accuracy: 0.8193\n",
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"Epoch 9/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4204 - accuracy: 0.8229\n",
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"Epoch 10/100\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4190 - accuracy: 0.8263\n",
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"Epoch 11/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.4181 - accuracy: 0.8269\n",
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"Epoch 12/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4169 - accuracy: 0.8288\n",
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"Epoch 13/100\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4164 - accuracy: 0.8292\n",
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"Epoch 14/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4153 - accuracy: 0.8306\n",
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"Epoch 15/100\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4147 - accuracy: 0.8306\n",
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"Epoch 16/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4140 - accuracy: 0.8303\n",
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"Epoch 17/100\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4133 - accuracy: 0.8300\n",
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"Epoch 18/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4132 - accuracy: 0.8317\n",
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"Epoch 19/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4128 - accuracy: 0.8313\n",
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"Epoch 20/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4119 - accuracy: 0.8311\n",
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"Epoch 21/100\n",
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"7200/7200 [==============================] - 0s 69us/step - loss: 0.4116 - accuracy: 0.8314\n",
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"Epoch 22/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4111 - accuracy: 0.8321\n",
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"Epoch 23/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4111 - accuracy: 0.8321\n",
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"Epoch 24/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4103 - accuracy: 0.8328\n",
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"Epoch 25/100\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4101 - accuracy: 0.8317\n",
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"Epoch 26/100\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.4096 - accuracy: 0.8319\n",
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"Epoch 27/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.4097 - accuracy: 0.8319\n",
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"Epoch 28/100\n",
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"7200/7200 [==============================] - 1s 70us/step - loss: 0.4091 - accuracy: 0.8318\n",
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"Epoch 29/100\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.4090 - accuracy: 0.8338\n",
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"Epoch 30/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4088 - accuracy: 0.8333\n",
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"Epoch 31/100\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.4082 - accuracy: 0.8325\n",
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"Epoch 32/100\n",
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"7200/7200 [==============================] - 1s 70us/step - loss: 0.4083 - accuracy: 0.8324\n",
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"Epoch 33/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4078 - accuracy: 0.8328\n",
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"Epoch 34/100\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4078 - accuracy: 0.8329\n",
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"Epoch 35/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4074 - accuracy: 0.8318\n",
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"Epoch 36/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4076 - accuracy: 0.8328\n",
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"Epoch 37/100\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4070 - accuracy: 0.8322\n",
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"Epoch 38/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.4069 - accuracy: 0.8329\n",
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"Epoch 39/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4069 - accuracy: 0.8328\n",
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"Epoch 40/100\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.4069 - accuracy: 0.8318\n",
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"Epoch 41/100\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4066 - accuracy: 0.8333\n",
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"Epoch 42/100\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4064 - accuracy: 0.8313\n",
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"Epoch 43/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4065 - accuracy: 0.8331\n",
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"Epoch 44/100\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.4061 - accuracy: 0.8321\n",
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"Epoch 45/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4060 - accuracy: 0.8329\n",
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"Epoch 46/100\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.4059 - accuracy: 0.8328\n",
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"Epoch 47/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4060 - accuracy: 0.8324\n",
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"Epoch 48/100\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.4055 - accuracy: 0.8314\n",
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"Epoch 49/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4057 - accuracy: 0.8346\n",
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"Epoch 50/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.4058 - accuracy: 0.8326\n",
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"Epoch 51/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4057 - accuracy: 0.8328\n",
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"Epoch 52/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4056 - accuracy: 0.8317\n",
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"Epoch 53/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4051 - accuracy: 0.8332\n",
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"Epoch 54/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4052 - accuracy: 0.8321\n",
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"Epoch 55/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.4049 - accuracy: 0.8324\n",
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"Epoch 56/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4053 - accuracy: 0.8331\n",
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"Epoch 57/100\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4049 - accuracy: 0.8331\n",
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"Epoch 58/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4048 - accuracy: 0.8335\n",
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"Epoch 59/100\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4052 - accuracy: 0.8326\n",
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"Epoch 60/100\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4046 - accuracy: 0.8329\n",
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"Epoch 61/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4048 - accuracy: 0.8331\n",
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"Epoch 62/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4045 - accuracy: 0.8324\n",
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"Epoch 63/100\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.4048 - accuracy: 0.8329\n",
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"Epoch 64/100\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.4049 - accuracy: 0.8344\n",
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"Epoch 65/100\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4045 - accuracy: 0.8333\n",
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"Epoch 66/100\n",
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"Epoch 67/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4045 - accuracy: 0.8318\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.4043 - accuracy: 0.8324\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.4041 - accuracy: 0.8333\n",
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"Epoch 70/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4047 - accuracy: 0.8318\n",
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"Epoch 71/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4037 - accuracy: 0.8324\n",
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"Epoch 72/100\n",
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"7200/7200 [==============================] - 0s 66us/step - loss: 0.4046 - accuracy: 0.8328\n",
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"Epoch 73/100\n",
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"7200/7200 [==============================] - 2s 321us/step - loss: 0.4041 - accuracy: 0.8329\n",
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"Epoch 74/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4044 - accuracy: 0.8326\n",
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"Epoch 75/100\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.4042 - accuracy: 0.8331\n",
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"Epoch 76/100\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.4041 - accuracy: 0.8322\n",
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"Epoch 77/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4041 - accuracy: 0.8325\n",
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"Epoch 78/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4039 - accuracy: 0.8336\n",
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"Epoch 79/100\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4039 - accuracy: 0.8339\n",
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"Epoch 80/100\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.4040 - accuracy: 0.8333\n",
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"Epoch 81/100\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.4043 - accuracy: 0.8336\n",
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"Epoch 82/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4038 - accuracy: 0.8335\n",
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"Epoch 83/100\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4037 - accuracy: 0.8333\n",
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"Epoch 84/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.4038 - accuracy: 0.8343\n",
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"Epoch 85/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4037 - accuracy: 0.8333\n",
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"Epoch 86/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4040 - accuracy: 0.8326\n",
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"Epoch 87/100\n",
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"7200/7200 [==============================] - 1s 135us/step - loss: 0.4039 - accuracy: 0.8349\n",
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"Epoch 88/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4041 - accuracy: 0.8332\n",
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"Epoch 89/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4036 - accuracy: 0.8324\n",
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"Epoch 90/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.4037 - accuracy: 0.8338\n",
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"Epoch 91/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4040 - accuracy: 0.8322\n",
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"Epoch 92/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4038 - accuracy: 0.8333\n",
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"Epoch 93/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4039 - accuracy: 0.8326\n",
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"Epoch 94/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4034 - accuracy: 0.8343\n",
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"Epoch 95/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4035 - accuracy: 0.8344\n",
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"Epoch 96/100\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.4037 - accuracy: 0.8347\n",
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"Epoch 97/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4033 - accuracy: 0.8328\n",
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"Epoch 98/100\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.4033 - accuracy: 0.8342\n",
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"Epoch 99/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4035 - accuracy: 0.8326\n",
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"Epoch 100/100\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.4035 - accuracy: 0.8336\n",
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"Epoch 1/100\n",
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"7200/7200 [==============================] - 1s 136us/step - loss: 0.5860 - accuracy: 0.7919\n",
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"Epoch 2/100\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.4379 - accuracy: 0.7958\n",
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"Epoch 3/100\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4195 - accuracy: 0.8174\n",
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"Epoch 4/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4039 - accuracy: 0.8315\n",
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"Epoch 5/100\n",
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"7200/7200 [==============================] - 0s 67us/step - loss: 0.3874 - accuracy: 0.8424\n",
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"Epoch 6/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3743 - accuracy: 0.8494\n",
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"Epoch 7/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3643 - accuracy: 0.8521\n",
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"Epoch 8/100\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3579 - accuracy: 0.8536\n",
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"Epoch 9/100\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3543 - accuracy: 0.8544\n",
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"Epoch 10/100\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3517 - accuracy: 0.8551\n",
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"Epoch 11/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3503 - accuracy: 0.8549\n",
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"Epoch 12/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3488 - accuracy: 0.8585\n",
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"Epoch 13/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3475 - accuracy: 0.8579\n",
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"Epoch 14/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3464 - accuracy: 0.8583\n",
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"Epoch 15/100\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3460 - accuracy: 0.8604\n",
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"Epoch 16/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3456 - accuracy: 0.8589\n",
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"Epoch 17/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3452 - accuracy: 0.8593\n",
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"Epoch 18/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3439 - accuracy: 0.8593\n",
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"Epoch 19/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3441 - accuracy: 0.8601\n",
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"Epoch 20/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3436 - accuracy: 0.8607\n",
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"Epoch 21/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3437 - accuracy: 0.8610\n",
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"Epoch 22/100\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3433 - accuracy: 0.8608\n",
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"Epoch 23/100\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3434 - accuracy: 0.8612\n",
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"Epoch 24/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3431 - accuracy: 0.8614\n",
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"Epoch 25/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3430 - accuracy: 0.8601\n",
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"Epoch 26/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3424 - accuracy: 0.8621\n",
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"Epoch 27/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3422 - accuracy: 0.8617\n",
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"Epoch 28/100\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3421 - accuracy: 0.8619\n",
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"Epoch 29/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3422 - accuracy: 0.8600\n",
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"Epoch 30/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3417 - accuracy: 0.8632\n",
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"Epoch 31/100\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3415 - accuracy: 0.8624\n",
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"Epoch 32/100\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3415 - accuracy: 0.8618\n",
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"Epoch 33/100\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3415 - accuracy: 0.8617\n",
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"Epoch 34/100\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.3412 - accuracy: 0.8628\n",
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"Epoch 35/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3410 - accuracy: 0.8614\n",
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"Epoch 36/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3413 - accuracy: 0.8615\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.3409 - accuracy: 0.8611\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3409 - accuracy: 0.8631\n",
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"Epoch 39/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3406 - accuracy: 0.8618\n",
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"Epoch 40/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3407 - accuracy: 0.8614\n",
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"Epoch 41/100\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3406 - accuracy: 0.8622\n",
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"Epoch 42/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3405 - accuracy: 0.8608\n",
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"Epoch 43/100\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3411 - accuracy: 0.8614\n",
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]
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{
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"text": [
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3406 - accuracy: 0.8615\n",
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"Epoch 45/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3404 - accuracy: 0.8622\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.3403 - accuracy: 0.8626\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3404 - accuracy: 0.8600\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3405 - accuracy: 0.8637\n",
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"Epoch 49/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3402 - accuracy: 0.8619\n",
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"Epoch 50/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3408 - accuracy: 0.8615\n",
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"Epoch 51/100\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.3403 - accuracy: 0.8619\n",
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"Epoch 52/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3405 - accuracy: 0.8621\n",
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"Epoch 53/100\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3400 - accuracy: 0.8625\n",
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"Epoch 54/100\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3404 - accuracy: 0.8619\n",
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"Epoch 55/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3400 - accuracy: 0.8631\n",
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"Epoch 56/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3401 - accuracy: 0.8615\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.3402 - accuracy: 0.8612\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3402 - accuracy: 0.8629\n",
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"Epoch 59/100\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3401 - accuracy: 0.8608\n",
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"Epoch 60/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3396 - accuracy: 0.8628\n",
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"Epoch 61/100\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.3401 - accuracy: 0.8618\n",
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"Epoch 62/100\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3401 - accuracy: 0.8614\n",
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"Epoch 63/100\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3395 - accuracy: 0.8618\n",
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"Epoch 64/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3399 - accuracy: 0.8619\n",
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"Epoch 65/100\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3402 - accuracy: 0.8628\n",
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"Epoch 66/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3396 - accuracy: 0.8632\n",
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"Epoch 67/100\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3397 - accuracy: 0.8631\n",
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"Epoch 68/100\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.3393 - accuracy: 0.8604\n",
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"Epoch 69/100\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3393 - accuracy: 0.8622\n",
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"Epoch 70/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3396 - accuracy: 0.8618\n",
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"Epoch 71/100\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3392 - accuracy: 0.8622\n",
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"Epoch 72/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3394 - accuracy: 0.8619\n",
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"Epoch 73/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3399 - accuracy: 0.8610\n",
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"Epoch 74/100\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3396 - accuracy: 0.8618\n",
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"Epoch 75/100\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3391 - accuracy: 0.8628\n",
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"Epoch 76/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3398 - accuracy: 0.8626\n",
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"Epoch 77/100\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3391 - accuracy: 0.8610\n",
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"Epoch 78/100\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3394 - accuracy: 0.8626\n",
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"Epoch 79/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3394 - accuracy: 0.8612\n",
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"Epoch 80/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3396 - accuracy: 0.8629\n",
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"Epoch 81/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3395 - accuracy: 0.8622\n",
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"Epoch 82/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3397 - accuracy: 0.8596\n",
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"Epoch 83/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3398 - accuracy: 0.8626\n",
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"Epoch 84/100\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3389 - accuracy: 0.8617\n",
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"Epoch 85/100\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3393 - accuracy: 0.8614\n",
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"Epoch 86/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3392 - accuracy: 0.8626\n",
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"Epoch 87/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3392 - accuracy: 0.8626\n",
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"Epoch 88/100\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3392 - accuracy: 0.8625\n",
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"Epoch 89/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3390 - accuracy: 0.8628\n",
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"Epoch 90/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3394 - accuracy: 0.8629\n",
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"Epoch 91/100\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3390 - accuracy: 0.8637\n",
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"Epoch 92/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3392 - accuracy: 0.8621\n",
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"Epoch 93/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3388 - accuracy: 0.8629\n",
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"Epoch 94/100\n",
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"7200/7200 [==============================] - 0s 65us/step - loss: 0.3388 - accuracy: 0.8633\n",
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"Epoch 95/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3391 - accuracy: 0.8628\n",
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"Epoch 96/100\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.3388 - accuracy: 0.8618\n",
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"Epoch 97/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3393 - accuracy: 0.8617\n",
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"Epoch 98/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3390 - accuracy: 0.8626\n",
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"Epoch 99/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3389 - accuracy: 0.8621\n",
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"Epoch 100/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3390 - accuracy: 0.8633\n",
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"Epoch 1/100\n",
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"7200/7200 [==============================] - 1s 133us/step - loss: 0.5844 - accuracy: 0.7943\n",
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"Epoch 2/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4442 - accuracy: 0.7969\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4353 - accuracy: 0.7969\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.4321 - accuracy: 0.7969\n",
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"Epoch 5/100\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4300 - accuracy: 0.7969\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4275 - accuracy: 0.7969\n",
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"Epoch 7/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4239 - accuracy: 0.8049\n",
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"Epoch 8/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4194 - accuracy: 0.8240\n",
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"Epoch 9/100\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.4154 - accuracy: 0.8278\n",
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"Epoch 10/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4118 - accuracy: 0.8307\n",
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"Epoch 11/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4093 - accuracy: 0.8300\n",
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"Epoch 12/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4074 - accuracy: 0.8324\n",
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"Epoch 13/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4058 - accuracy: 0.8336\n",
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"Epoch 14/100\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.4041 - accuracy: 0.8338\n",
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"Epoch 15/100\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.4026 - accuracy: 0.8346\n",
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"Epoch 16/100\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.4014 - accuracy: 0.8332\n",
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"Epoch 17/100\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.4004 - accuracy: 0.8351\n",
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"Epoch 18/100\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3993 - accuracy: 0.8350\n",
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"Epoch 19/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3989 - accuracy: 0.8349\n",
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"Epoch 20/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3975 - accuracy: 0.8335\n",
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"Epoch 21/100\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3969 - accuracy: 0.8351\n"
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{
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"Epoch 22/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3955 - accuracy: 0.8365\n",
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"Epoch 23/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3946 - accuracy: 0.8368\n",
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"Epoch 24/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3928 - accuracy: 0.8376\n",
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"Epoch 25/100\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3915 - accuracy: 0.8392\n",
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"Epoch 26/100\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3886 - accuracy: 0.8403\n",
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"Epoch 27/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3867 - accuracy: 0.8406\n",
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"Epoch 28/100\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3843 - accuracy: 0.8410\n",
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"Epoch 29/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3818 - accuracy: 0.8411\n",
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"Epoch 30/100\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3791 - accuracy: 0.8403\n",
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"Epoch 31/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3761 - accuracy: 0.8424\n",
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"Epoch 32/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3729 - accuracy: 0.8426\n",
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"Epoch 33/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3696 - accuracy: 0.8453\n",
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"Epoch 34/100\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3675 - accuracy: 0.8451\n",
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"Epoch 35/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3637 - accuracy: 0.8456\n",
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"Epoch 36/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3623 - accuracy: 0.8478\n",
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"Epoch 37/100\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3597 - accuracy: 0.8510\n",
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"Epoch 38/100\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3574 - accuracy: 0.8499\n",
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"Epoch 39/100\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3567 - accuracy: 0.8533\n",
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"Epoch 40/100\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3555 - accuracy: 0.8524\n",
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"Epoch 41/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3539 - accuracy: 0.8533\n",
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"Epoch 42/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3529 - accuracy: 0.8551\n",
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"Epoch 43/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3515 - accuracy: 0.8568\n",
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"Epoch 44/100\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3502 - accuracy: 0.8557\n",
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"Epoch 45/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3493 - accuracy: 0.8564\n",
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"Epoch 46/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3491 - accuracy: 0.8574\n",
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"Epoch 47/100\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.3484 - accuracy: 0.8557\n",
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"Epoch 48/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3478 - accuracy: 0.8582\n",
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"Epoch 49/100\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3476 - accuracy: 0.8567\n",
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"Epoch 50/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3471 - accuracy: 0.8568\n",
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"Epoch 51/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3462 - accuracy: 0.8558\n",
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"Epoch 52/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3464 - accuracy: 0.8567\n",
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"Epoch 53/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3462 - accuracy: 0.8582\n",
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"Epoch 54/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3456 - accuracy: 0.8581\n",
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"Epoch 55/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3452 - accuracy: 0.8562\n",
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"Epoch 56/100\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3445 - accuracy: 0.8581\n",
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"Epoch 57/100\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3437 - accuracy: 0.8585\n",
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"Epoch 58/100\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3447 - accuracy: 0.8582\n",
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"Epoch 59/100\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3443 - accuracy: 0.8572\n",
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"Epoch 60/100\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3450 - accuracy: 0.8574\n",
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"Epoch 61/100\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3437 - accuracy: 0.8607\n",
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"Epoch 62/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3440 - accuracy: 0.8565\n",
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"Epoch 63/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3433 - accuracy: 0.8583\n",
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"Epoch 64/100\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3438 - accuracy: 0.8571\n",
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"Epoch 65/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3434 - accuracy: 0.8601\n",
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"Epoch 66/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3431 - accuracy: 0.8592\n",
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"Epoch 67/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3434 - accuracy: 0.8578\n",
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"Epoch 68/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3432 - accuracy: 0.8565\n",
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"Epoch 69/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3420 - accuracy: 0.8556\n",
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"Epoch 70/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3422 - accuracy: 0.8581\n",
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"Epoch 71/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3427 - accuracy: 0.8576\n",
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"Epoch 72/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3418 - accuracy: 0.8601\n",
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"Epoch 73/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3423 - accuracy: 0.8582\n",
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"Epoch 74/100\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3435 - accuracy: 0.8575\n",
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"Epoch 75/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3412 - accuracy: 0.8564\n",
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"Epoch 76/100\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3419 - accuracy: 0.8593\n",
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"Epoch 77/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3413 - accuracy: 0.8579\n",
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"Epoch 78/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3414 - accuracy: 0.8608\n",
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"Epoch 79/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3423 - accuracy: 0.8586\n",
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"Epoch 80/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3411 - accuracy: 0.8589\n",
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"Epoch 81/100\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3413 - accuracy: 0.8587\n",
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"Epoch 82/100\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3397 - accuracy: 0.8590\n",
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"Epoch 83/100\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3404 - accuracy: 0.8564\n",
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"Epoch 84/100\n",
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"7200/7200 [==============================] - 1s 130us/step - loss: 0.3413 - accuracy: 0.8578\n",
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"Epoch 85/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3416 - accuracy: 0.8569\n",
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"Epoch 86/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3399 - accuracy: 0.8590\n",
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"Epoch 87/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3404 - accuracy: 0.8596\n",
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"Epoch 88/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3402 - accuracy: 0.8560\n",
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"Epoch 89/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3405 - accuracy: 0.8579\n",
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"Epoch 90/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3407 - accuracy: 0.8596\n",
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"Epoch 91/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3390 - accuracy: 0.8604\n",
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"Epoch 92/100\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.3399 - accuracy: 0.8589\n",
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"Epoch 93/100\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3406 - accuracy: 0.8610\n",
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"Epoch 94/100\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3392 - accuracy: 0.8593\n",
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"Epoch 95/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3399 - accuracy: 0.8579\n",
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"Epoch 96/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3403 - accuracy: 0.8592\n",
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"Epoch 97/100\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3401 - accuracy: 0.8574\n",
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"Epoch 98/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3407 - accuracy: 0.8586\n",
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"Epoch 99/100\n"
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]
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},
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"text": [
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3401 - accuracy: 0.8583\n",
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"Epoch 100/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3404 - accuracy: 0.8587\n",
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"Epoch 1/100\n",
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"7200/7200 [==============================] - 1s 134us/step - loss: 0.5959 - accuracy: 0.7942\n",
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"7200/7200 [==============================] - 0s 69us/step - loss: 0.4471 - accuracy: 0.7962\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.4373 - accuracy: 0.7962\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.4330 - accuracy: 0.7962\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.4307 - accuracy: 0.7962\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4291 - accuracy: 0.7962\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4276 - accuracy: 0.7962\n",
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"Epoch 8/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4255 - accuracy: 0.7962\n",
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"Epoch 9/100\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.4230 - accuracy: 0.7962\n",
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"Epoch 10/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4210 - accuracy: 0.7962\n",
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"Epoch 11/100\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.4189 - accuracy: 0.8132\n",
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"Epoch 12/100\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.4175 - accuracy: 0.8236\n",
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"Epoch 13/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.4162 - accuracy: 0.8256\n",
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"Epoch 14/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4151 - accuracy: 0.8267\n",
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"Epoch 15/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4141 - accuracy: 0.8279\n",
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"Epoch 16/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4133 - accuracy: 0.8300\n",
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"Epoch 17/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4125 - accuracy: 0.8313\n",
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"Epoch 18/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4114 - accuracy: 0.8326\n",
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"Epoch 19/100\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.4108 - accuracy: 0.8338\n",
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"Epoch 20/100\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.4100 - accuracy: 0.8342\n",
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"Epoch 21/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4094 - accuracy: 0.8336\n",
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"Epoch 22/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4089 - accuracy: 0.8350\n",
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"Epoch 23/100\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4082 - accuracy: 0.8328\n",
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"Epoch 24/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4078 - accuracy: 0.8354\n",
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"Epoch 25/100\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.4072 - accuracy: 0.8333\n",
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"Epoch 26/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4068 - accuracy: 0.8353\n",
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"Epoch 27/100\n",
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"7200/7200 [==============================] - 1s 70us/step - loss: 0.4064 - accuracy: 0.8354\n",
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"Epoch 28/100\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.4057 - accuracy: 0.8346\n",
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"Epoch 29/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4056 - accuracy: 0.8338\n",
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"Epoch 30/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4051 - accuracy: 0.8350\n",
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"Epoch 31/100\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4050 - accuracy: 0.8361\n",
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"Epoch 32/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4044 - accuracy: 0.8358\n",
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"Epoch 33/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4045 - accuracy: 0.8347\n",
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"Epoch 34/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4040 - accuracy: 0.8350\n",
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"Epoch 35/100\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4037 - accuracy: 0.8354\n",
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"Epoch 36/100\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.4035 - accuracy: 0.8351\n",
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"Epoch 37/100\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.4032 - accuracy: 0.8360\n",
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"Epoch 38/100\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4030 - accuracy: 0.8363\n",
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"Epoch 39/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4030 - accuracy: 0.8350\n",
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"Epoch 40/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4028 - accuracy: 0.8351\n",
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"Epoch 41/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4025 - accuracy: 0.8356\n",
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"Epoch 42/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4024 - accuracy: 0.8350\n",
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"Epoch 43/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4020 - accuracy: 0.8361\n",
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"Epoch 44/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4020 - accuracy: 0.8356\n",
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"Epoch 45/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4019 - accuracy: 0.8361\n",
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"Epoch 46/100\n",
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"7200/7200 [==============================] - 1s 72us/step - loss: 0.4016 - accuracy: 0.8367\n",
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"Epoch 47/100\n",
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"7200/7200 [==============================] - 1s 70us/step - loss: 0.4012 - accuracy: 0.8367\n",
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"Epoch 48/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4014 - accuracy: 0.8347\n",
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"Epoch 49/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4014 - accuracy: 0.8357\n",
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"Epoch 50/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4010 - accuracy: 0.8361\n",
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"Epoch 51/100\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.4008 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.4009 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4004 - accuracy: 0.8364\n",
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"Epoch 54/100\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4004 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4006 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.4005 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3999 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3997 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3994 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3992 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3986 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3983 - accuracy: 0.8369\n",
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"Epoch 63/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3977 - accuracy: 0.8361\n",
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"Epoch 64/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3978 - accuracy: 0.8358\n",
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"Epoch 65/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3969 - accuracy: 0.8353\n",
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"Epoch 66/100\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3970 - accuracy: 0.8350\n",
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"Epoch 67/100\n",
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"7200/7200 [==============================] - 0s 59us/step - loss: 0.3971 - accuracy: 0.8357\n",
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"Epoch 68/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3970 - accuracy: 0.8363\n",
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"Epoch 69/100\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3964 - accuracy: 0.8371\n",
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"Epoch 70/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3963 - accuracy: 0.8351\n",
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"Epoch 71/100\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.3961 - accuracy: 0.8360\n",
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"Epoch 72/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3959 - accuracy: 0.8344\n",
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"Epoch 73/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3955 - accuracy: 0.8361\n",
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"Epoch 74/100\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3954 - accuracy: 0.8360\n",
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"Epoch 75/100\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3950 - accuracy: 0.8357\n",
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"Epoch 76/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3953 - accuracy: 0.8354\n",
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"Epoch 77/100\n"
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]
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},
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{
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"text": [
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3952 - accuracy: 0.8344\n",
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"Epoch 78/100\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3946 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 71us/step - loss: 0.3949 - accuracy: 0.8364\n",
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"Epoch 80/100\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3944 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3942 - accuracy: 0.8363\n",
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"Epoch 83/100\n",
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"7200/7200 [==============================] - 1s 71us/step - loss: 0.3941 - accuracy: 0.8344\n",
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"Epoch 84/100\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.3943 - accuracy: 0.8347\n",
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"Epoch 85/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3936 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3939 - accuracy: 0.8367\n",
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"Epoch 87/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3934 - accuracy: 0.8376\n",
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"Epoch 88/100\n",
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"7200/7200 [==============================] - 0s 66us/step - loss: 0.3938 - accuracy: 0.8347\n",
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"Epoch 89/100\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3936 - accuracy: 0.8349\n",
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"Epoch 90/100\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3937 - accuracy: 0.8342\n",
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"Epoch 91/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3930 - accuracy: 0.8371\n",
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"Epoch 92/100\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3934 - accuracy: 0.8354\n",
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"Epoch 93/100\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3931 - accuracy: 0.8354\n",
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"Epoch 94/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3929 - accuracy: 0.8347\n",
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"Epoch 95/100\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3931 - accuracy: 0.8358\n",
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"Epoch 96/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3928 - accuracy: 0.8361\n",
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"Epoch 97/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3924 - accuracy: 0.8364\n",
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"Epoch 98/100\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3926 - accuracy: 0.8349\n",
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"Epoch 99/100\n",
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"7200/7200 [==============================] - 1s 71us/step - loss: 0.3923 - accuracy: 0.8356\n",
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"Epoch 100/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3924 - accuracy: 0.8344\n",
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"Epoch 1/100\n",
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"7200/7200 [==============================] - 1s 130us/step - loss: 0.5750 - accuracy: 0.7957\n",
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"Epoch 2/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4420 - accuracy: 0.7957\n",
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"Epoch 3/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4334 - accuracy: 0.7957\n",
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"Epoch 4/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4293 - accuracy: 0.7957\n",
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"Epoch 5/100\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.4265 - accuracy: 0.7957\n",
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"Epoch 6/100\n",
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"7200/7200 [==============================] - 1s 70us/step - loss: 0.4243 - accuracy: 0.7957\n",
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"Epoch 7/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4216 - accuracy: 0.7957\n",
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"Epoch 8/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4187 - accuracy: 0.8079\n",
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"Epoch 9/100\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.4164 - accuracy: 0.8218\n",
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"Epoch 10/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4153 - accuracy: 0.8257\n",
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"Epoch 11/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4137 - accuracy: 0.8290\n",
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"Epoch 12/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4135 - accuracy: 0.8301\n",
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"Epoch 13/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4119 - accuracy: 0.8303\n",
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"Epoch 14/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4114 - accuracy: 0.8329\n",
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"Epoch 15/100\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.4104 - accuracy: 0.8328\n",
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"Epoch 16/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4091 - accuracy: 0.8332\n",
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"Epoch 17/100\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4088 - accuracy: 0.8360\n",
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"Epoch 18/100\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.4080 - accuracy: 0.8339\n",
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"Epoch 19/100\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.4074 - accuracy: 0.8346\n",
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"Epoch 20/100\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4069 - accuracy: 0.8351\n",
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"Epoch 21/100\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.4066 - accuracy: 0.8350\n",
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"Epoch 22/100\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.4060 - accuracy: 0.8351\n",
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"Epoch 23/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4055 - accuracy: 0.8353\n",
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"Epoch 24/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.4052 - accuracy: 0.8363\n",
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"Epoch 25/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4050 - accuracy: 0.8360\n",
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"Epoch 26/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4044 - accuracy: 0.8354\n",
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"Epoch 27/100\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4039 - accuracy: 0.8353\n",
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"Epoch 28/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4040 - accuracy: 0.8353\n",
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"Epoch 29/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4033 - accuracy: 0.8356\n",
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"Epoch 30/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4030 - accuracy: 0.8364\n",
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"Epoch 31/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.4033 - accuracy: 0.8371\n",
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"Epoch 32/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4026 - accuracy: 0.8369\n",
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"Epoch 33/100\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4024 - accuracy: 0.8364\n",
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"Epoch 34/100\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.4023 - accuracy: 0.8357\n",
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"Epoch 35/100\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.4021 - accuracy: 0.8346\n",
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"Epoch 36/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4016 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4016 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4013 - accuracy: 0.8363\n",
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"Epoch 39/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4013 - accuracy: 0.8369\n",
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"Epoch 40/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4011 - accuracy: 0.8369\n",
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"Epoch 41/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4008 - accuracy: 0.8368\n",
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"Epoch 42/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4007 - accuracy: 0.8369\n",
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"Epoch 43/100\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4005 - accuracy: 0.8369\n",
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"Epoch 44/100\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4006 - accuracy: 0.8367\n",
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"Epoch 45/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4001 - accuracy: 0.8369\n",
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"Epoch 46/100\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4000 - accuracy: 0.8374\n",
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"Epoch 47/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4002 - accuracy: 0.8360\n",
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"Epoch 48/100\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3999 - accuracy: 0.8365\n",
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"Epoch 49/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3997 - accuracy: 0.8372\n",
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"Epoch 50/100\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3998 - accuracy: 0.8378\n",
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"Epoch 51/100\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3997 - accuracy: 0.8364\n",
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"Epoch 52/100\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3995 - accuracy: 0.8372\n",
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"Epoch 53/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3997 - accuracy: 0.8374\n",
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"Epoch 54/100\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3995 - accuracy: 0.8365\n",
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"Epoch 55/100\n"
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]
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},
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{
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"text": [
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3991 - accuracy: 0.8367\n",
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"Epoch 56/100\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3994 - accuracy: 0.8386\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3991 - accuracy: 0.8375\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3988 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3992 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3988 - accuracy: 0.8368\n",
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"Epoch 61/100\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3986 - accuracy: 0.8379\n",
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"Epoch 62/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3986 - accuracy: 0.8385\n",
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"Epoch 64/100\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.3987 - accuracy: 0.8371\n",
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"Epoch 65/100\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3986 - accuracy: 0.8389\n",
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"Epoch 66/100\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3985 - accuracy: 0.8369\n",
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"Epoch 67/100\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3986 - accuracy: 0.8379\n",
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"Epoch 68/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3984 - accuracy: 0.8368\n",
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"Epoch 69/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3986 - accuracy: 0.8363\n",
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"Epoch 70/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3983 - accuracy: 0.8371\n",
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"Epoch 71/100\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3981 - accuracy: 0.8365\n",
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"Epoch 72/100\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.3982 - accuracy: 0.8383\n",
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"Epoch 73/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3983 - accuracy: 0.8375\n",
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"Epoch 74/100\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3981 - accuracy: 0.8376\n",
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"Epoch 75/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3982 - accuracy: 0.8381\n",
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"Epoch 76/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3984 - accuracy: 0.8374\n",
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"Epoch 77/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3985 - accuracy: 0.8372\n",
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"Epoch 78/100\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3978 - accuracy: 0.8389\n",
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"Epoch 79/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3981 - accuracy: 0.8358\n",
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"Epoch 80/100\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3980 - accuracy: 0.8363\n",
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"Epoch 81/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3976 - accuracy: 0.8385\n",
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"Epoch 82/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3978 - accuracy: 0.8372\n",
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"Epoch 83/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3975 - accuracy: 0.8379\n",
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"Epoch 84/100\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3979 - accuracy: 0.8375\n",
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"Epoch 85/100\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3979 - accuracy: 0.8378\n",
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"Epoch 86/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3977 - accuracy: 0.8376\n",
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"Epoch 87/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3980 - accuracy: 0.8378\n",
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"Epoch 88/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3976 - accuracy: 0.8376\n",
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"Epoch 89/100\n",
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"7200/7200 [==============================] - 0s 65us/step - loss: 0.3977 - accuracy: 0.8386\n",
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"Epoch 90/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3976 - accuracy: 0.8386\n",
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"Epoch 91/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3977 - accuracy: 0.8390\n",
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"Epoch 92/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3973 - accuracy: 0.8381\n",
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"Epoch 93/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3978 - accuracy: 0.8375\n",
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"Epoch 94/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3974 - accuracy: 0.8372\n",
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"Epoch 95/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3973 - accuracy: 0.8371\n",
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"Epoch 96/100\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3975 - accuracy: 0.8375\n",
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"Epoch 97/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3974 - accuracy: 0.8388\n",
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"Epoch 98/100\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3976 - accuracy: 0.8388\n",
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"Epoch 99/100\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3975 - accuracy: 0.8376\n",
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"Epoch 100/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3973 - accuracy: 0.8375\n",
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"Epoch 1/100\n",
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"7200/7200 [==============================] - 1s 140us/step - loss: 0.5689 - accuracy: 0.7939\n",
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"Epoch 2/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4411 - accuracy: 0.7961\n",
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"Epoch 3/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4353 - accuracy: 0.7961\n",
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"Epoch 4/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4327 - accuracy: 0.7961\n",
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"Epoch 5/100\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.4312 - accuracy: 0.7961\n",
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"Epoch 6/100\n",
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"7200/7200 [==============================] - 1s 133us/step - loss: 0.4293 - accuracy: 0.7961\n",
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"Epoch 7/100\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.4269 - accuracy: 0.7961\n",
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"Epoch 8/100\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.4240 - accuracy: 0.7961\n",
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"Epoch 9/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4215 - accuracy: 0.8111\n",
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"Epoch 10/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4201 - accuracy: 0.8221\n",
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"Epoch 11/100\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.4187 - accuracy: 0.8247\n",
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"Epoch 12/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4178 - accuracy: 0.8251\n",
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"Epoch 13/100\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4168 - accuracy: 0.8276\n",
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"Epoch 14/100\n",
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"7200/7200 [==============================] - 2s 315us/step - loss: 0.4163 - accuracy: 0.8283\n",
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"Epoch 15/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4153 - accuracy: 0.8304\n",
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"Epoch 16/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4145 - accuracy: 0.8311\n",
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"Epoch 17/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4139 - accuracy: 0.8313\n",
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"Epoch 18/100\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.4134 - accuracy: 0.8306\n",
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"Epoch 19/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4131 - accuracy: 0.8325\n",
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"Epoch 20/100\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4127 - accuracy: 0.8315\n",
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"Epoch 21/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4123 - accuracy: 0.8317\n",
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"Epoch 22/100\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4118 - accuracy: 0.8324\n",
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"Epoch 23/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4112 - accuracy: 0.8317\n",
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"Epoch 24/100\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4107 - accuracy: 0.8332\n",
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"Epoch 25/100\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.4105 - accuracy: 0.8324\n",
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"Epoch 26/100\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4103 - accuracy: 0.8333\n",
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"Epoch 27/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4101 - accuracy: 0.8328\n",
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"Epoch 28/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.4097 - accuracy: 0.8331\n",
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"Epoch 29/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4097 - accuracy: 0.8340\n",
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"Epoch 30/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4094 - accuracy: 0.8333\n",
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"Epoch 31/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4091 - accuracy: 0.8324\n",
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"Epoch 32/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4091 - accuracy: 0.8340\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Epoch 33/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4086 - accuracy: 0.8331\n",
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"Epoch 34/100\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4086 - accuracy: 0.8339\n",
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"Epoch 35/100\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.4083 - accuracy: 0.8332\n",
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"Epoch 36/100\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.4081 - accuracy: 0.8329\n",
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"Epoch 37/100\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4078 - accuracy: 0.8311\n",
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"Epoch 38/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4082 - accuracy: 0.8331\n",
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"Epoch 39/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4074 - accuracy: 0.8338\n",
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"Epoch 40/100\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.4075 - accuracy: 0.8333\n",
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"Epoch 41/100\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.4074 - accuracy: 0.8328\n",
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"Epoch 42/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4073 - accuracy: 0.8333\n",
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"Epoch 43/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4073 - accuracy: 0.8344\n",
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"Epoch 44/100\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.4071 - accuracy: 0.8339\n",
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"Epoch 45/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4065 - accuracy: 0.8333\n",
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"Epoch 46/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4071 - accuracy: 0.8343\n",
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"Epoch 47/100\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.4065 - accuracy: 0.8325\n",
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"Epoch 48/100\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.4067 - accuracy: 0.8335\n",
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"Epoch 49/100\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4060 - accuracy: 0.8328\n",
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"Epoch 50/100\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4061 - accuracy: 0.8329\n",
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"Epoch 51/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4062 - accuracy: 0.8332\n",
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"Epoch 52/100\n",
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"7200/7200 [==============================] - 1s 72us/step - loss: 0.4061 - accuracy: 0.8328\n",
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"Epoch 53/100\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.4055 - accuracy: 0.8347\n",
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"Epoch 54/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.4054 - accuracy: 0.8342\n",
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"Epoch 55/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4055 - accuracy: 0.8340\n",
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"Epoch 56/100\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4054 - accuracy: 0.8350\n",
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"Epoch 57/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4054 - accuracy: 0.8336\n",
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"Epoch 58/100\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.4053 - accuracy: 0.8331\n",
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"Epoch 59/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4053 - accuracy: 0.8333\n",
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"Epoch 60/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.4049 - accuracy: 0.8339\n",
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"Epoch 61/100\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.4048 - accuracy: 0.8333\n",
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"Epoch 62/100\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.4048 - accuracy: 0.8328\n",
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"Epoch 63/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4045 - accuracy: 0.8344\n",
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"Epoch 64/100\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.4050 - accuracy: 0.8338\n",
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"Epoch 65/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4045 - accuracy: 0.8343\n",
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"Epoch 66/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4043 - accuracy: 0.8340\n",
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"Epoch 67/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.4049 - accuracy: 0.8347\n",
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"Epoch 68/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4047 - accuracy: 0.8338\n",
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"Epoch 69/100\n",
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"7200/7200 [==============================] - 1s 145us/step - loss: 0.4044 - accuracy: 0.8333\n",
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"Epoch 70/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.4041 - accuracy: 0.8338\n",
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"Epoch 71/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4040 - accuracy: 0.8346\n",
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"Epoch 72/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4042 - accuracy: 0.8339\n",
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"Epoch 73/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4039 - accuracy: 0.8318\n",
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"Epoch 74/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4045 - accuracy: 0.8340\n",
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"Epoch 75/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4042 - accuracy: 0.8336\n",
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"Epoch 76/100\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4041 - accuracy: 0.8339\n",
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"Epoch 77/100\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.4039 - accuracy: 0.8353\n",
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"Epoch 78/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4039 - accuracy: 0.8347\n",
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"Epoch 79/100\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4038 - accuracy: 0.8329\n",
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"Epoch 80/100\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4036 - accuracy: 0.8338\n",
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"Epoch 81/100\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.4039 - accuracy: 0.8335\n",
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"Epoch 82/100\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.4044 - accuracy: 0.8336\n",
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"Epoch 83/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4039 - accuracy: 0.8333\n",
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"Epoch 84/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4039 - accuracy: 0.8340\n",
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"Epoch 85/100\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4038 - accuracy: 0.8331\n",
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"Epoch 86/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4037 - accuracy: 0.8342\n",
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"Epoch 87/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4032 - accuracy: 0.8339\n",
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"Epoch 88/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.4040 - accuracy: 0.8338\n",
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"Epoch 89/100\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4034 - accuracy: 0.8339\n",
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"Epoch 90/100\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.4034 - accuracy: 0.8342\n",
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"Epoch 91/100\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.4039 - accuracy: 0.8336\n",
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"Epoch 92/100\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.4032 - accuracy: 0.8342\n",
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"Epoch 93/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4032 - accuracy: 0.8335\n",
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"Epoch 94/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4036 - accuracy: 0.8339\n",
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"Epoch 95/100\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4031 - accuracy: 0.8344\n",
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"Epoch 96/100\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4036 - accuracy: 0.8329\n",
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"Epoch 97/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4033 - accuracy: 0.8342\n",
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"Epoch 98/100\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.4033 - accuracy: 0.8338\n",
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"Epoch 99/100\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.4029 - accuracy: 0.8336\n",
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"Epoch 100/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4037 - accuracy: 0.8326\n",
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"Epoch 1/100\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.6105 - accuracy: 0.7954\n",
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"Epoch 2/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4581 - accuracy: 0.7971\n",
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"Epoch 3/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4402 - accuracy: 0.7971\n",
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"Epoch 4/100\n",
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"7200/7200 [==============================] - 0s 66us/step - loss: 0.4352 - accuracy: 0.7971\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4220 - accuracy: 0.7971\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4198 - accuracy: 0.8062\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.4096 - accuracy: 0.8322\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4070 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4053 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4045 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4036 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4021 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.4011 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4004 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4000 - accuracy: 0.8360\n",
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"Epoch 35/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3993 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.3960 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3956 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3950 - accuracy: 0.8361\n",
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]
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{
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"text": [
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4105 - accuracy: 0.8329\n",
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"Epoch 42/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4046 - accuracy: 0.8338\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4043 - accuracy: 0.8346\n",
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"Epoch 44/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.4041 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4040 - accuracy: 0.8351\n",
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"Epoch 46/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4040 - accuracy: 0.8356\n",
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"Epoch 47/100\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.4037 - accuracy: 0.8346\n",
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"Epoch 49/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4034 - accuracy: 0.8354\n",
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"Epoch 50/100\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.4035 - accuracy: 0.8358\n",
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"Epoch 51/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4030 - accuracy: 0.8358\n",
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"Epoch 52/100\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.4031 - accuracy: 0.8353\n",
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"Epoch 53/100\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.4030 - accuracy: 0.8353\n",
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"Epoch 54/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4030 - accuracy: 0.8354\n",
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"Epoch 55/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4026 - accuracy: 0.8361\n",
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"Epoch 56/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4027 - accuracy: 0.8347\n",
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"Epoch 57/100\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.4026 - accuracy: 0.8343\n",
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"Epoch 58/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4026 - accuracy: 0.8343\n",
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"Epoch 59/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4025 - accuracy: 0.8361\n",
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"Epoch 60/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4021 - accuracy: 0.8354\n",
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"Epoch 61/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4020 - accuracy: 0.8344\n",
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"Epoch 63/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4020 - accuracy: 0.8353\n",
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"Epoch 65/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4016 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.4015 - accuracy: 0.8356\n",
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"Epoch 72/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4013 - accuracy: 0.8338\n",
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"7200/7200 [==============================] - 1s 70us/step - loss: 0.4012 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4011 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4008 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4010 - accuracy: 0.8360\n",
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"Epoch 78/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4008 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.4009 - accuracy: 0.8342\n",
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"Epoch 80/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4009 - accuracy: 0.8358\n",
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"Epoch 81/100\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.4010 - accuracy: 0.8349\n",
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"Epoch 82/100\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4007 - accuracy: 0.8347\n",
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"Epoch 83/100\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4007 - accuracy: 0.8350\n",
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"Epoch 84/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4003 - accuracy: 0.8354\n",
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"Epoch 85/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4005 - accuracy: 0.8363\n",
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"Epoch 86/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4006 - accuracy: 0.8367\n",
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"Epoch 87/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4006 - accuracy: 0.8356\n",
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"Epoch 88/100\n",
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"7200/7200 [==============================] - 0s 68us/step - loss: 0.4002 - accuracy: 0.8361\n",
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"Epoch 89/100\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.4003 - accuracy: 0.8347\n",
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"Epoch 90/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4001 - accuracy: 0.8346\n",
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"Epoch 91/100\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4002 - accuracy: 0.8357\n",
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"Epoch 92/100\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.4001 - accuracy: 0.8364\n",
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"Epoch 93/100\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.4000 - accuracy: 0.8350\n",
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"Epoch 94/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.4000 - accuracy: 0.8371\n",
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"Epoch 95/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3995 - accuracy: 0.8368\n",
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"Epoch 96/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3997 - accuracy: 0.8349\n",
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"Epoch 97/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4000 - accuracy: 0.8369\n",
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"Epoch 98/100\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3997 - accuracy: 0.8339\n",
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"Epoch 99/100\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3997 - accuracy: 0.8353\n",
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"Epoch 100/100\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3999 - accuracy: 0.8358\n",
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"Epoch 1/100\n",
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"7200/7200 [==============================] - 1s 135us/step - loss: 0.5984 - accuracy: 0.7954\n",
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"Epoch 2/100\n",
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"7200/7200 [==============================] - 1s 71us/step - loss: 0.4574 - accuracy: 0.7956\n",
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"Epoch 3/100\n",
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"7200/7200 [==============================] - 1s 71us/step - loss: 0.4403 - accuracy: 0.7956\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.4337 - accuracy: 0.7956\n",
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"Epoch 5/100\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.4295 - accuracy: 0.7956\n",
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"7200/7200 [==============================] - 0s 68us/step - loss: 0.4258 - accuracy: 0.7956\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.4222 - accuracy: 0.8124\n",
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"Epoch 8/100\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.4188 - accuracy: 0.8285\n",
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"7200/7200 [==============================] - 0s 68us/step - loss: 0.4162 - accuracy: 0.8307\n",
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"Epoch 10/100\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.4136 - accuracy: 0.8321\n",
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"Epoch 11/100\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.4119 - accuracy: 0.8315\n",
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"Epoch 12/100\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.4106 - accuracy: 0.8332\n",
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"Epoch 13/100\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.4088 - accuracy: 0.8336\n",
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"Epoch 14/100\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.4079 - accuracy: 0.8328\n",
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"Epoch 15/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.4069 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.4054 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.4051 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4041 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.4034 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.4026 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4022 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4017 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.4010 - accuracy: 0.8369\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4001 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 71us/step - loss: 0.4000 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3993 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3991 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 0s 67us/step - loss: 0.3985 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3984 - accuracy: 0.8368\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3984 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3982 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3978 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3975 - accuracy: 0.8361\n",
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]
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{
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"text": [
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3960 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3953 - accuracy: 0.8368\n",
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"7200/7200 [==============================] - 1s 72us/step - loss: 0.3949 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3947 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3946 - accuracy: 0.8381\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.3947 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.3946 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.3944 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 72us/step - loss: 0.3945 - accuracy: 0.8376\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3937 - accuracy: 0.8382\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3939 - accuracy: 0.8379\n",
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"Epoch 63/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3939 - accuracy: 0.8381\n",
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"Epoch 64/100\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3940 - accuracy: 0.8374\n",
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"Epoch 65/100\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3938 - accuracy: 0.8371\n",
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"Epoch 66/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3937 - accuracy: 0.8379\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3937 - accuracy: 0.8383\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3934 - accuracy: 0.8386\n",
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"Epoch 69/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3934 - accuracy: 0.8378\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.3935 - accuracy: 0.8372\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3933 - accuracy: 0.8385\n",
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"Epoch 72/100\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3935 - accuracy: 0.8383\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3934 - accuracy: 0.8383\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.3933 - accuracy: 0.8394\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3927 - accuracy: 0.8374\n",
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"Epoch 76/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3933 - accuracy: 0.8379\n",
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"Epoch 77/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3931 - accuracy: 0.8378\n",
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"Epoch 78/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3929 - accuracy: 0.8389\n",
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"Epoch 79/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3930 - accuracy: 0.8379\n",
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"Epoch 80/100\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3929 - accuracy: 0.8369\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3927 - accuracy: 0.8378\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3929 - accuracy: 0.8376\n",
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"Epoch 83/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3929 - accuracy: 0.8379\n",
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"Epoch 84/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3931 - accuracy: 0.8378\n",
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"Epoch 85/100\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3927 - accuracy: 0.8385\n",
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"7200/7200 [==============================] - 1s 70us/step - loss: 0.3927 - accuracy: 0.8385\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3927 - accuracy: 0.8371\n",
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"Epoch 88/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3925 - accuracy: 0.8379\n",
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"Epoch 89/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3923 - accuracy: 0.8389\n",
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"Epoch 90/100\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3923 - accuracy: 0.8388\n",
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"Epoch 91/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3924 - accuracy: 0.8375\n",
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"Epoch 92/100\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.3923 - accuracy: 0.8382\n",
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"Epoch 93/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3923 - accuracy: 0.8382\n",
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"Epoch 94/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3924 - accuracy: 0.8385\n",
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"Epoch 95/100\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.3923 - accuracy: 0.8397\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3921 - accuracy: 0.8372\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3921 - accuracy: 0.8382\n",
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"Epoch 98/100\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.3919 - accuracy: 0.8394\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3922 - accuracy: 0.8385\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3921 - accuracy: 0.8368\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.5725 - accuracy: 0.7972\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4316 - accuracy: 0.7975\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4212 - accuracy: 0.7975\n",
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"Epoch 8/100\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.4183 - accuracy: 0.8090\n",
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"Epoch 9/100\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.4165 - accuracy: 0.8244\n",
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"Epoch 10/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4147 - accuracy: 0.8260\n",
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"Epoch 11/100\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4134 - accuracy: 0.8285\n",
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"Epoch 12/100\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.4124 - accuracy: 0.8303\n",
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"Epoch 13/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4113 - accuracy: 0.8301\n",
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"Epoch 14/100\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4105 - accuracy: 0.8319\n",
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"Epoch 15/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4097 - accuracy: 0.8332\n",
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"Epoch 16/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4091 - accuracy: 0.8349\n",
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"Epoch 17/100\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.4083 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4081 - accuracy: 0.8338\n",
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"Epoch 19/100\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.4074 - accuracy: 0.8343\n",
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"Epoch 20/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4071 - accuracy: 0.8351\n",
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"Epoch 21/100\n"
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]
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{
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"7200/7200 [==============================] - 0s 67us/step - loss: 0.4065 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4043 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4042 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 0s 68us/step - loss: 0.4036 - accuracy: 0.8369\n",
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"7200/7200 [==============================] - 1s 71us/step - loss: 0.4034 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.4032 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4028 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.4028 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.4028 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4024 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.4025 - accuracy: 0.8368\n",
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"Epoch 38/100\n",
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"7200/7200 [==============================] - 1s 72us/step - loss: 0.4023 - accuracy: 0.8367\n",
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"Epoch 39/100\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.4021 - accuracy: 0.8368\n",
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"Epoch 40/100\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.4015 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4016 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4018 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4013 - accuracy: 0.8357\n",
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"Epoch 44/100\n",
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"7200/7200 [==============================] - 1s 131us/step - loss: 0.4011 - accuracy: 0.8350\n",
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"Epoch 45/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4012 - accuracy: 0.8364\n",
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"Epoch 46/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4011 - accuracy: 0.8363\n",
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"Epoch 47/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4011 - accuracy: 0.8357\n",
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"Epoch 48/100\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.4006 - accuracy: 0.8363\n",
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"Epoch 49/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4008 - accuracy: 0.8360\n",
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"Epoch 50/100\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.4003 - accuracy: 0.8368\n",
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"Epoch 51/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4006 - accuracy: 0.8372\n",
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"Epoch 52/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4002 - accuracy: 0.8363\n",
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"Epoch 53/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4003 - accuracy: 0.8354\n",
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"Epoch 54/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4002 - accuracy: 0.8367\n",
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"Epoch 55/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4002 - accuracy: 0.8374\n",
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"Epoch 56/100\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.4003 - accuracy: 0.8365\n",
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"Epoch 57/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4000 - accuracy: 0.8372\n",
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"Epoch 58/100\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3999 - accuracy: 0.8360\n",
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"Epoch 59/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.4001 - accuracy: 0.8351\n",
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"Epoch 60/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3996 - accuracy: 0.8361\n",
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"Epoch 61/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3999 - accuracy: 0.8357\n",
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"Epoch 62/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3993 - accuracy: 0.8360\n",
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"Epoch 63/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3997 - accuracy: 0.8363\n",
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"Epoch 64/100\n",
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"7200/7200 [==============================] - 0s 64us/step - loss: 0.3997 - accuracy: 0.8364\n",
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"Epoch 65/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3995 - accuracy: 0.8367\n",
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"Epoch 66/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3998 - accuracy: 0.8361\n",
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"Epoch 67/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3992 - accuracy: 0.8358\n",
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"Epoch 68/100\n",
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"7200/7200 [==============================] - 1s 144us/step - loss: 0.3996 - accuracy: 0.8356\n",
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"Epoch 69/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3992 - accuracy: 0.8364\n",
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"Epoch 70/100\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3995 - accuracy: 0.8371\n",
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"Epoch 71/100\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3993 - accuracy: 0.8357\n",
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"Epoch 72/100\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3992 - accuracy: 0.8351\n",
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"Epoch 73/100\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3993 - accuracy: 0.8360\n",
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"Epoch 74/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3989 - accuracy: 0.8363\n",
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"Epoch 75/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3993 - accuracy: 0.8343\n",
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"Epoch 76/100\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3991 - accuracy: 0.8379\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3991 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3992 - accuracy: 0.8361\n",
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"Epoch 79/100\n",
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"7200/7200 [==============================] - 2s 313us/step - loss: 0.3991 - accuracy: 0.8357\n",
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"Epoch 80/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3989 - accuracy: 0.8353\n",
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"Epoch 81/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3991 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3990 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3991 - accuracy: 0.8343\n",
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"Epoch 84/100\n",
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"7200/7200 [==============================] - 1s 70us/step - loss: 0.3990 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 0s 49us/step - loss: 0.3990 - accuracy: 0.8347\n",
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"Epoch 86/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3987 - accuracy: 0.8354\n",
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"Epoch 87/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3989 - accuracy: 0.8364\n",
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"Epoch 88/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3983 - accuracy: 0.8353\n",
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"Epoch 89/100\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3987 - accuracy: 0.8358\n",
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"Epoch 90/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3981 - accuracy: 0.8363\n",
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"Epoch 91/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3982 - accuracy: 0.8350\n",
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"Epoch 92/100\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3984 - accuracy: 0.8349\n",
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"Epoch 93/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3981 - accuracy: 0.8346\n",
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"Epoch 94/100\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3982 - accuracy: 0.8353\n",
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"Epoch 95/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3981 - accuracy: 0.8342\n",
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"Epoch 96/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3979 - accuracy: 0.8351\n",
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"Epoch 97/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3981 - accuracy: 0.8347\n",
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"Epoch 98/100\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3978 - accuracy: 0.8343\n",
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"Epoch 99/100\n"
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]
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},
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{
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"text": [
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3978 - accuracy: 0.8354\n",
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"Epoch 100/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3979 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4234 - accuracy: 0.7937\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.4176 - accuracy: 0.7937\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4119 - accuracy: 0.7981\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.4064 - accuracy: 0.8256\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.4015 - accuracy: 0.8253\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3973 - accuracy: 0.8274\n",
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"Epoch 11/100\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3932 - accuracy: 0.8250\n",
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"Epoch 12/100\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3896 - accuracy: 0.8281\n",
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"Epoch 13/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3860 - accuracy: 0.8285\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3822 - accuracy: 0.8368\n",
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"Epoch 15/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3795 - accuracy: 0.8426\n",
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"Epoch 16/100\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3766 - accuracy: 0.8474\n",
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"Epoch 17/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3743 - accuracy: 0.8474\n",
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"Epoch 18/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3720 - accuracy: 0.8487\n",
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"Epoch 19/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3706 - accuracy: 0.8496\n",
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"Epoch 20/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3684 - accuracy: 0.8504\n",
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"Epoch 21/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3674 - accuracy: 0.8496\n",
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"Epoch 22/100\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3660 - accuracy: 0.8526\n",
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"Epoch 23/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3652 - accuracy: 0.8542\n",
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"Epoch 24/100\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3639 - accuracy: 0.8512\n",
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"Epoch 25/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3632 - accuracy: 0.8526\n",
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"Epoch 26/100\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3628 - accuracy: 0.8518\n",
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"Epoch 27/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3618 - accuracy: 0.8554\n",
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"Epoch 28/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3614 - accuracy: 0.8542\n",
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"Epoch 29/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3605 - accuracy: 0.8547\n",
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"Epoch 30/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3599 - accuracy: 0.8565\n",
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"Epoch 31/100\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3601 - accuracy: 0.8546\n",
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"Epoch 32/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3590 - accuracy: 0.8558\n",
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"Epoch 33/100\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3588 - accuracy: 0.8542\n",
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"Epoch 34/100\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3580 - accuracy: 0.8560\n",
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"Epoch 35/100\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3579 - accuracy: 0.8572\n",
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"Epoch 36/100\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3577 - accuracy: 0.8550\n",
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"Epoch 37/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3571 - accuracy: 0.8564\n",
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"Epoch 38/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3569 - accuracy: 0.8564\n",
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"Epoch 39/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3568 - accuracy: 0.8553\n",
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"Epoch 40/100\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.3564 - accuracy: 0.8576\n",
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"Epoch 41/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3556 - accuracy: 0.8578\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3561 - accuracy: 0.8569\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3549 - accuracy: 0.8576\n",
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"Epoch 44/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3556 - accuracy: 0.8569\n",
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"Epoch 45/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3552 - accuracy: 0.8589\n",
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"Epoch 46/100\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3544 - accuracy: 0.8574\n",
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"Epoch 47/100\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3540 - accuracy: 0.8561\n",
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"Epoch 48/100\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3538 - accuracy: 0.8593\n",
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"Epoch 49/100\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3534 - accuracy: 0.8600\n",
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"Epoch 50/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3542 - accuracy: 0.8571\n",
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"Epoch 51/100\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3537 - accuracy: 0.8574\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3537 - accuracy: 0.8582\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3532 - accuracy: 0.8589\n",
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"Epoch 54/100\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3532 - accuracy: 0.8574\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3529 - accuracy: 0.8593\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3530 - accuracy: 0.8579\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3525 - accuracy: 0.8593\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3520 - accuracy: 0.8575\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3526 - accuracy: 0.8567\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3516 - accuracy: 0.8603\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3526 - accuracy: 0.8553\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3520 - accuracy: 0.8579\n",
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"Epoch 63/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3514 - accuracy: 0.8576\n",
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"Epoch 64/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3522 - accuracy: 0.8585\n",
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"Epoch 65/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3512 - accuracy: 0.8601\n",
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"Epoch 66/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3522 - accuracy: 0.8575\n",
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"Epoch 67/100\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3515 - accuracy: 0.8576\n",
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"Epoch 68/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3512 - accuracy: 0.8575\n",
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"Epoch 69/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3517 - accuracy: 0.8594\n",
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"Epoch 70/100\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3513 - accuracy: 0.8608\n",
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"Epoch 71/100\n",
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"7200/7200 [==============================] - 1s 71us/step - loss: 0.3513 - accuracy: 0.8586\n",
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"Epoch 72/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3512 - accuracy: 0.8596\n",
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"Epoch 73/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3509 - accuracy: 0.8578\n",
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"Epoch 74/100\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3505 - accuracy: 0.8599\n",
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"Epoch 75/100\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3507 - accuracy: 0.8608\n",
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"Epoch 76/100\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3508 - accuracy: 0.8601\n",
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"Epoch 77/100\n"
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]
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},
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{
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"text": [
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3510 - accuracy: 0.8579\n",
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"Epoch 78/100\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3506 - accuracy: 0.8585\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3505 - accuracy: 0.8593\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3509 - accuracy: 0.8568\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3507 - accuracy: 0.8593\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3506 - accuracy: 0.8594\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3504 - accuracy: 0.8596\n",
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"Epoch 85/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3507 - accuracy: 0.8589\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3500 - accuracy: 0.8601\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3501 - accuracy: 0.8596\n",
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"Epoch 88/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3502 - accuracy: 0.8608\n",
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"Epoch 89/100\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3496 - accuracy: 0.8599\n",
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"Epoch 90/100\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3499 - accuracy: 0.8590\n",
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"Epoch 91/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3500 - accuracy: 0.8578\n",
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"Epoch 92/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3499 - accuracy: 0.8596\n",
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"Epoch 93/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3500 - accuracy: 0.8599\n",
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"Epoch 94/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3494 - accuracy: 0.8600\n",
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"Epoch 95/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3495 - accuracy: 0.8597\n",
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"Epoch 96/100\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3488 - accuracy: 0.8594\n",
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"Epoch 97/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3489 - accuracy: 0.8607\n",
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"Epoch 98/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3490 - accuracy: 0.8622\n",
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"Epoch 99/100\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3493 - accuracy: 0.8586\n",
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"Epoch 100/100\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3498 - accuracy: 0.8594\n",
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"Epoch 1/100\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.5852 - accuracy: 0.7944\n",
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"Epoch 2/100\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4498 - accuracy: 0.7944\n",
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"Epoch 3/100\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.4388 - accuracy: 0.7944\n",
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"Epoch 4/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4346 - accuracy: 0.7944\n",
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"Epoch 5/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4322 - accuracy: 0.7944\n",
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"Epoch 6/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4305 - accuracy: 0.7944\n",
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"Epoch 7/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4288 - accuracy: 0.7944\n",
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"Epoch 8/100\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4266 - accuracy: 0.7944\n",
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"Epoch 9/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4240 - accuracy: 0.7944\n",
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"Epoch 10/100\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4216 - accuracy: 0.8221\n",
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"Epoch 11/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4196 - accuracy: 0.8231\n",
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"Epoch 12/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4180 - accuracy: 0.8271\n",
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"Epoch 13/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4167 - accuracy: 0.8276\n",
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"Epoch 14/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4158 - accuracy: 0.8285\n",
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"Epoch 15/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4148 - accuracy: 0.8308\n",
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"Epoch 16/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4134 - accuracy: 0.8299\n",
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"Epoch 17/100\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.4127 - accuracy: 0.8313\n",
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"Epoch 18/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4120 - accuracy: 0.8314\n",
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"Epoch 19/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4114 - accuracy: 0.8343\n",
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"Epoch 20/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4108 - accuracy: 0.8351\n",
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"Epoch 21/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4102 - accuracy: 0.8340\n",
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"Epoch 22/100\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.4096 - accuracy: 0.8340\n",
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"Epoch 23/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4090 - accuracy: 0.8354\n",
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"Epoch 24/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4085 - accuracy: 0.8346\n",
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"Epoch 25/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4075 - accuracy: 0.8340\n",
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"Epoch 26/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4070 - accuracy: 0.8342\n",
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"Epoch 27/100\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.4065 - accuracy: 0.8338\n",
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"Epoch 28/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4057 - accuracy: 0.8332\n",
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"Epoch 29/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4049 - accuracy: 0.8338\n",
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"Epoch 30/100\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4043 - accuracy: 0.8358\n",
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"Epoch 31/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4035 - accuracy: 0.8350\n",
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"Epoch 32/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4026 - accuracy: 0.8342\n",
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"Epoch 33/100\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.4021 - accuracy: 0.8346\n",
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"Epoch 34/100\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.4014 - accuracy: 0.8358\n",
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"Epoch 35/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4009 - accuracy: 0.8346\n",
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"Epoch 36/100\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4004 - accuracy: 0.8358\n",
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"Epoch 37/100\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3999 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3995 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3989 - accuracy: 0.8346\n",
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"Epoch 40/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3984 - accuracy: 0.8340\n",
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"Epoch 41/100\n",
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"7200/7200 [==============================] - 0s 67us/step - loss: 0.3982 - accuracy: 0.8350\n",
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"Epoch 42/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3980 - accuracy: 0.8356\n",
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"Epoch 43/100\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.3974 - accuracy: 0.8358\n",
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"Epoch 44/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3973 - accuracy: 0.8340\n",
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"Epoch 45/100\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3967 - accuracy: 0.8363\n",
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"Epoch 46/100\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3968 - accuracy: 0.8361\n",
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"Epoch 47/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3967 - accuracy: 0.8357\n",
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"Epoch 48/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3962 - accuracy: 0.8346\n",
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"Epoch 49/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3963 - accuracy: 0.8360\n",
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"Epoch 50/100\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.3959 - accuracy: 0.8356\n",
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"Epoch 51/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3958 - accuracy: 0.8364\n",
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"Epoch 52/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3957 - accuracy: 0.8353\n",
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"Epoch 53/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3954 - accuracy: 0.8349\n",
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"Epoch 54/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3954 - accuracy: 0.8363\n",
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"Epoch 55/100\n"
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]
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},
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{
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"text": [
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3954 - accuracy: 0.8346\n",
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"Epoch 56/100\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3952 - accuracy: 0.8343\n",
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"Epoch 57/100\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3954 - accuracy: 0.8361\n",
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"Epoch 58/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3951 - accuracy: 0.8354\n",
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"Epoch 59/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3942 - accuracy: 0.8376\n",
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"Epoch 60/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3950 - accuracy: 0.8361\n",
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"Epoch 61/100\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3949 - accuracy: 0.8361\n",
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"Epoch 62/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3944 - accuracy: 0.8360\n",
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"Epoch 63/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3943 - accuracy: 0.8367\n",
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"Epoch 64/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3946 - accuracy: 0.8357\n",
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"Epoch 65/100\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3943 - accuracy: 0.8368\n",
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"Epoch 66/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3946 - accuracy: 0.8354\n",
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"Epoch 67/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3944 - accuracy: 0.8368\n",
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"Epoch 68/100\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3941 - accuracy: 0.8364\n",
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"Epoch 69/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3943 - accuracy: 0.8367\n",
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"Epoch 70/100\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3946 - accuracy: 0.8374\n",
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"Epoch 71/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3938 - accuracy: 0.8356\n",
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"Epoch 72/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3938 - accuracy: 0.8375\n",
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"Epoch 73/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3943 - accuracy: 0.8369\n",
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"Epoch 74/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3941 - accuracy: 0.8379\n",
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"Epoch 75/100\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3942 - accuracy: 0.8374\n",
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"Epoch 76/100\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3939 - accuracy: 0.8374\n",
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"Epoch 77/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3942 - accuracy: 0.8375\n",
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"Epoch 78/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3936 - accuracy: 0.8360\n",
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"Epoch 79/100\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3938 - accuracy: 0.8375\n",
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"Epoch 80/100\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.3940 - accuracy: 0.8361\n",
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"Epoch 81/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3935 - accuracy: 0.8367\n",
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"Epoch 82/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3941 - accuracy: 0.8367\n",
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"Epoch 83/100\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3936 - accuracy: 0.8383\n",
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"Epoch 84/100\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3939 - accuracy: 0.8365\n",
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"Epoch 85/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3939 - accuracy: 0.8378\n",
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"Epoch 86/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3937 - accuracy: 0.8371\n",
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"Epoch 87/100\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3937 - accuracy: 0.8368\n",
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"Epoch 88/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3936 - accuracy: 0.8368\n",
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"Epoch 89/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3935 - accuracy: 0.8368\n",
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"Epoch 90/100\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3937 - accuracy: 0.8369\n",
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"Epoch 91/100\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3937 - accuracy: 0.8369\n",
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"Epoch 92/100\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3934 - accuracy: 0.8383\n",
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"Epoch 93/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3936 - accuracy: 0.8379\n",
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"Epoch 94/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3934 - accuracy: 0.8365\n",
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"Epoch 95/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3935 - accuracy: 0.8379\n",
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"Epoch 96/100\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3934 - accuracy: 0.8371\n",
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"Epoch 97/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3934 - accuracy: 0.8379\n",
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"Epoch 98/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3935 - accuracy: 0.8368\n",
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"Epoch 99/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3931 - accuracy: 0.8383\n",
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"Epoch 100/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3933 - accuracy: 0.8372\n",
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"Epoch 1/100\n",
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"7200/7200 [==============================] - 1s 136us/step - loss: 0.5795 - accuracy: 0.7969\n",
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"Epoch 2/100\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.4495 - accuracy: 0.7969\n",
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"Epoch 3/100\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.4379 - accuracy: 0.7969\n",
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"Epoch 4/100\n",
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"7200/7200 [==============================] - 0s 68us/step - loss: 0.4336 - accuracy: 0.7969\n",
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"Epoch 5/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4307 - accuracy: 0.7969\n",
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"Epoch 6/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4275 - accuracy: 0.7969\n",
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"Epoch 7/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4243 - accuracy: 0.7969\n",
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"Epoch 8/100\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.4212 - accuracy: 0.8025\n",
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"Epoch 9/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4189 - accuracy: 0.8221\n",
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"Epoch 10/100\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4176 - accuracy: 0.8251\n",
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"Epoch 11/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4165 - accuracy: 0.8281\n",
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"Epoch 12/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4153 - accuracy: 0.8286\n",
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"Epoch 13/100\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4144 - accuracy: 0.8308\n",
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"Epoch 14/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4136 - accuracy: 0.8318\n",
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"Epoch 15/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4129 - accuracy: 0.8313\n",
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"Epoch 16/100\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.4123 - accuracy: 0.8318\n",
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"Epoch 17/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4117 - accuracy: 0.8326\n",
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"Epoch 18/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4112 - accuracy: 0.8343\n",
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"Epoch 19/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4104 - accuracy: 0.8342\n",
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"Epoch 20/100\n",
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"7200/7200 [==============================] - 0s 53us/step - loss: 0.4098 - accuracy: 0.8343\n",
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"Epoch 21/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4095 - accuracy: 0.8332\n",
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"Epoch 22/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4090 - accuracy: 0.8347\n",
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"Epoch 23/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4085 - accuracy: 0.8343\n",
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"Epoch 24/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4082 - accuracy: 0.8344\n",
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"Epoch 25/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4076 - accuracy: 0.8344\n",
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"Epoch 26/100\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4073 - accuracy: 0.8353\n",
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"Epoch 27/100\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4073 - accuracy: 0.8340\n",
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"Epoch 28/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4062 - accuracy: 0.8349\n",
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"Epoch 29/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4065 - accuracy: 0.8349\n",
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"Epoch 30/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4061 - accuracy: 0.8338\n",
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"Epoch 31/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4061 - accuracy: 0.8344\n",
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"Epoch 32/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4058 - accuracy: 0.8351\n",
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"Epoch 33/100\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4055 - accuracy: 0.8356\n",
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"Epoch 34/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4054 - accuracy: 0.8350\n",
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"Epoch 35/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4053 - accuracy: 0.8356\n",
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"Epoch 36/100\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4050 - accuracy: 0.8357\n",
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"Epoch 37/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4050 - accuracy: 0.8364\n",
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"Epoch 38/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4048 - accuracy: 0.8347\n",
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"Epoch 39/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4044 - accuracy: 0.8364\n",
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"Epoch 40/100\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.4046 - accuracy: 0.8360\n",
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"Epoch 41/100\n",
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"7200/7200 [==============================] - 1s 70us/step - loss: 0.4043 - accuracy: 0.8363\n",
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"Epoch 42/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4044 - accuracy: 0.8358\n",
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"Epoch 43/100\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.4040 - accuracy: 0.8361\n",
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"Epoch 44/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4037 - accuracy: 0.8356\n",
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"Epoch 45/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4039 - accuracy: 0.8350 0s - loss:\n",
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"Epoch 46/100\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4038 - accuracy: 0.8349\n",
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"Epoch 47/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4035 - accuracy: 0.8358\n",
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"Epoch 48/100\n",
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"7200/7200 [==============================] - 1s 72us/step - loss: 0.4034 - accuracy: 0.8336\n",
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"Epoch 49/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4031 - accuracy: 0.8363\n",
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"Epoch 50/100\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4030 - accuracy: 0.8350\n",
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"Epoch 51/100\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.4029 - accuracy: 0.8350\n",
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"Epoch 52/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4031 - accuracy: 0.8350\n",
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"Epoch 53/100\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.4030 - accuracy: 0.8350\n",
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"Epoch 54/100\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.4023 - accuracy: 0.8356\n",
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"Epoch 55/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4027 - accuracy: 0.8364\n",
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"Epoch 56/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4027 - accuracy: 0.8343\n",
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"Epoch 57/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4027 - accuracy: 0.8351\n",
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"Epoch 58/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4026 - accuracy: 0.8340\n",
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"Epoch 59/100\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.4024 - accuracy: 0.8358\n",
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"Epoch 60/100\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.4025 - accuracy: 0.8358\n",
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"Epoch 61/100\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4020 - accuracy: 0.8343\n",
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"Epoch 62/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4025 - accuracy: 0.8351\n",
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"Epoch 63/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4023 - accuracy: 0.8361\n",
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"Epoch 64/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4022 - accuracy: 0.8361\n",
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"Epoch 65/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.4023 - accuracy: 0.8349\n",
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"Epoch 66/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4021 - accuracy: 0.8344\n",
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"Epoch 67/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4023 - accuracy: 0.8351\n",
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"Epoch 68/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4022 - accuracy: 0.8356\n",
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"Epoch 69/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4020 - accuracy: 0.8360\n",
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"Epoch 70/100\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.4015 - accuracy: 0.8353\n",
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"Epoch 71/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4019 - accuracy: 0.8368\n",
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"Epoch 72/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4018 - accuracy: 0.8349\n",
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"Epoch 73/100\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.4018 - accuracy: 0.8354\n",
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"Epoch 74/100\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4018 - accuracy: 0.8353\n",
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"Epoch 75/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4018 - accuracy: 0.8354\n",
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"Epoch 76/100\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.4017 - accuracy: 0.8354\n",
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"Epoch 77/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4016 - accuracy: 0.8357\n",
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"Epoch 78/100\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.4018 - accuracy: 0.8360\n",
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"Epoch 79/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.4013 - accuracy: 0.8354\n",
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"Epoch 80/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4016 - accuracy: 0.8358\n",
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"Epoch 81/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4015 - accuracy: 0.8347\n",
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"Epoch 82/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.4017 - accuracy: 0.8360\n",
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"Epoch 83/100\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.4017 - accuracy: 0.8349\n",
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"Epoch 84/100\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.4016 - accuracy: 0.8349\n",
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"Epoch 85/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4014 - accuracy: 0.8354\n",
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"Epoch 86/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4016 - accuracy: 0.8367\n",
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"Epoch 87/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4014 - accuracy: 0.8350\n",
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"Epoch 88/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4013 - accuracy: 0.8353\n",
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"Epoch 89/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4014 - accuracy: 0.8361\n",
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"Epoch 90/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4016 - accuracy: 0.8357\n",
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"Epoch 91/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4015 - accuracy: 0.8361\n",
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"Epoch 92/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4015 - accuracy: 0.8349\n",
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"Epoch 93/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4015 - accuracy: 0.8369\n",
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"Epoch 94/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.4015 - accuracy: 0.8369\n",
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"Epoch 95/100\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.4010 - accuracy: 0.8344\n",
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"Epoch 96/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4011 - accuracy: 0.8363\n",
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"Epoch 97/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4011 - accuracy: 0.8360\n",
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"Epoch 98/100\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4013 - accuracy: 0.8353\n",
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"Epoch 99/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4011 - accuracy: 0.8365\n",
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"Epoch 100/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4012 - accuracy: 0.8358\n",
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"Epoch 1/100\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.5808 - accuracy: 0.7967\n",
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"Epoch 2/100\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.4457 - accuracy: 0.7962\n",
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"Epoch 3/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4353 - accuracy: 0.7962\n",
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"Epoch 4/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4301 - accuracy: 0.7962\n",
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"Epoch 5/100\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.4261 - accuracy: 0.7962\n",
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"Epoch 6/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4223 - accuracy: 0.7962\n",
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"Epoch 7/100\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.4195 - accuracy: 0.8086\n",
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"Epoch 8/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4170 - accuracy: 0.8264\n",
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"Epoch 9/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4154 - accuracy: 0.8296\n",
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"Epoch 10/100\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.4140 - accuracy: 0.8308\n",
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"Epoch 11/100\n"
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]
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{
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.4129 - accuracy: 0.8319\n",
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"Epoch 12/100\n",
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"7200/7200 [==============================] - 0s 69us/step - loss: 0.4118 - accuracy: 0.8332\n",
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"Epoch 13/100\n",
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"7200/7200 [==============================] - 0s 67us/step - loss: 0.4110 - accuracy: 0.8349\n",
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"Epoch 14/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4104 - accuracy: 0.8336\n",
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"Epoch 15/100\n",
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"7200/7200 [==============================] - 0s 68us/step - loss: 0.4096 - accuracy: 0.8342\n",
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"Epoch 17/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4084 - accuracy: 0.8339\n",
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"Epoch 18/100\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.4078 - accuracy: 0.8346\n",
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"Epoch 19/100\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4069 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4070 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4064 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.4062 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4056 - accuracy: 0.8344\n",
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"Epoch 24/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4054 - accuracy: 0.8342\n",
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"Epoch 25/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4053 - accuracy: 0.8342\n",
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"Epoch 26/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4048 - accuracy: 0.8350\n",
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"Epoch 27/100\n",
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"7200/7200 [==============================] - 1s 70us/step - loss: 0.4047 - accuracy: 0.8349\n",
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"Epoch 28/100\n",
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"7200/7200 [==============================] - 0s 64us/step - loss: 0.4041 - accuracy: 0.8357\n",
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"Epoch 29/100\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.4041 - accuracy: 0.8351\n",
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"Epoch 30/100\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.4037 - accuracy: 0.8342\n",
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"Epoch 31/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4036 - accuracy: 0.8344\n",
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"Epoch 32/100\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.4032 - accuracy: 0.8343\n",
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"Epoch 33/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4033 - accuracy: 0.8339\n",
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"Epoch 34/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4031 - accuracy: 0.8342\n",
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"Epoch 35/100\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.4030 - accuracy: 0.8344\n",
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"Epoch 36/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4028 - accuracy: 0.8336\n",
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"Epoch 37/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4026 - accuracy: 0.8339\n",
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"Epoch 38/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4025 - accuracy: 0.8339\n",
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"Epoch 39/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4023 - accuracy: 0.8347\n",
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"Epoch 40/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4021 - accuracy: 0.8351\n",
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"Epoch 41/100\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.4020 - accuracy: 0.8356\n",
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"Epoch 42/100\n",
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"7200/7200 [==============================] - 0s 62us/step - loss: 0.4019 - accuracy: 0.8339\n",
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"Epoch 43/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4019 - accuracy: 0.8349\n",
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"Epoch 44/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4017 - accuracy: 0.8333\n",
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"Epoch 45/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4013 - accuracy: 0.8350\n",
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"Epoch 46/100\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.4014 - accuracy: 0.8340\n",
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"Epoch 47/100\n",
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"7200/7200 [==============================] - 0s 57us/step - loss: 0.4014 - accuracy: 0.8347\n",
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"Epoch 48/100\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.4012 - accuracy: 0.8346\n",
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"Epoch 49/100\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4013 - accuracy: 0.8338\n",
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"Epoch 50/100\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.4011 - accuracy: 0.8347\n",
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"Epoch 51/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4009 - accuracy: 0.8336\n",
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"Epoch 52/100\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.4008 - accuracy: 0.8353\n",
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"Epoch 53/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4008 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.4007 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4006 - accuracy: 0.8349\n",
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"Epoch 56/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4005 - accuracy: 0.8350\n",
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"Epoch 57/100\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.4003 - accuracy: 0.8354\n",
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"Epoch 58/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4005 - accuracy: 0.8350\n",
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"Epoch 59/100\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.4005 - accuracy: 0.8346\n",
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"Epoch 60/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3999 - accuracy: 0.8343\n",
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"Epoch 61/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3997 - accuracy: 0.8350\n",
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"Epoch 62/100\n",
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"7200/7200 [==============================] - 1s 70us/step - loss: 0.4002 - accuracy: 0.8356\n",
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"Epoch 63/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4001 - accuracy: 0.8347\n",
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"Epoch 64/100\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.4000 - accuracy: 0.8358\n",
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"Epoch 65/100\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3996 - accuracy: 0.8351\n",
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"Epoch 66/100\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3997 - accuracy: 0.8349\n",
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"Epoch 67/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3998 - accuracy: 0.8350\n",
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"Epoch 68/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3994 - accuracy: 0.8346\n",
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"Epoch 69/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3998 - accuracy: 0.8357\n",
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"Epoch 70/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3996 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3997 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3997 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.3995 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3995 - accuracy: 0.8340\n",
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"Epoch 75/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3996 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3992 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 0s 64us/step - loss: 0.3993 - accuracy: 0.8354\n",
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"Epoch 78/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3993 - accuracy: 0.8342\n",
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"Epoch 79/100\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3990 - accuracy: 0.8364\n",
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"Epoch 80/100\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3990 - accuracy: 0.8351\n",
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"Epoch 81/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3989 - accuracy: 0.8349\n",
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"Epoch 82/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3989 - accuracy: 0.8361\n",
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"Epoch 83/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3991 - accuracy: 0.8344\n",
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"Epoch 84/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3986 - accuracy: 0.8353\n",
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"Epoch 85/100\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3988 - accuracy: 0.8354\n",
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"Epoch 86/100\n",
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"7200/7200 [==============================] - 0s 64us/step - loss: 0.3990 - accuracy: 0.8347\n",
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"Epoch 87/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3987 - accuracy: 0.8347\n",
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"Epoch 88/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3990 - accuracy: 0.8358\n",
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"Epoch 89/100\n"
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]
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},
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{
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"text": [
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3986 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3984 - accuracy: 0.8340\n",
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"Epoch 96/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3986 - accuracy: 0.8353\n",
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"Epoch 97/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3983 - accuracy: 0.8332\n",
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"Epoch 98/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3985 - accuracy: 0.8344\n",
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"Epoch 99/100\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3984 - accuracy: 0.8346\n",
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"Epoch 100/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3985 - accuracy: 0.8349\n",
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"Epoch 1/100\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.6143 - accuracy: 0.7936\n",
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"Epoch 2/100\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4640 - accuracy: 0.7957\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4361 - accuracy: 0.7957\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4264 - accuracy: 0.7957\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4196 - accuracy: 0.7957\n",
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"7200/7200 [==============================] - 1s 71us/step - loss: 0.4136 - accuracy: 0.7957\n",
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"Epoch 7/100\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.4079 - accuracy: 0.7957\n",
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"Epoch 8/100\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.4020 - accuracy: 0.8000\n",
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"Epoch 9/100\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3962 - accuracy: 0.8272\n",
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"Epoch 10/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3912 - accuracy: 0.8285\n",
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"Epoch 11/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3871 - accuracy: 0.8285\n",
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"Epoch 12/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3832 - accuracy: 0.8290\n",
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"Epoch 13/100\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3792 - accuracy: 0.8318\n",
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"Epoch 14/100\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3758 - accuracy: 0.8319\n",
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"Epoch 15/100\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3729 - accuracy: 0.8336\n",
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"Epoch 16/100\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3701 - accuracy: 0.8422\n",
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"Epoch 17/100\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3673 - accuracy: 0.8492\n",
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"Epoch 18/100\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3651 - accuracy: 0.8492 0s - loss: 0.3643 \n",
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"Epoch 19/100\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.3632 - accuracy: 0.8506\n",
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"Epoch 20/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3608 - accuracy: 0.8533\n",
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"Epoch 21/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3598 - accuracy: 0.8535\n",
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"Epoch 22/100\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3584 - accuracy: 0.8528\n",
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"Epoch 23/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3567 - accuracy: 0.8532\n",
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"Epoch 24/100\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.3557 - accuracy: 0.8535\n",
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"Epoch 25/100\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3545 - accuracy: 0.8517\n",
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"Epoch 26/100\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3539 - accuracy: 0.8567\n",
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"Epoch 27/100\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.3527 - accuracy: 0.8539\n",
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"Epoch 28/100\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3521 - accuracy: 0.8549\n",
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"Epoch 29/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3517 - accuracy: 0.8547\n",
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"Epoch 30/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3505 - accuracy: 0.8564\n",
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"Epoch 31/100\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.3503 - accuracy: 0.8567\n",
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"Epoch 32/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3495 - accuracy: 0.8571\n",
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"Epoch 33/100\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3487 - accuracy: 0.8562\n",
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"Epoch 34/100\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3472 - accuracy: 0.8601\n",
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"7200/7200 [==============================] - 2s 327us/step - loss: 0.3460 - accuracy: 0.8578\n",
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"Epoch 56/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3418 - accuracy: 0.8607\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3421 - accuracy: 0.8597\n",
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"Epoch 65/100\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3408 - accuracy: 0.8618\n",
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]
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{
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3407 - accuracy: 0.8639\n",
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"7200/7200 [==============================] - 3s 412us/step - loss: 0.3390 - accuracy: 0.8597\n",
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"7200/7200 [==============================] - 2s 314us/step - loss: 0.3390 - accuracy: 0.8603\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3379 - accuracy: 0.8612\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3384 - accuracy: 0.8626\n",
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"7200/7200 [==============================] - 1s 135us/step - loss: 0.3374 - accuracy: 0.8594\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3386 - accuracy: 0.8606\n",
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"7200/7200 [==============================] - 1s 155us/step - loss: 0.3385 - accuracy: 0.8610\n",
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"7200/7200 [==============================] - 1s 135us/step - loss: 0.3382 - accuracy: 0.8633\n",
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"Epoch 84/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3378 - accuracy: 0.8626\n",
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"Epoch 85/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3372 - accuracy: 0.8643\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3382 - accuracy: 0.8589\n",
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"Epoch 87/100\n",
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"7200/7200 [==============================] - 1s 70us/step - loss: 0.3378 - accuracy: 0.8622\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3377 - accuracy: 0.8606\n",
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"Epoch 89/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3374 - accuracy: 0.8625\n",
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"Epoch 90/100\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3372 - accuracy: 0.8621\n",
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"Epoch 91/100\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3374 - accuracy: 0.8601\n",
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"Epoch 92/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3373 - accuracy: 0.8618\n",
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"Epoch 93/100\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3367 - accuracy: 0.8635\n",
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"Epoch 94/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3374 - accuracy: 0.8611\n",
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"Epoch 95/100\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3369 - accuracy: 0.8635\n",
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"Epoch 96/100\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3362 - accuracy: 0.8628\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3364 - accuracy: 0.8618\n",
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"Epoch 98/100\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3366 - accuracy: 0.8624\n",
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"Epoch 99/100\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.3366 - accuracy: 0.8615\n",
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"Epoch 100/100\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.3367 - accuracy: 0.8626\n",
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"Epoch 1/100\n",
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"7200/7200 [==============================] - 1s 149us/step - loss: 0.6023 - accuracy: 0.7944\n",
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"Epoch 2/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4563 - accuracy: 0.7961\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.4349 - accuracy: 0.7961\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4314 - accuracy: 0.7961\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4281 - accuracy: 0.7961\n",
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"Epoch 7/100\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.4252 - accuracy: 0.7961\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4222 - accuracy: 0.8175\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4195 - accuracy: 0.8253\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4172 - accuracy: 0.8286\n",
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"Epoch 11/100\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.4153 - accuracy: 0.8292\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4136 - accuracy: 0.8303\n",
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"Epoch 13/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.4122 - accuracy: 0.8315\n",
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"Epoch 14/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4109 - accuracy: 0.8318\n",
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"Epoch 15/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4098 - accuracy: 0.8311\n",
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"Epoch 16/100\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.4090 - accuracy: 0.8306\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.4080 - accuracy: 0.8304\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.4072 - accuracy: 0.8324\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4065 - accuracy: 0.8336\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4056 - accuracy: 0.8321\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4053 - accuracy: 0.8325\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4048 - accuracy: 0.8317\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4043 - accuracy: 0.8319\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.4036 - accuracy: 0.8340\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4031 - accuracy: 0.8325\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4027 - accuracy: 0.8324\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4015 - accuracy: 0.8328\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.4016 - accuracy: 0.8340\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4013 - accuracy: 0.8336\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4007 - accuracy: 0.8340\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4001 - accuracy: 0.8328\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4002 - accuracy: 0.8343\n",
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"Epoch 35/100\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3999 - accuracy: 0.8339\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3994 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3996 - accuracy: 0.8328\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3993 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3991 - accuracy: 0.8335\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.3989 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3988 - accuracy: 0.8339\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3989 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3984 - accuracy: 0.8338\n",
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]
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3983 - accuracy: 0.8339\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3977 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.3974 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3975 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3976 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3971 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3975 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3974 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.3974 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3972 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3970 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3966 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.3969 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3971 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3966 - accuracy: 0.8344\n",
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"Epoch 64/100\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3959 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3967 - accuracy: 0.8364\n",
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"Epoch 66/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3966 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3964 - accuracy: 0.8349\n",
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"Epoch 68/100\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3963 - accuracy: 0.8349\n",
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"Epoch 69/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3963 - accuracy: 0.8358\n",
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"Epoch 70/100\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3963 - accuracy: 0.8357\n",
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"Epoch 71/100\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3962 - accuracy: 0.8353\n",
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"Epoch 73/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3961 - accuracy: 0.8356\n",
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"Epoch 74/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3963 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3961 - accuracy: 0.8347\n",
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"Epoch 76/100\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3963 - accuracy: 0.8353\n",
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"Epoch 77/100\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3960 - accuracy: 0.8358\n",
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"Epoch 78/100\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3961 - accuracy: 0.8361\n",
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"Epoch 79/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3960 - accuracy: 0.8364\n",
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"Epoch 80/100\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3958 - accuracy: 0.8347\n",
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"Epoch 81/100\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3960 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3960 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3960 - accuracy: 0.8351\n",
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"Epoch 84/100\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3957 - accuracy: 0.8364\n",
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"Epoch 85/100\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3960 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3957 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3956 - accuracy: 0.8369\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3954 - accuracy: 0.8358\n",
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"Epoch 90/100\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3956 - accuracy: 0.8372\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3953 - accuracy: 0.8379\n",
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"Epoch 93/100\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3953 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3951 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3949 - accuracy: 0.8382\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3949 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3947 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.4174 - accuracy: 0.8229\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.4159 - accuracy: 0.8246\n",
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]
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.4091 - accuracy: 0.8336\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4044 - accuracy: 0.8339\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4042 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4033 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.4029 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4027 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.4028 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4026 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4026 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4025 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4023 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.4023 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4020 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4019 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4016 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.4017 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 131us/step - loss: 0.4020 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4016 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4014 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4014 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.4013 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.4009 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4011 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.4011 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.4012 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4011 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4007 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.4007 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.4008 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.4006 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.4002 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.4003 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4006 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.4004 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4003 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 138us/step - loss: 0.3999 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 190us/step - loss: 0.4001 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 206us/step - loss: 0.3999 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3999 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3999 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3997 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3996 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3995 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3995 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3997 - accuracy: 0.8372\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3994 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3987 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3989 - accuracy: 0.8353\n",
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]
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3949 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3948 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3945 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3946 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3942 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3939 - accuracy: 0.8356\n",
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]
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"Epoch 396/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3939 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3938 - accuracy: 0.8360\n",
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"Epoch 400/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3939 - accuracy: 0.8356\n",
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"Epoch 406/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3937 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3939 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3941 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3940 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3940 - accuracy: 0.8368\n",
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"Epoch 427/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3938 - accuracy: 0.8374\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3943 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.3936 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3937 - accuracy: 0.8367\n",
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"Epoch 431/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3939 - accuracy: 0.8351\n",
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"Epoch 432/500\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3938 - accuracy: 0.8364\n",
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"Epoch 433/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3943 - accuracy: 0.8371\n",
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"Epoch 434/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3938 - accuracy: 0.8358\n",
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"Epoch 435/500\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3936 - accuracy: 0.8361\n",
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"Epoch 436/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3939 - accuracy: 0.8356\n",
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"Epoch 437/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3936 - accuracy: 0.8364\n",
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"Epoch 438/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3937 - accuracy: 0.8368\n",
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"Epoch 439/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3938 - accuracy: 0.8375\n",
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"Epoch 440/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3940 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3937 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3937 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3937 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3937 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3936 - accuracy: 0.8371\n",
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"Epoch 450/500\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3939 - accuracy: 0.8365\n",
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"Epoch 451/500\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3939 - accuracy: 0.8364\n",
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"Epoch 452/500\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3937 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3939 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3938 - accuracy: 0.8361\n",
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"Epoch 483/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3937 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3936 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4398 - accuracy: 0.7985\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.4041 - accuracy: 0.8158\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3435 - accuracy: 0.8606\n",
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"7200/7200 [==============================] - 1s 160us/step - loss: 0.3410 - accuracy: 0.8607\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3399 - accuracy: 0.8626\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3394 - accuracy: 0.8635\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3393 - accuracy: 0.8608\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3389 - accuracy: 0.8619\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3386 - accuracy: 0.8618\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3377 - accuracy: 0.8617\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3381 - accuracy: 0.8625\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3374 - accuracy: 0.8628\n",
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"Epoch 28/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3337 - accuracy: 0.8644\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3341 - accuracy: 0.8633\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3342 - accuracy: 0.8637\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3346 - accuracy: 0.8644\n",
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]
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3326 - accuracy: 0.8654\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3326 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3327 - accuracy: 0.8644\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3327 - accuracy: 0.8649\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3321 - accuracy: 0.8640\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3329 - accuracy: 0.8653\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3332 - accuracy: 0.8640\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3330 - accuracy: 0.8642\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3328 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3329 - accuracy: 0.8649\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3324 - accuracy: 0.8639\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3327 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3329 - accuracy: 0.8651\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3327 - accuracy: 0.8656\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3325 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3326 - accuracy: 0.8642\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3320 - accuracy: 0.8639\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3323 - accuracy: 0.8644\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3321 - accuracy: 0.8644\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3320 - accuracy: 0.8651\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3320 - accuracy: 0.8658\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3322 - accuracy: 0.8650\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3319 - accuracy: 0.8660\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3318 - accuracy: 0.8647\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3320 - accuracy: 0.8651\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3324 - accuracy: 0.8650\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3316 - accuracy: 0.8656\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3319 - accuracy: 0.8644\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3318 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3314 - accuracy: 0.8640\n",
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]
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"Epoch 305/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3295 - accuracy: 0.8643\n",
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"Epoch 306/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3312 - accuracy: 0.8654\n",
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"Epoch 307/500\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3302 - accuracy: 0.8651\n",
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"Epoch 308/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3303 - accuracy: 0.8650\n",
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"Epoch 309/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3301 - accuracy: 0.8643\n",
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"Epoch 310/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3303 - accuracy: 0.8642\n",
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"Epoch 311/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3307 - accuracy: 0.8658\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.3303 - accuracy: 0.8647\n",
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"Epoch 313/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3303 - accuracy: 0.8651\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3300 - accuracy: 0.8647\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3301 - accuracy: 0.8667\n",
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"7200/7200 [==============================] - 1s 139us/step - loss: 0.3302 - accuracy: 0.8650\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3301 - accuracy: 0.8640\n",
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"Epoch 319/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3309 - accuracy: 0.8642\n",
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"Epoch 320/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3305 - accuracy: 0.8662\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3305 - accuracy: 0.8640\n",
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"Epoch 322/500\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3304 - accuracy: 0.8647\n",
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"Epoch 323/500\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3300 - accuracy: 0.8651\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3305 - accuracy: 0.8650\n",
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"Epoch 325/500\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3303 - accuracy: 0.8650\n",
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"Epoch 326/500\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3306 - accuracy: 0.8642\n",
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"Epoch 327/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3302 - accuracy: 0.8644\n",
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"Epoch 328/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3307 - accuracy: 0.8643\n",
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"Epoch 329/500\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3305 - accuracy: 0.8660\n",
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"Epoch 330/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3303 - accuracy: 0.8644\n",
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"Epoch 331/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3304 - accuracy: 0.8665\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3302 - accuracy: 0.8654\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3303 - accuracy: 0.8644\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3303 - accuracy: 0.8649\n",
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"Epoch 335/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3301 - accuracy: 0.8662\n",
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"Epoch 336/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3304 - accuracy: 0.8654\n",
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"Epoch 337/500\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3303 - accuracy: 0.8654\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3309 - accuracy: 0.8633\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3302 - accuracy: 0.8657\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3305 - accuracy: 0.8656\n",
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"Epoch 341/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3306 - accuracy: 0.8658\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3302 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3302 - accuracy: 0.8646\n",
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"Epoch 344/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3304 - accuracy: 0.8649\n",
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"Epoch 345/500\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3302 - accuracy: 0.8650\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3307 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3304 - accuracy: 0.8661\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3303 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3304 - accuracy: 0.8651\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3302 - accuracy: 0.8644\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3303 - accuracy: 0.8644\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3304 - accuracy: 0.8640\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3301 - accuracy: 0.8667\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3303 - accuracy: 0.8650\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3308 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3302 - accuracy: 0.8644\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3301 - accuracy: 0.8644\n",
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"Epoch 359/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3300 - accuracy: 0.8647\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3305 - accuracy: 0.8657\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3305 - accuracy: 0.8647\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3301 - accuracy: 0.8653\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3306 - accuracy: 0.8654\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3303 - accuracy: 0.8647\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3303 - accuracy: 0.8642\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3301 - accuracy: 0.8658\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3303 - accuracy: 0.8662\n",
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"Epoch 368/500\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3300 - accuracy: 0.8653\n",
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"Epoch 369/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3301 - accuracy: 0.8650\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3299 - accuracy: 0.8661\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3303 - accuracy: 0.8653\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3300 - accuracy: 0.8654\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3308 - accuracy: 0.8642\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3300 - accuracy: 0.8654\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3298 - accuracy: 0.8649\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3302 - accuracy: 0.8644\n",
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"Epoch 381/500\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3306 - accuracy: 0.8664\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3300 - accuracy: 0.8661\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3300 - accuracy: 0.8657\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3302 - accuracy: 0.8656\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3299 - accuracy: 0.8660\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3310 - accuracy: 0.8642\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3298 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3305 - accuracy: 0.8654\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3299 - accuracy: 0.8650\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3304 - accuracy: 0.8650\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3300 - accuracy: 0.8647\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3303 - accuracy: 0.8654\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3298 - accuracy: 0.8665\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3304 - accuracy: 0.8654\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3303 - accuracy: 0.8650\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3300 - accuracy: 0.8662\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3302 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3300 - accuracy: 0.8658\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3304 - accuracy: 0.8637\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.3300 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.3305 - accuracy: 0.8650\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3296 - accuracy: 0.8661\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3301 - accuracy: 0.8636\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3300 - accuracy: 0.8678\n",
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"7200/7200 [==============================] - 1s 135us/step - loss: 0.3308 - accuracy: 0.8654\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3301 - accuracy: 0.8647\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3300 - accuracy: 0.8658\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3304 - accuracy: 0.8649\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3302 - accuracy: 0.8642\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3302 - accuracy: 0.8665\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3297 - accuracy: 0.8658\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3298 - accuracy: 0.8667\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3300 - accuracy: 0.8656\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3303 - accuracy: 0.8651\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3302 - accuracy: 0.8642\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3298 - accuracy: 0.8662\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3299 - accuracy: 0.8656\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3294 - accuracy: 0.8651\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3305 - accuracy: 0.8650\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3301 - accuracy: 0.8639\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3301 - accuracy: 0.8649\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3300 - accuracy: 0.8643\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3302 - accuracy: 0.8651\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3302 - accuracy: 0.8657\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3299 - accuracy: 0.8650\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3303 - accuracy: 0.8661\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3304 - accuracy: 0.8660\n",
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"Epoch 431/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3298 - accuracy: 0.8643\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3298 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3303 - accuracy: 0.8660\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3304 - accuracy: 0.8643\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.3302 - accuracy: 0.8654\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3297 - accuracy: 0.8660\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3300 - accuracy: 0.8657\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3306 - accuracy: 0.8658\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3300 - accuracy: 0.8656\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3302 - accuracy: 0.8640\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3305 - accuracy: 0.8643\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.3302 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3298 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3298 - accuracy: 0.8668\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3303 - accuracy: 0.8642\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3293 - accuracy: 0.8664\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3308 - accuracy: 0.8647\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3302 - accuracy: 0.8656\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3300 - accuracy: 0.8651\n",
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"Epoch 464/500\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3298 - accuracy: 0.8661\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3302 - accuracy: 0.8656\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3300 - accuracy: 0.8664\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3305 - accuracy: 0.8658\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3299 - accuracy: 0.8651\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3305 - accuracy: 0.8651\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3301 - accuracy: 0.8646\n",
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"Epoch 471/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3303 - accuracy: 0.8653\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3303 - accuracy: 0.8643\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3300 - accuracy: 0.8656\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3295 - accuracy: 0.8660\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3299 - accuracy: 0.8644\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3300 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3299 - accuracy: 0.8653\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3302 - accuracy: 0.8635\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3297 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3304 - accuracy: 0.8661\n",
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"Epoch 481/500\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3302 - accuracy: 0.8649\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3296 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3301 - accuracy: 0.8643\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3300 - accuracy: 0.8651\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3300 - accuracy: 0.8662\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3298 - accuracy: 0.8649\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3302 - accuracy: 0.8665\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3295 - accuracy: 0.8672\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3304 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.3300 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3298 - accuracy: 0.8650\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3297 - accuracy: 0.8658\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.3299 - accuracy: 0.8658\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3299 - accuracy: 0.8667\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3298 - accuracy: 0.8651\n",
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"Epoch 499/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3303 - accuracy: 0.8640\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3304 - accuracy: 0.8656\n",
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]
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4099 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3988 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3984 - accuracy: 0.8350\n",
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"Epoch 83/500\n",
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]
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3939 - accuracy: 0.8369\n",
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]
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3918 - accuracy: 0.8383\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3919 - accuracy: 0.8376\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3914 - accuracy: 0.8396\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3920 - accuracy: 0.8388\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3920 - accuracy: 0.8388\n",
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]
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"Epoch 360/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3534 - accuracy: 0.8519\n",
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]
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3406 - accuracy: 0.8592\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3414 - accuracy: 0.8604\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3420 - accuracy: 0.8593\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3418 - accuracy: 0.8601\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3408 - accuracy: 0.8615\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3414 - accuracy: 0.8597\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3419 - accuracy: 0.8603\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3407 - accuracy: 0.8606\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3410 - accuracy: 0.8600\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3419 - accuracy: 0.8590\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3412 - accuracy: 0.8601\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3406 - accuracy: 0.8581\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3412 - accuracy: 0.8601\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3406 - accuracy: 0.8597\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3405 - accuracy: 0.8610\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3406 - accuracy: 0.8611\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3413 - accuracy: 0.8606\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3403 - accuracy: 0.8607\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3406 - accuracy: 0.8607\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3411 - accuracy: 0.8603\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3409 - accuracy: 0.8606\n",
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]
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3403 - accuracy: 0.8587\n",
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"Epoch 499/500\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3403 - accuracy: 0.8601\n",
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"Epoch 500/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3405 - accuracy: 0.8599\n",
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"Epoch 1/500\n",
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"7200/7200 [==============================] - 1s 145us/step - loss: 0.5628 - accuracy: 0.7976\n",
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"Epoch 2/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4383 - accuracy: 0.7975\n",
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"Epoch 3/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4306 - accuracy: 0.7975\n",
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"Epoch 4/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4264 - accuracy: 0.7975\n",
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"Epoch 5/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4225 - accuracy: 0.7975\n",
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"Epoch 6/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4188 - accuracy: 0.7975\n",
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"Epoch 7/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4166 - accuracy: 0.8143\n",
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"Epoch 8/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4153 - accuracy: 0.8242\n",
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"Epoch 9/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4137 - accuracy: 0.8251\n",
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"Epoch 10/500\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4130 - accuracy: 0.8281\n",
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"Epoch 11/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4118 - accuracy: 0.8289\n",
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"Epoch 12/500\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.4109 - accuracy: 0.8301\n",
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"Epoch 13/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4101 - accuracy: 0.8319\n",
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"Epoch 14/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4095 - accuracy: 0.8328\n",
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"Epoch 15/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4088 - accuracy: 0.8332\n",
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"Epoch 16/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4079 - accuracy: 0.8331\n",
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"Epoch 17/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4075 - accuracy: 0.8333\n",
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"Epoch 18/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4067 - accuracy: 0.8343\n",
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"Epoch 19/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4062 - accuracy: 0.8354\n",
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"Epoch 20/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4059 - accuracy: 0.8357\n",
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"Epoch 21/500\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.4054 - accuracy: 0.8357\n",
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"Epoch 22/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4050 - accuracy: 0.8357\n",
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"Epoch 23/500\n",
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"7200/7200 [==============================] - 2s 326us/step - loss: 0.4045 - accuracy: 0.8353\n",
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"Epoch 24/500\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.4041 - accuracy: 0.8363\n",
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"Epoch 25/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4038 - accuracy: 0.8349\n",
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"Epoch 26/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4036 - accuracy: 0.8349\n",
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"Epoch 27/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4032 - accuracy: 0.8364\n",
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"Epoch 28/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4029 - accuracy: 0.8358\n",
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"Epoch 29/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4028 - accuracy: 0.8367\n",
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"Epoch 30/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4023 - accuracy: 0.8371\n",
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"Epoch 31/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.4020 - accuracy: 0.8356\n",
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"Epoch 32/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4020 - accuracy: 0.8347\n",
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"Epoch 33/500\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.4017 - accuracy: 0.8356\n",
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"Epoch 34/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4017 - accuracy: 0.8364\n",
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"Epoch 35/500\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.4010 - accuracy: 0.8361\n",
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"Epoch 36/500\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4012 - accuracy: 0.8360\n",
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"Epoch 37/500\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.4012 - accuracy: 0.8361\n",
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"Epoch 38/500\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.4008 - accuracy: 0.8374\n",
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"Epoch 39/500\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.4010 - accuracy: 0.8368\n",
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"Epoch 40/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.4006 - accuracy: 0.8369\n",
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"Epoch 41/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4005 - accuracy: 0.8367\n",
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"Epoch 42/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4005 - accuracy: 0.8353\n",
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"Epoch 43/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4005 - accuracy: 0.8365\n",
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"Epoch 44/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3999 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3999 - accuracy: 0.8354\n",
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"Epoch 46/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3995 - accuracy: 0.8365\n",
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"Epoch 47/500\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3996 - accuracy: 0.8363\n",
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"Epoch 48/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3995 - accuracy: 0.8363\n",
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"Epoch 49/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3995 - accuracy: 0.8364\n",
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"Epoch 50/500\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3991 - accuracy: 0.8349\n",
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"Epoch 51/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3994 - accuracy: 0.8363\n",
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"Epoch 52/500\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3991 - accuracy: 0.8361\n",
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"Epoch 53/500\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3991 - accuracy: 0.8367\n",
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"Epoch 54/500\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3987 - accuracy: 0.8360\n",
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"Epoch 55/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3986 - accuracy: 0.8371\n",
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"Epoch 56/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3991 - accuracy: 0.8346\n",
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"Epoch 57/500\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3983 - accuracy: 0.8363\n",
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"Epoch 58/500\n",
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"7200/7200 [==============================] - 1s 134us/step - loss: 0.3987 - accuracy: 0.8365\n",
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"Epoch 59/500\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3985 - accuracy: 0.8347\n",
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"Epoch 60/500\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3986 - accuracy: 0.8364\n",
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"Epoch 61/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3982 - accuracy: 0.8365\n",
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"Epoch 62/500\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3984 - accuracy: 0.8367\n",
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"Epoch 63/500\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.3980 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3981 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3983 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3980 - accuracy: 0.8361\n",
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"Epoch 67/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3976 - accuracy: 0.8358\n",
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"Epoch 68/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3980 - accuracy: 0.8353\n",
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"Epoch 69/500\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.3977 - accuracy: 0.8354\n",
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"Epoch 70/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3982 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3976 - accuracy: 0.8367\n",
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"Epoch 72/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3978 - accuracy: 0.8367\n",
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"Epoch 73/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3977 - accuracy: 0.8351\n",
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"Epoch 74/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3973 - accuracy: 0.8372\n",
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"Epoch 75/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3975 - accuracy: 0.8346\n",
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"Epoch 76/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3975 - accuracy: 0.8363\n",
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"Epoch 77/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3976 - accuracy: 0.8358\n",
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"Epoch 78/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3977 - accuracy: 0.8371\n",
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"Epoch 79/500\n",
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"7200/7200 [==============================] - 1s 139us/step - loss: 0.3973 - accuracy: 0.8357\n",
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"Epoch 80/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3973 - accuracy: 0.8358\n",
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"Epoch 81/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3973 - accuracy: 0.8371\n",
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"Epoch 82/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3975 - accuracy: 0.8344\n",
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"Epoch 83/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3979 - accuracy: 0.8358\n",
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"Epoch 84/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3974 - accuracy: 0.8356\n",
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"Epoch 85/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3976 - accuracy: 0.8356\n",
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"Epoch 86/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3977 - accuracy: 0.8363\n",
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"Epoch 87/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3972 - accuracy: 0.8351\n",
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"Epoch 88/500\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3973 - accuracy: 0.8367\n",
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"Epoch 89/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3973 - accuracy: 0.8367\n",
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"Epoch 90/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3972 - accuracy: 0.8363\n",
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"Epoch 91/500\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3974 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3968 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3968 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3976 - accuracy: 0.8364\n",
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"Epoch 95/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3972 - accuracy: 0.8358\n",
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"Epoch 96/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3972 - accuracy: 0.8374\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3974 - accuracy: 0.8353\n",
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"Epoch 98/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3968 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3973 - accuracy: 0.8360\n",
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"Epoch 100/500\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3974 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3966 - accuracy: 0.8381\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3969 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3970 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3973 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3972 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3971 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3972 - accuracy: 0.8368\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3969 - accuracy: 0.8376\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3964 - accuracy: 0.8372\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3968 - accuracy: 0.8375\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3970 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3969 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3969 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3964 - accuracy: 0.8374\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3967 - accuracy: 0.8382\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3969 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3967 - accuracy: 0.8375\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3970 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3967 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3968 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3971 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3968 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3970 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3975 - accuracy: 0.8369\n",
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"Epoch 125/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3968 - accuracy: 0.8367\n",
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"Epoch 126/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3972 - accuracy: 0.8357\n",
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"Epoch 127/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3968 - accuracy: 0.8388\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3965 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3966 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3967 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3968 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3970 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3968 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3966 - accuracy: 0.8374\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.3967 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3969 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3966 - accuracy: 0.8386\n",
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]
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]
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]
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3959 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3961 - accuracy: 0.8371\n",
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]
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"text": [
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]
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]
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"Epoch 192/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4025 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.4029 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4026 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4026 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4026 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4022 - accuracy: 0.8339\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4021 - accuracy: 0.8333\n",
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"Epoch 200/500\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.4026 - accuracy: 0.8346\n",
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"Epoch 201/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4028 - accuracy: 0.8339\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4028 - accuracy: 0.8338\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4024 - accuracy: 0.8328\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4026 - accuracy: 0.8338\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4023 - accuracy: 0.8333\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.4024 - accuracy: 0.8339\n",
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"7200/7200 [==============================] - 1s 133us/step - loss: 0.4025 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 194us/step - loss: 0.4025 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 189us/step - loss: 0.4023 - accuracy: 0.8338\n",
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"Epoch 213/500\n",
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"7200/7200 [==============================] - 1s 155us/step - loss: 0.4027 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.4025 - accuracy: 0.8338\n",
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"Epoch 215/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4024 - accuracy: 0.8338\n",
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"Epoch 216/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4022 - accuracy: 0.8335\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4027 - accuracy: 0.8340\n",
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"Epoch 218/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.4026 - accuracy: 0.8344\n",
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"Epoch 219/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4026 - accuracy: 0.8332\n",
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"7200/7200 [==============================] - 1s 137us/step - loss: 0.4028 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.4027 - accuracy: 0.8336\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4025 - accuracy: 0.8338\n",
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"7200/7200 [==============================] - 1s 137us/step - loss: 0.4026 - accuracy: 0.8336\n",
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"Epoch 224/500\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4026 - accuracy: 0.8333\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4022 - accuracy: 0.8339\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.4027 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4020 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4026 - accuracy: 0.8329\n",
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"7200/7200 [==============================] - 0s 61us/step - loss: 0.4026 - accuracy: 0.8339\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.4024 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4025 - accuracy: 0.8332\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4025 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4022 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4024 - accuracy: 0.8331\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4025 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.4024 - accuracy: 0.8338\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.4025 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.4020 - accuracy: 0.8336\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4024 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4023 - accuracy: 0.8333\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4023 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.4027 - accuracy: 0.8339\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4028 - accuracy: 0.8333\n",
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.4024 - accuracy: 0.8332\n",
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"Epoch 256/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.4026 - accuracy: 0.8333\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.4026 - accuracy: 0.8329\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4020 - accuracy: 0.8339\n",
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]
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.4024 - accuracy: 0.8339\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4024 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.4023 - accuracy: 0.8340\n",
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]
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4021 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4023 - accuracy: 0.8333\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4024 - accuracy: 0.8338\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4024 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 135us/step - loss: 0.5885 - accuracy: 0.7936\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4251 - accuracy: 0.7944\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.4225 - accuracy: 0.7944\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4201 - accuracy: 0.8090\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.4186 - accuracy: 0.8224\n",
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"Epoch 11/500\n",
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"7200/7200 [==============================] - 1s 136us/step - loss: 0.4171 - accuracy: 0.8263\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4159 - accuracy: 0.8282\n",
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"Epoch 13/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4144 - accuracy: 0.8301\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4139 - accuracy: 0.8315\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4130 - accuracy: 0.8335\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4121 - accuracy: 0.8340\n",
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"Epoch 17/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4118 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4108 - accuracy: 0.8339\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.4101 - accuracy: 0.8338\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4096 - accuracy: 0.8338\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4082 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4076 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4069 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4058 - accuracy: 0.8338\n",
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"7200/7200 [==============================] - 1s 136us/step - loss: 0.4053 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.4051 - accuracy: 0.8357\n",
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]
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4003 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4003 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3998 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3997 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 0s 67us/step - loss: 0.4001 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3996 - accuracy: 0.8369\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3999 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3997 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3998 - accuracy: 0.8358\n",
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"Epoch 101/500\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3995 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3997 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3996 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3996 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3996 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3998 - accuracy: 0.8356\n",
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"Epoch 293/500\n",
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]
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]
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]
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"Epoch 24/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.4081 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4077 - accuracy: 0.8351\n",
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"Epoch 26/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4075 - accuracy: 0.8344\n",
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"Epoch 27/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4069 - accuracy: 0.8349\n",
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"Epoch 28/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.4069 - accuracy: 0.8338\n",
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"Epoch 29/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4065 - accuracy: 0.8351\n",
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"Epoch 30/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4063 - accuracy: 0.8356\n",
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"Epoch 31/500\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.4059 - accuracy: 0.8342\n",
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"Epoch 32/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4055 - accuracy: 0.8353\n",
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"Epoch 33/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4057 - accuracy: 0.8347\n",
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"Epoch 34/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4049 - accuracy: 0.8338\n",
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"Epoch 35/500\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.4051 - accuracy: 0.8351\n",
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"Epoch 36/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4052 - accuracy: 0.8346\n",
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"Epoch 37/500\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.4045 - accuracy: 0.8361\n",
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"Epoch 38/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4043 - accuracy: 0.8347\n",
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"Epoch 39/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.4042 - accuracy: 0.8360\n",
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"Epoch 40/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4041 - accuracy: 0.8357\n",
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"Epoch 41/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4038 - accuracy: 0.8360\n",
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"Epoch 42/500\n",
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"7200/7200 [==============================] - 1s 131us/step - loss: 0.4038 - accuracy: 0.8347\n",
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"Epoch 43/500\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4038 - accuracy: 0.8356\n",
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"Epoch 44/500\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.4037 - accuracy: 0.8351\n",
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"Epoch 45/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4038 - accuracy: 0.8351\n",
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"Epoch 46/500\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4033 - accuracy: 0.8353\n",
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"Epoch 47/500\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4032 - accuracy: 0.8353\n",
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"Epoch 48/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4030 - accuracy: 0.8363\n",
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"Epoch 49/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4030 - accuracy: 0.8357\n",
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"Epoch 50/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4031 - accuracy: 0.8349\n",
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"Epoch 51/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4028 - accuracy: 0.8363\n",
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"Epoch 52/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4029 - accuracy: 0.8357\n",
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"Epoch 53/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4028 - accuracy: 0.8363\n",
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"Epoch 54/500\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.4032 - accuracy: 0.8353\n",
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"Epoch 55/500\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.4023 - accuracy: 0.8353\n",
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"Epoch 56/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4026 - accuracy: 0.8351\n",
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"Epoch 57/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4024 - accuracy: 0.8356\n",
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"Epoch 58/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4026 - accuracy: 0.8360\n",
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"Epoch 59/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4024 - accuracy: 0.8354\n",
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"Epoch 60/500\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.4022 - accuracy: 0.8340\n",
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"Epoch 61/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4019 - accuracy: 0.8354\n",
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"Epoch 62/500\n",
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"7200/7200 [==============================] - 1s 137us/step - loss: 0.4022 - accuracy: 0.8354\n",
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"Epoch 63/500\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.4020 - accuracy: 0.8346\n",
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"Epoch 64/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4023 - accuracy: 0.8344\n",
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"Epoch 65/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4019 - accuracy: 0.8347\n",
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"Epoch 66/500\n",
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"7200/7200 [==============================] - 1s 71us/step - loss: 0.4020 - accuracy: 0.8353\n",
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"Epoch 67/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4019 - accuracy: 0.8349\n",
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"Epoch 68/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4018 - accuracy: 0.8358\n",
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"Epoch 69/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4016 - accuracy: 0.8351\n",
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"Epoch 70/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4017 - accuracy: 0.8349\n",
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"Epoch 71/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4016 - accuracy: 0.8363\n",
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"Epoch 72/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4016 - accuracy: 0.8350\n",
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"Epoch 73/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4017 - accuracy: 0.8342\n",
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"Epoch 74/500\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.4017 - accuracy: 0.8346\n",
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"Epoch 75/500\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4018 - accuracy: 0.8340\n",
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"Epoch 76/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4014 - accuracy: 0.8343\n",
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"Epoch 77/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4013 - accuracy: 0.8339\n",
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"Epoch 78/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.4015 - accuracy: 0.8360\n",
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"Epoch 79/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4013 - accuracy: 0.8358\n",
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"Epoch 80/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4014 - accuracy: 0.8358\n",
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"Epoch 81/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4013 - accuracy: 0.8344\n",
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"Epoch 82/500\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.4008 - accuracy: 0.8360\n",
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"Epoch 83/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4014 - accuracy: 0.8358\n",
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"Epoch 84/500\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.4012 - accuracy: 0.8350\n",
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"Epoch 85/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4010 - accuracy: 0.8353\n",
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"Epoch 86/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4010 - accuracy: 0.8349\n",
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"Epoch 87/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4011 - accuracy: 0.8358\n",
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"Epoch 88/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.4011 - accuracy: 0.8351\n",
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"Epoch 89/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4009 - accuracy: 0.8365\n",
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"Epoch 90/500\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.4011 - accuracy: 0.8351\n",
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"Epoch 91/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4007 - accuracy: 0.8358\n",
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"Epoch 92/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4014 - accuracy: 0.8357\n",
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"Epoch 93/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4010 - accuracy: 0.8350\n",
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"Epoch 94/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4008 - accuracy: 0.8354\n",
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"Epoch 95/500\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.4012 - accuracy: 0.8354\n",
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"Epoch 96/500\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.4011 - accuracy: 0.8336\n",
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"Epoch 97/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4008 - accuracy: 0.8365\n",
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"Epoch 98/500\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4009 - accuracy: 0.8346\n",
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"Epoch 99/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4008 - accuracy: 0.8349\n",
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"Epoch 100/500\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4005 - accuracy: 0.8354\n",
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"Epoch 101/500\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.4014 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4007 - accuracy: 0.8344\n",
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"Epoch 103/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4007 - accuracy: 0.8357\n",
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"Epoch 104/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4007 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.4007 - accuracy: 0.8350\n",
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"Epoch 106/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4006 - accuracy: 0.8351\n",
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"Epoch 107/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4007 - accuracy: 0.8360\n",
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"Epoch 108/500\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.4009 - accuracy: 0.8353\n",
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"Epoch 109/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4006 - accuracy: 0.8350\n",
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"Epoch 110/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4007 - accuracy: 0.8344\n",
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"Epoch 111/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4003 - accuracy: 0.8346\n",
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"Epoch 112/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4003 - accuracy: 0.8335\n",
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"Epoch 113/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.4006 - accuracy: 0.8357\n",
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"Epoch 114/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4006 - accuracy: 0.8361\n",
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"Epoch 115/500\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4005 - accuracy: 0.8363\n",
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"Epoch 116/500\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.4003 - accuracy: 0.8347\n",
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"Epoch 117/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4007 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4006 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4000 - accuracy: 0.8356\n",
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"Epoch 120/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.4006 - accuracy: 0.8356\n",
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"Epoch 121/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4004 - accuracy: 0.8357\n",
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"Epoch 122/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4003 - accuracy: 0.8350\n",
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"Epoch 123/500\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4006 - accuracy: 0.8356\n",
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"Epoch 124/500\n",
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"7200/7200 [==============================] - 0s 65us/step - loss: 0.4004 - accuracy: 0.8350\n",
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"Epoch 125/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.4001 - accuracy: 0.8363\n",
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"Epoch 126/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4001 - accuracy: 0.8340\n",
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"Epoch 127/500\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4001 - accuracy: 0.8358\n",
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"Epoch 128/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4003 - accuracy: 0.8342\n",
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"Epoch 129/500\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.4003 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.4005 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4005 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3999 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4000 - accuracy: 0.8365\n",
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"Epoch 134/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4001 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4002 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.4001 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3998 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4006 - accuracy: 0.8332\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4000 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 71us/step - loss: 0.4002 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4001 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4002 - accuracy: 0.8369\n",
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"Epoch 143/500\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.4001 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.4000 - accuracy: 0.8350\n",
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"Epoch 145/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4000 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4001 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4002 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3997 - accuracy: 0.8356\n",
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"Epoch 149/500\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3999 - accuracy: 0.8368\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4001 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3997 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.3998 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3997 - accuracy: 0.8347\n",
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"Epoch 154/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4000 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3997 - accuracy: 0.8357\n",
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"Epoch 156/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.4000 - accuracy: 0.8347\n",
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"Epoch 157/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3995 - accuracy: 0.8360\n",
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"Epoch 158/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3992 - accuracy: 0.8356\n",
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"Epoch 159/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3998 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3995 - accuracy: 0.8357\n",
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"Epoch 161/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3998 - accuracy: 0.8364\n",
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"Epoch 162/500\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.3996 - accuracy: 0.8365\n",
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"Epoch 163/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3997 - accuracy: 0.8353\n",
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]
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]
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"Epoch 441/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3986 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3988 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3986 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3989 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3987 - accuracy: 0.8357\n",
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]
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3991 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3992 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3987 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3988 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.4133 - accuracy: 0.8304\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.4028 - accuracy: 0.8360\n",
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]
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]
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]
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"Epoch 218/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3436 - accuracy: 0.8607\n",
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"Epoch 219/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3434 - accuracy: 0.8619\n",
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"Epoch 220/500\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.3431 - accuracy: 0.8618\n",
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"Epoch 221/500\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3434 - accuracy: 0.8604\n",
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"Epoch 222/500\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3435 - accuracy: 0.8612\n",
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"Epoch 223/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3431 - accuracy: 0.8599\n",
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"Epoch 224/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3427 - accuracy: 0.8619\n",
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"Epoch 225/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3433 - accuracy: 0.8608\n",
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"Epoch 226/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3429 - accuracy: 0.8594\n",
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"Epoch 227/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3424 - accuracy: 0.8604\n",
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"Epoch 228/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3425 - accuracy: 0.8621\n",
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"Epoch 229/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3421 - accuracy: 0.8624\n",
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"Epoch 230/500\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3423 - accuracy: 0.8619\n",
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"Epoch 231/500\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3423 - accuracy: 0.8617\n",
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"Epoch 232/500\n",
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"7200/7200 [==============================] - 1s 129us/step - loss: 0.3422 - accuracy: 0.8599\n",
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"Epoch 233/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3420 - accuracy: 0.8615\n",
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"Epoch 234/500\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3422 - accuracy: 0.8606\n",
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"Epoch 235/500\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3419 - accuracy: 0.8618\n",
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"Epoch 236/500\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3421 - accuracy: 0.8614\n",
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"Epoch 237/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3414 - accuracy: 0.8619\n",
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"Epoch 238/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3419 - accuracy: 0.8617\n",
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"Epoch 239/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3411 - accuracy: 0.8632\n",
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"Epoch 240/500\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3419 - accuracy: 0.8611\n",
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"Epoch 241/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3409 - accuracy: 0.8617\n",
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"Epoch 242/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3408 - accuracy: 0.8621\n",
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"Epoch 243/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3405 - accuracy: 0.8615\n",
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"Epoch 244/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3410 - accuracy: 0.8618\n",
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"Epoch 245/500\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3411 - accuracy: 0.8622\n",
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"Epoch 246/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3404 - accuracy: 0.8625\n",
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"Epoch 247/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3410 - accuracy: 0.8618\n",
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"Epoch 248/500\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3409 - accuracy: 0.8607\n",
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"Epoch 249/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3407 - accuracy: 0.8612\n",
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"Epoch 250/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3403 - accuracy: 0.8626\n",
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"Epoch 251/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3407 - accuracy: 0.8608\n",
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"Epoch 252/500\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3405 - accuracy: 0.8606\n",
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"Epoch 253/500\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3407 - accuracy: 0.8615\n",
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"Epoch 254/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3408 - accuracy: 0.8628\n",
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"Epoch 255/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3404 - accuracy: 0.8607\n",
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"Epoch 256/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3401 - accuracy: 0.8611\n",
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"Epoch 257/500\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3413 - accuracy: 0.8618\n",
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"Epoch 258/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3403 - accuracy: 0.8632\n",
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"Epoch 259/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3393 - accuracy: 0.8607\n",
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"Epoch 260/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3403 - accuracy: 0.8621\n",
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"Epoch 261/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3401 - accuracy: 0.8635\n",
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"Epoch 262/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3402 - accuracy: 0.8624\n",
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"Epoch 263/500\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3402 - accuracy: 0.8614\n",
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"Epoch 264/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3402 - accuracy: 0.8601\n",
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"Epoch 265/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3394 - accuracy: 0.8633\n",
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"Epoch 266/500\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3404 - accuracy: 0.8629\n",
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"Epoch 267/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3398 - accuracy: 0.8639\n",
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"Epoch 268/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3396 - accuracy: 0.8632\n",
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"Epoch 269/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3396 - accuracy: 0.8608\n",
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"Epoch 270/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3396 - accuracy: 0.8614\n",
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"Epoch 271/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3399 - accuracy: 0.8635\n",
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"Epoch 272/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3389 - accuracy: 0.8624\n",
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"Epoch 273/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3405 - accuracy: 0.8617\n",
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"Epoch 274/500\n",
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"7200/7200 [==============================] - 0s 64us/step - loss: 0.3397 - accuracy: 0.8622\n",
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"Epoch 275/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3397 - accuracy: 0.8611\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3393 - accuracy: 0.8631\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3390 - accuracy: 0.8642\n",
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"Epoch 278/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3396 - accuracy: 0.8608\n",
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"Epoch 279/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3392 - accuracy: 0.8640\n",
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"Epoch 280/500\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.3394 - accuracy: 0.8633\n",
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"Epoch 281/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3391 - accuracy: 0.8631\n",
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"Epoch 282/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3395 - accuracy: 0.8621\n",
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"Epoch 283/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3399 - accuracy: 0.8608\n",
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"Epoch 284/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3391 - accuracy: 0.8631\n",
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"Epoch 285/500\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3395 - accuracy: 0.8610\n",
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"Epoch 286/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3384 - accuracy: 0.8617\n",
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"Epoch 287/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3394 - accuracy: 0.8612\n",
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"Epoch 288/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3394 - accuracy: 0.8626\n",
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"Epoch 289/500\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3388 - accuracy: 0.8625\n",
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"Epoch 290/500\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3393 - accuracy: 0.8618\n",
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"Epoch 291/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3388 - accuracy: 0.8629\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Epoch 292/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3391 - accuracy: 0.8628\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3396 - accuracy: 0.8618\n",
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"Epoch 296/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3391 - accuracy: 0.8631\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3389 - accuracy: 0.8619\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3383 - accuracy: 0.8625\n",
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"Epoch 299/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3385 - accuracy: 0.8631\n",
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"Epoch 300/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3382 - accuracy: 0.8624\n",
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"Epoch 301/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3385 - accuracy: 0.8629\n",
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"Epoch 302/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3389 - accuracy: 0.8625\n",
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"Epoch 303/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3388 - accuracy: 0.8621\n",
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"Epoch 304/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3385 - accuracy: 0.8626\n",
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"Epoch 305/500\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3387 - accuracy: 0.8611\n",
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"Epoch 306/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3391 - accuracy: 0.8631\n",
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"Epoch 307/500\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3385 - accuracy: 0.8624\n",
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"Epoch 308/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3390 - accuracy: 0.8631\n",
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"Epoch 309/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3386 - accuracy: 0.8614\n",
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"Epoch 310/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3385 - accuracy: 0.8615\n",
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"Epoch 311/500\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3387 - accuracy: 0.8624\n",
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"Epoch 312/500\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3382 - accuracy: 0.8626\n",
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"Epoch 313/500\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3390 - accuracy: 0.8621\n",
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"Epoch 314/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3378 - accuracy: 0.8650\n",
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"Epoch 315/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3389 - accuracy: 0.8619\n",
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"Epoch 316/500\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3383 - accuracy: 0.8618\n",
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"Epoch 317/500\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3386 - accuracy: 0.8596\n",
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"Epoch 318/500\n",
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"7200/7200 [==============================] - 1s 134us/step - loss: 0.3383 - accuracy: 0.8636\n",
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"Epoch 319/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3389 - accuracy: 0.8611\n",
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"Epoch 320/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3383 - accuracy: 0.8635\n",
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"Epoch 321/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3383 - accuracy: 0.8617\n",
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"Epoch 322/500\n",
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"7200/7200 [==============================] - 1s 144us/step - loss: 0.3384 - accuracy: 0.8624\n",
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"Epoch 323/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3387 - accuracy: 0.8626\n",
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"Epoch 324/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3380 - accuracy: 0.8629\n",
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"Epoch 325/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3382 - accuracy: 0.8621\n",
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"Epoch 326/500\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3388 - accuracy: 0.8632\n",
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"Epoch 327/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3387 - accuracy: 0.8617\n",
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"Epoch 328/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3384 - accuracy: 0.8622\n",
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"Epoch 329/500\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.3382 - accuracy: 0.8639\n",
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"Epoch 330/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3376 - accuracy: 0.8607\n",
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"Epoch 331/500\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.3380 - accuracy: 0.8635\n",
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"Epoch 332/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3383 - accuracy: 0.8625\n",
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"Epoch 333/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3385 - accuracy: 0.8632\n",
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"Epoch 334/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3384 - accuracy: 0.8636\n",
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"Epoch 335/500\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3380 - accuracy: 0.8622\n",
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"Epoch 336/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3378 - accuracy: 0.8636\n",
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"Epoch 337/500\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3381 - accuracy: 0.8639\n",
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"Epoch 338/500\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3380 - accuracy: 0.8643\n",
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"Epoch 339/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3382 - accuracy: 0.8628\n",
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"Epoch 340/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3378 - accuracy: 0.8625\n",
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"Epoch 341/500\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3379 - accuracy: 0.8635\n",
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"Epoch 342/500\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3379 - accuracy: 0.8654\n",
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"Epoch 343/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3380 - accuracy: 0.8621\n",
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"Epoch 344/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3375 - accuracy: 0.8636\n",
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"Epoch 345/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3380 - accuracy: 0.8640\n",
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"Epoch 346/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3376 - accuracy: 0.8622\n",
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"Epoch 347/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3377 - accuracy: 0.8643\n",
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"Epoch 348/500\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3376 - accuracy: 0.8626\n",
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"Epoch 349/500\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3378 - accuracy: 0.8632\n",
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"Epoch 350/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3378 - accuracy: 0.8636\n",
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"Epoch 351/500\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3379 - accuracy: 0.8607\n",
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"Epoch 352/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3378 - accuracy: 0.8622\n",
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"Epoch 353/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3375 - accuracy: 0.8644\n",
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"Epoch 354/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3380 - accuracy: 0.8631\n",
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"Epoch 355/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3375 - accuracy: 0.8626\n",
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"Epoch 356/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3375 - accuracy: 0.8639\n",
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"Epoch 357/500\n",
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"7200/7200 [==============================] - ETA: 0s - loss: 0.3384 - accuracy: 0.86 - 1s 93us/step - loss: 0.3363 - accuracy: 0.8639\n",
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]
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3357 - accuracy: 0.8644\n",
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"Epoch 496/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3352 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3349 - accuracy: 0.8647\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3353 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.5894 - accuracy: 0.7940\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3638 - accuracy: 0.8504\n",
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"Epoch 8/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3561 - accuracy: 0.8531\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3504 - accuracy: 0.8571\n",
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"Epoch 10/500\n",
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"7200/7200 [==============================] - ETA: 0s - loss: 0.3490 - accuracy: 0.85 - 0s 63us/step - loss: 0.3472 - accuracy: 0.8597\n",
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"Epoch 11/500\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3445 - accuracy: 0.8578\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3431 - accuracy: 0.8596\n",
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"Epoch 13/500\n",
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"7200/7200 [==============================] - 1s 144us/step - loss: 0.3421 - accuracy: 0.8601\n",
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"Epoch 14/500\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3408 - accuracy: 0.8601\n",
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"Epoch 16/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3393 - accuracy: 0.8624\n",
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"Epoch 17/500\n",
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"Epoch 19/500\n",
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"Epoch 20/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3372 - accuracy: 0.8608\n",
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]
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3368 - accuracy: 0.8625\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3325 - accuracy: 0.8619\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3325 - accuracy: 0.8607\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3323 - accuracy: 0.8628\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3321 - accuracy: 0.8619\n",
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"Epoch 45/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3322 - accuracy: 0.8611\n",
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"Epoch 46/500\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3323 - accuracy: 0.8610\n",
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"Epoch 47/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3317 - accuracy: 0.8625\n",
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"Epoch 48/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3322 - accuracy: 0.8621\n",
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"Epoch 49/500\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3319 - accuracy: 0.8617\n",
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"Epoch 50/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3313 - accuracy: 0.8626\n",
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"Epoch 51/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3318 - accuracy: 0.8632\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3313 - accuracy: 0.8625\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3312 - accuracy: 0.8626\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3308 - accuracy: 0.8614\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3310 - accuracy: 0.8614\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3312 - accuracy: 0.8621\n",
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"Epoch 61/500\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3305 - accuracy: 0.8622\n",
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"Epoch 62/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3313 - accuracy: 0.8618\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3308 - accuracy: 0.8636\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3308 - accuracy: 0.8615\n",
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"Epoch 66/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3308 - accuracy: 0.8624\n",
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"Epoch 67/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3304 - accuracy: 0.8612\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3310 - accuracy: 0.8626\n",
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"Epoch 69/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3309 - accuracy: 0.8628\n",
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"Epoch 70/500\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3307 - accuracy: 0.8633\n",
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"Epoch 71/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3309 - accuracy: 0.8619\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3302 - accuracy: 0.8643\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3306 - accuracy: 0.8626\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3305 - accuracy: 0.8637\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3303 - accuracy: 0.8617\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3306 - accuracy: 0.8622\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3302 - accuracy: 0.8632\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3306 - accuracy: 0.8631\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3298 - accuracy: 0.8628\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3299 - accuracy: 0.8629\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3298 - accuracy: 0.8640\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3299 - accuracy: 0.8637\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3299 - accuracy: 0.8640\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3297 - accuracy: 0.8640\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3296 - accuracy: 0.8646\n",
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]
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3300 - accuracy: 0.8631\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3297 - accuracy: 0.8642\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3301 - accuracy: 0.8643\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3300 - accuracy: 0.8654\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3297 - accuracy: 0.8644\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3296 - accuracy: 0.8631\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3295 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3299 - accuracy: 0.8640\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3295 - accuracy: 0.8643\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3293 - accuracy: 0.8643\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3295 - accuracy: 0.8647\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3292 - accuracy: 0.8644\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3296 - accuracy: 0.8632\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3296 - accuracy: 0.8637\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3292 - accuracy: 0.8639\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3299 - accuracy: 0.8654\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3294 - accuracy: 0.8653\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3294 - accuracy: 0.8650\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3292 - accuracy: 0.8650\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3293 - accuracy: 0.8654\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3294 - accuracy: 0.8642\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3295 - accuracy: 0.8637\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3289 - accuracy: 0.8635\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3289 - accuracy: 0.8640\n",
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"Epoch 133/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3278 - accuracy: 0.8657\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3277 - accuracy: 0.8651\n",
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]
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{
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3280 - accuracy: 0.8650\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3275 - accuracy: 0.8674\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3269 - accuracy: 0.8668\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3273 - accuracy: 0.8656\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3271 - accuracy: 0.8661\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3273 - accuracy: 0.8654\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3267 - accuracy: 0.8674\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3272 - accuracy: 0.8662\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3272 - accuracy: 0.8667\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3271 - accuracy: 0.8657\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3262 - accuracy: 0.8649\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3267 - accuracy: 0.8657\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3271 - accuracy: 0.8660\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3269 - accuracy: 0.8672\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3265 - accuracy: 0.8662\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3269 - accuracy: 0.8662\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3263 - accuracy: 0.8668\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3269 - accuracy: 0.8667\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3271 - accuracy: 0.8676\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3269 - accuracy: 0.8669\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3265 - accuracy: 0.8654\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3271 - accuracy: 0.8667\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3266 - accuracy: 0.8662\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3269 - accuracy: 0.8651\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3267 - accuracy: 0.8668\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3269 - accuracy: 0.8660\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3269 - accuracy: 0.8661\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3266 - accuracy: 0.8669\n",
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]
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"text": [
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"Epoch 410/500\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3264 - accuracy: 0.8657\n",
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"Epoch 411/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3268 - accuracy: 0.8644\n",
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"Epoch 412/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3265 - accuracy: 0.8674\n",
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"Epoch 413/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3262 - accuracy: 0.8658\n",
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"Epoch 414/500\n",
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"7200/7200 [==============================] - 1s 70us/step - loss: 0.3258 - accuracy: 0.8662\n",
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"Epoch 415/500\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3267 - accuracy: 0.8667\n",
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"Epoch 416/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3265 - accuracy: 0.8647\n",
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"Epoch 417/500\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.3265 - accuracy: 0.8667\n",
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"Epoch 418/500\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3264 - accuracy: 0.8667\n",
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"Epoch 419/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3262 - accuracy: 0.8668\n",
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"Epoch 420/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3262 - accuracy: 0.8672\n",
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"Epoch 421/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3271 - accuracy: 0.8664\n",
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"Epoch 422/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3263 - accuracy: 0.8656\n",
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"Epoch 423/500\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3268 - accuracy: 0.8653\n",
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"Epoch 424/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3267 - accuracy: 0.8658\n",
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"Epoch 425/500\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3263 - accuracy: 0.8667\n",
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"Epoch 426/500\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3264 - accuracy: 0.8668\n",
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"Epoch 427/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3266 - accuracy: 0.8664\n",
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"Epoch 428/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3260 - accuracy: 0.8644\n",
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"Epoch 429/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3266 - accuracy: 0.8635\n",
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"Epoch 430/500\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3265 - accuracy: 0.8651\n",
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"Epoch 431/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3263 - accuracy: 0.8650\n",
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"Epoch 432/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3265 - accuracy: 0.8661\n",
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"Epoch 433/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3263 - accuracy: 0.8678\n",
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"Epoch 434/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3262 - accuracy: 0.8649\n",
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"Epoch 435/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3265 - accuracy: 0.8651\n",
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"Epoch 436/500\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3258 - accuracy: 0.8662\n",
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"Epoch 437/500\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3261 - accuracy: 0.8665\n",
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"Epoch 438/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3262 - accuracy: 0.8642\n",
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"Epoch 439/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3263 - accuracy: 0.8664\n",
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"Epoch 440/500\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3266 - accuracy: 0.8664\n",
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"Epoch 441/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3264 - accuracy: 0.8664\n",
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"Epoch 442/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3262 - accuracy: 0.8658\n",
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"Epoch 443/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3258 - accuracy: 0.8653\n",
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"Epoch 444/500\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3269 - accuracy: 0.8668\n",
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"Epoch 445/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3265 - accuracy: 0.8650\n",
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"Epoch 446/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3264 - accuracy: 0.8640\n",
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"Epoch 447/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3261 - accuracy: 0.8651\n",
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"Epoch 448/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3260 - accuracy: 0.8657\n",
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"Epoch 449/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3262 - accuracy: 0.8651\n",
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"Epoch 450/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3261 - accuracy: 0.8662\n",
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"Epoch 451/500\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3263 - accuracy: 0.8653\n",
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"Epoch 452/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3261 - accuracy: 0.8646\n",
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"Epoch 453/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3261 - accuracy: 0.8664\n",
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"Epoch 454/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3261 - accuracy: 0.8639\n",
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"Epoch 455/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3256 - accuracy: 0.8667\n",
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"Epoch 456/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3257 - accuracy: 0.8664\n",
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"Epoch 457/500\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3262 - accuracy: 0.8657\n",
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"Epoch 458/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3264 - accuracy: 0.8661\n",
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"Epoch 459/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3260 - accuracy: 0.8642\n",
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"Epoch 460/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3260 - accuracy: 0.8656\n",
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"Epoch 461/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3262 - accuracy: 0.8662\n",
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"Epoch 462/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3261 - accuracy: 0.8639\n",
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"Epoch 463/500\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3258 - accuracy: 0.8642\n",
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"Epoch 464/500\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3262 - accuracy: 0.8661\n",
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"Epoch 465/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3257 - accuracy: 0.8647\n",
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"Epoch 466/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3262 - accuracy: 0.8653\n",
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"Epoch 467/500\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3260 - accuracy: 0.8644\n",
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"Epoch 468/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3257 - accuracy: 0.8665\n",
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"Epoch 469/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3260 - accuracy: 0.8651\n",
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"Epoch 470/500\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3260 - accuracy: 0.8661\n",
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"Epoch 471/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3260 - accuracy: 0.8650\n",
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"Epoch 472/500\n",
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"7200/7200 [==============================] - 1s 72us/step - loss: 0.3255 - accuracy: 0.8661\n",
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"Epoch 473/500\n",
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"7200/7200 [==============================] - 2s 316us/step - loss: 0.3258 - accuracy: 0.8636\n",
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"Epoch 474/500\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3257 - accuracy: 0.8668\n",
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"Epoch 475/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3262 - accuracy: 0.8660\n",
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"Epoch 476/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3261 - accuracy: 0.8656\n",
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"Epoch 477/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3262 - accuracy: 0.8640\n",
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"Epoch 478/500\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3257 - accuracy: 0.8649\n",
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"Epoch 479/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3254 - accuracy: 0.8656\n",
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"Epoch 480/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3261 - accuracy: 0.8653\n",
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"Epoch 481/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3263 - accuracy: 0.8662\n",
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"Epoch 482/500\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3257 - accuracy: 0.8674\n",
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"Epoch 483/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3259 - accuracy: 0.8646\n",
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"Epoch 484/500\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3259 - accuracy: 0.8653\n",
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"Epoch 485/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3259 - accuracy: 0.8674\n",
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"Epoch 486/500\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3254 - accuracy: 0.8656\n",
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"Epoch 487/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3261 - accuracy: 0.8664\n",
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"Epoch 488/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3257 - accuracy: 0.8651\n",
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"Epoch 489/500\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3257 - accuracy: 0.8644\n",
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"Epoch 490/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3258 - accuracy: 0.8671\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3259 - accuracy: 0.8650\n",
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"Epoch 492/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3258 - accuracy: 0.8665\n",
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"Epoch 493/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3254 - accuracy: 0.8654\n",
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"Epoch 494/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3260 - accuracy: 0.8647\n",
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"Epoch 495/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3254 - accuracy: 0.8662\n",
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"Epoch 496/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3256 - accuracy: 0.8649\n",
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"Epoch 497/500\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3256 - accuracy: 0.8661\n",
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"Epoch 498/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3255 - accuracy: 0.8662\n",
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"Epoch 499/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3262 - accuracy: 0.8657\n",
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"Epoch 500/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3257 - accuracy: 0.8653\n",
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"Epoch 1/500\n",
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"7200/7200 [==============================] - 1s 149us/step - loss: 0.5827 - accuracy: 0.7958\n",
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"Epoch 2/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4452 - accuracy: 0.7961\n",
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"Epoch 3/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4367 - accuracy: 0.7961\n",
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"Epoch 4/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4327 - accuracy: 0.7961\n",
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"Epoch 5/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4298 - accuracy: 0.7961\n",
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"Epoch 6/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4270 - accuracy: 0.7961\n",
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"Epoch 7/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4243 - accuracy: 0.7961\n",
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"Epoch 8/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4220 - accuracy: 0.7961\n",
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"Epoch 9/500\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.4206 - accuracy: 0.8146\n",
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"Epoch 10/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4195 - accuracy: 0.8218\n",
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"Epoch 11/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4183 - accuracy: 0.8246\n",
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"Epoch 12/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4175 - accuracy: 0.8282\n",
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"Epoch 13/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4168 - accuracy: 0.8288\n",
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"Epoch 14/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4156 - accuracy: 0.8301\n",
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"Epoch 15/500\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4152 - accuracy: 0.8308\n",
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"Epoch 16/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4144 - accuracy: 0.8321\n",
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"Epoch 17/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4138 - accuracy: 0.8317\n",
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"Epoch 18/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4132 - accuracy: 0.8329\n",
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"Epoch 19/500\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.4131 - accuracy: 0.8335\n",
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"Epoch 20/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4125 - accuracy: 0.8322\n",
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"Epoch 21/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4118 - accuracy: 0.8335\n",
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"Epoch 22/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4114 - accuracy: 0.8333\n",
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"Epoch 23/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.4110 - accuracy: 0.8344\n",
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"Epoch 24/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4107 - accuracy: 0.8332\n",
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"Epoch 25/500\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.4101 - accuracy: 0.8347\n",
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"Epoch 26/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4100 - accuracy: 0.8339\n",
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"Epoch 27/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.4094 - accuracy: 0.8338\n",
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"Epoch 28/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4097 - accuracy: 0.8331\n",
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"Epoch 29/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4090 - accuracy: 0.8336\n",
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"Epoch 30/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.4086 - accuracy: 0.8347\n",
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"Epoch 31/500\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.4083 - accuracy: 0.8329\n",
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"Epoch 32/500\n",
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"7200/7200 [==============================] - 1s 121us/step - loss: 0.4086 - accuracy: 0.8338\n",
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"Epoch 33/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.4083 - accuracy: 0.8347\n",
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"Epoch 34/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4080 - accuracy: 0.8347\n",
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"Epoch 35/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4081 - accuracy: 0.8347\n",
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"Epoch 36/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4076 - accuracy: 0.8346\n",
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"Epoch 37/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.4080 - accuracy: 0.8344\n",
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"Epoch 38/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.4076 - accuracy: 0.8346\n",
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"Epoch 39/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4071 - accuracy: 0.8349\n",
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"Epoch 40/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4071 - accuracy: 0.8350\n",
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"Epoch 41/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4069 - accuracy: 0.8336\n",
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"Epoch 42/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4067 - accuracy: 0.8344\n",
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"Epoch 43/500\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.4066 - accuracy: 0.8342\n",
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"Epoch 44/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4064 - accuracy: 0.8346\n",
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"Epoch 45/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4062 - accuracy: 0.8354\n",
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"Epoch 46/500\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4063 - accuracy: 0.8338\n",
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"Epoch 47/500\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.4057 - accuracy: 0.8346\n",
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"Epoch 48/500\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.4054 - accuracy: 0.8354\n",
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"Epoch 49/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4045 - accuracy: 0.8339\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3372 - accuracy: 0.8647\n",
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"Epoch 326/500\n",
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]
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3359 - accuracy: 0.8640\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3361 - accuracy: 0.8642\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3361 - accuracy: 0.8640\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3351 - accuracy: 0.8643\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3357 - accuracy: 0.8636\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3355 - accuracy: 0.8643\n",
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]
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3359 - accuracy: 0.8649\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3354 - accuracy: 0.8643\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3356 - accuracy: 0.8644\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.3355 - accuracy: 0.8626\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3356 - accuracy: 0.8653\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3358 - accuracy: 0.8649\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.4178 - accuracy: 0.8233\n",
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]
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.4036 - accuracy: 0.8338\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.4032 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4026 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.4026 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4027 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4024 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4018 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4019 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.4013 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4020 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.4017 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.4015 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.4018 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4015 - accuracy: 0.8340\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4011 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4015 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4014 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4013 - accuracy: 0.8368\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4012 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 0s 69us/step - loss: 0.4014 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4013 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.4012 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4007 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.4008 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4006 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4009 - accuracy: 0.8351\n",
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"Epoch 103/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4004 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.4005 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4005 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.4004 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.4005 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4004 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4003 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4005 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4000 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4002 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3997 - accuracy: 0.8363\n",
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4000 - accuracy: 0.8353\n",
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"Epoch 177/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3999 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3997 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4000 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3997 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3998 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.3999 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3997 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3995 - accuracy: 0.8371\n",
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]
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]
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]
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"Epoch 20/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4101 - accuracy: 0.8335\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.4098 - accuracy: 0.8328\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4069 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.4063 - accuracy: 0.8335\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4060 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4057 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.4028 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.4018 - accuracy: 0.8346\n",
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"Epoch 62/500\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4010 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4010 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4003 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4010 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.4004 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4005 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.4006 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.4006 - accuracy: 0.8347\n",
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"Epoch 87/500\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.4004 - accuracy: 0.8361\n",
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"Epoch 88/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4003 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.4004 - accuracy: 0.8358\n",
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"Epoch 90/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4002 - accuracy: 0.8368\n",
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"Epoch 91/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4005 - accuracy: 0.8344\n",
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"Epoch 92/500\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.4005 - accuracy: 0.8353\n",
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"Epoch 93/500\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4004 - accuracy: 0.8350\n",
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"Epoch 94/500\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4002 - accuracy: 0.8358\n",
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"Epoch 95/500\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4004 - accuracy: 0.8361\n",
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"Epoch 96/500\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.4003 - accuracy: 0.8351\n",
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"Epoch 97/500\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3999 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 70us/step - loss: 0.4003 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4003 - accuracy: 0.8349\n",
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"Epoch 101/500\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3995 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4001 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4000 - accuracy: 0.8350\n",
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"Epoch 105/500\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3999 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3995 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4000 - accuracy: 0.8358\n",
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"Epoch 108/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3999 - accuracy: 0.8350\n",
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"Epoch 109/500\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.4000 - accuracy: 0.8342\n",
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"Epoch 110/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3995 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4002 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 131us/step - loss: 0.4001 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3999 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3998 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3993 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4000 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.3999 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3998 - accuracy: 0.8368\n",
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"7200/7200 [==============================] - 0s 59us/step - loss: 0.3996 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3996 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3995 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3995 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3995 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3997 - accuracy: 0.8346\n",
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]
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]
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"Epoch 297/500\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3940 - accuracy: 0.8371\n",
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"Epoch 298/500\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3939 - accuracy: 0.8379\n",
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"Epoch 299/500\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3939 - accuracy: 0.8385\n",
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"Epoch 300/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3939 - accuracy: 0.8372\n",
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"Epoch 301/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3940 - accuracy: 0.8365\n",
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"Epoch 302/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3938 - accuracy: 0.8385\n",
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"Epoch 303/500\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3938 - accuracy: 0.8383\n",
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"Epoch 304/500\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3941 - accuracy: 0.8383\n",
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"Epoch 305/500\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3940 - accuracy: 0.8378\n",
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"Epoch 306/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3940 - accuracy: 0.8386\n",
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"Epoch 307/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3940 - accuracy: 0.8374\n",
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"Epoch 308/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3941 - accuracy: 0.8389\n",
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"Epoch 309/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3937 - accuracy: 0.8365\n",
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"Epoch 310/500\n",
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"7200/7200 [==============================] - 1s 72us/step - loss: 0.3937 - accuracy: 0.8375\n",
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"Epoch 311/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3939 - accuracy: 0.8375\n",
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"Epoch 312/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3939 - accuracy: 0.8388\n",
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"Epoch 313/500\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.3939 - accuracy: 0.8382\n",
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"Epoch 314/500\n",
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"7200/7200 [==============================] - 2s 315us/step - loss: 0.3939 - accuracy: 0.8383\n",
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"Epoch 315/500\n",
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"7200/7200 [==============================] - 0s 67us/step - loss: 0.3941 - accuracy: 0.8369\n",
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"Epoch 316/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3940 - accuracy: 0.8375\n",
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"Epoch 317/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3939 - accuracy: 0.8371\n",
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"Epoch 318/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3938 - accuracy: 0.8381\n",
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"Epoch 319/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3934 - accuracy: 0.8369\n",
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"Epoch 320/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3938 - accuracy: 0.8375\n",
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"Epoch 321/500\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3938 - accuracy: 0.8369\n",
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"Epoch 322/500\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3938 - accuracy: 0.8369\n",
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"Epoch 323/500\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3934 - accuracy: 0.8382\n",
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"Epoch 324/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3938 - accuracy: 0.8378\n",
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"Epoch 325/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3938 - accuracy: 0.8371\n",
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"Epoch 326/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3938 - accuracy: 0.8369\n",
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"Epoch 327/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3936 - accuracy: 0.8376\n",
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"Epoch 328/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3935 - accuracy: 0.8393\n",
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"Epoch 329/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3935 - accuracy: 0.8382\n",
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"Epoch 330/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3935 - accuracy: 0.8388\n",
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"Epoch 331/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3934 - accuracy: 0.8388\n",
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"Epoch 332/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3938 - accuracy: 0.8379\n",
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"Epoch 333/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3936 - accuracy: 0.8382\n",
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"Epoch 334/500\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3937 - accuracy: 0.8364\n",
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"Epoch 335/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3935 - accuracy: 0.8371\n",
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"Epoch 336/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3934 - accuracy: 0.8386\n",
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"Epoch 337/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3934 - accuracy: 0.8397\n",
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"Epoch 338/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3933 - accuracy: 0.8386\n",
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"Epoch 339/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3935 - accuracy: 0.8390\n",
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"Epoch 340/500\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3934 - accuracy: 0.8367\n",
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"Epoch 341/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3935 - accuracy: 0.8364\n",
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"Epoch 342/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3936 - accuracy: 0.8385\n",
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"Epoch 343/500\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3934 - accuracy: 0.8390\n",
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"Epoch 344/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3933 - accuracy: 0.8375\n",
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"Epoch 345/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3935 - accuracy: 0.8379\n",
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"Epoch 346/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3935 - accuracy: 0.8371\n",
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"Epoch 347/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3935 - accuracy: 0.8368\n",
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"Epoch 348/500\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3935 - accuracy: 0.8392\n",
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"Epoch 349/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3930 - accuracy: 0.8382\n",
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"Epoch 350/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3933 - accuracy: 0.8381\n",
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"Epoch 351/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3933 - accuracy: 0.8374\n",
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"Epoch 352/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3936 - accuracy: 0.8379\n",
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"Epoch 353/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3933 - accuracy: 0.8385\n",
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"Epoch 354/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3934 - accuracy: 0.8397\n",
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"Epoch 355/500\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3933 - accuracy: 0.8372\n",
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"Epoch 356/500\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.3934 - accuracy: 0.8379\n",
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"Epoch 357/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3935 - accuracy: 0.8376\n",
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"Epoch 358/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3931 - accuracy: 0.8382\n",
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"Epoch 359/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3936 - accuracy: 0.8358\n",
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"Epoch 360/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3933 - accuracy: 0.8374\n",
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"Epoch 361/500\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3935 - accuracy: 0.8383\n",
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"Epoch 362/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3934 - accuracy: 0.8369\n",
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"Epoch 363/500\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3931 - accuracy: 0.8385\n",
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"Epoch 364/500\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3934 - accuracy: 0.8376\n",
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"Epoch 365/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3931 - accuracy: 0.8375\n",
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"Epoch 366/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3934 - accuracy: 0.8379\n",
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"Epoch 367/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3933 - accuracy: 0.8369\n",
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"Epoch 368/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3933 - accuracy: 0.8388\n",
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"Epoch 369/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3932 - accuracy: 0.8382\n",
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"Epoch 370/500\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3929 - accuracy: 0.8382\n",
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"Epoch 371/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3932 - accuracy: 0.8382\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3932 - accuracy: 0.8374\n",
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"Epoch 373/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3932 - accuracy: 0.8383\n",
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"Epoch 374/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3933 - accuracy: 0.8379\n",
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"Epoch 375/500\n",
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"7200/7200 [==============================] - ETA: 0s - loss: 0.3910 - accuracy: 0.83 - 1s 93us/step - loss: 0.3931 - accuracy: 0.8375\n",
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"Epoch 376/500\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.3930 - accuracy: 0.8376\n",
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"Epoch 377/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3930 - accuracy: 0.8382\n",
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"Epoch 378/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3932 - accuracy: 0.8379\n",
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"Epoch 379/500\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3931 - accuracy: 0.8379\n",
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"Epoch 380/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3931 - accuracy: 0.8374\n",
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"Epoch 381/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3930 - accuracy: 0.8389\n",
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"Epoch 382/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3932 - accuracy: 0.8376\n",
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"Epoch 383/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3933 - accuracy: 0.8388\n",
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"Epoch 384/500\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3933 - accuracy: 0.8381\n",
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"Epoch 385/500\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3932 - accuracy: 0.8386\n",
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"Epoch 386/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3928 - accuracy: 0.8399\n",
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"Epoch 387/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3932 - accuracy: 0.8388\n",
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"Epoch 388/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3929 - accuracy: 0.8390\n",
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"Epoch 389/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3928 - accuracy: 0.8379\n",
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"Epoch 390/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3926 - accuracy: 0.8383\n",
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"Epoch 391/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3928 - accuracy: 0.8390\n",
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"Epoch 392/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3929 - accuracy: 0.8382\n",
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"Epoch 393/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3931 - accuracy: 0.8374\n",
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"Epoch 394/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3930 - accuracy: 0.8390\n",
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"Epoch 395/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3930 - accuracy: 0.8390\n",
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"Epoch 396/500\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3926 - accuracy: 0.8383\n",
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"Epoch 397/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3928 - accuracy: 0.8388\n",
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"Epoch 398/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3930 - accuracy: 0.8381\n",
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"Epoch 399/500\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3931 - accuracy: 0.8374\n",
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"Epoch 400/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3926 - accuracy: 0.8383\n",
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"Epoch 401/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3929 - accuracy: 0.8390\n",
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"Epoch 402/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3929 - accuracy: 0.8365\n",
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"Epoch 403/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3929 - accuracy: 0.8383\n",
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"Epoch 404/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3927 - accuracy: 0.8378\n",
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"Epoch 405/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3932 - accuracy: 0.8375\n",
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"Epoch 406/500\n",
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"7200/7200 [==============================] - 1s 118us/step - loss: 0.3928 - accuracy: 0.8393\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3930 - accuracy: 0.8382\n",
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"Epoch 408/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3929 - accuracy: 0.8379\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3927 - accuracy: 0.8381\n",
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"Epoch 410/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3924 - accuracy: 0.8381\n",
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"Epoch 411/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3930 - accuracy: 0.8385\n",
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"Epoch 412/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3930 - accuracy: 0.8379\n",
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"Epoch 413/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3930 - accuracy: 0.8388\n",
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"Epoch 414/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3929 - accuracy: 0.8378\n",
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"Epoch 415/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3929 - accuracy: 0.8394\n",
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"Epoch 416/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3930 - accuracy: 0.8375\n",
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"Epoch 417/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3929 - accuracy: 0.8390\n",
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"Epoch 418/500\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3927 - accuracy: 0.8374\n",
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"Epoch 419/500\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3930 - accuracy: 0.8378\n",
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"Epoch 420/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3927 - accuracy: 0.8378\n",
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"Epoch 421/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3928 - accuracy: 0.8392\n",
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"Epoch 422/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3929 - accuracy: 0.8378\n",
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"Epoch 423/500\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3929 - accuracy: 0.8382\n",
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"Epoch 424/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3929 - accuracy: 0.8376\n",
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"Epoch 425/500\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3929 - accuracy: 0.8372\n",
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"Epoch 426/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3926 - accuracy: 0.8371\n",
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"Epoch 427/500\n",
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"7200/7200 [==============================] - 1s 120us/step - loss: 0.3928 - accuracy: 0.8385\n",
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"Epoch 428/500\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3928 - accuracy: 0.8386\n",
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"Epoch 429/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3927 - accuracy: 0.8399\n",
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"Epoch 430/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3930 - accuracy: 0.8381\n",
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"Epoch 431/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3926 - accuracy: 0.8382\n",
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"Epoch 432/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3929 - accuracy: 0.8386\n",
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"Epoch 433/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3927 - accuracy: 0.8376\n",
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"Epoch 434/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3925 - accuracy: 0.8382\n",
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"Epoch 435/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3928 - accuracy: 0.8382\n",
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"Epoch 436/500\n",
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]
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3928 - accuracy: 0.8374\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3925 - accuracy: 0.8375\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3928 - accuracy: 0.8372\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3925 - accuracy: 0.8379\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3926 - accuracy: 0.8376\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3927 - accuracy: 0.8378\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3925 - accuracy: 0.8390\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3925 - accuracy: 0.8386\n",
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]
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3376 - accuracy: 0.8611\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3369 - accuracy: 0.8610\n",
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]
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]
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"Epoch 352/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3344 - accuracy: 0.8637\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3351 - accuracy: 0.8658\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3350 - accuracy: 0.8639\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3348 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3350 - accuracy: 0.8632\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3350 - accuracy: 0.8636\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3349 - accuracy: 0.8644\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3348 - accuracy: 0.8643\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3342 - accuracy: 0.8656\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3351 - accuracy: 0.8640\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3348 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3349 - accuracy: 0.8653\n",
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]
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{
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3345 - accuracy: 0.8658\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3344 - accuracy: 0.8631\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3345 - accuracy: 0.8639\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3345 - accuracy: 0.8653\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3345 - accuracy: 0.8653\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3346 - accuracy: 0.8654\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3349 - accuracy: 0.8649\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3345 - accuracy: 0.8642\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3351 - accuracy: 0.8631\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3342 - accuracy: 0.8658\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3342 - accuracy: 0.8637\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3347 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3344 - accuracy: 0.8658\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3345 - accuracy: 0.8653\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3343 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3346 - accuracy: 0.8657\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3345 - accuracy: 0.8647\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3347 - accuracy: 0.8653\n",
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]
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"text": [
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3344 - accuracy: 0.8640\n",
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"Epoch 491/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3343 - accuracy: 0.8649\n",
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"Epoch 492/500\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3345 - accuracy: 0.8635\n",
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"Epoch 493/500\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3346 - accuracy: 0.8646\n",
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"Epoch 494/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3343 - accuracy: 0.8639\n",
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"Epoch 495/500\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3342 - accuracy: 0.8633\n",
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"Epoch 496/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3345 - accuracy: 0.8653\n",
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"Epoch 497/500\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.3345 - accuracy: 0.8651\n",
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"Epoch 498/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3340 - accuracy: 0.8636\n",
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"Epoch 499/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3346 - accuracy: 0.8644\n",
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"Epoch 500/500\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3346 - accuracy: 0.8637\n",
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"Epoch 1/500\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.6033 - accuracy: 0.7958\n",
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"Epoch 2/500\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.4552 - accuracy: 0.7975\n",
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"Epoch 3/500\n",
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"7200/7200 [==============================] - 1s 72us/step - loss: 0.4388 - accuracy: 0.7975\n",
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"Epoch 4/500\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.4325 - accuracy: 0.7975\n",
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"Epoch 5/500\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4287 - accuracy: 0.7975\n",
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"Epoch 6/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4254 - accuracy: 0.7975\n",
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"Epoch 7/500\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4223 - accuracy: 0.7975\n",
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"Epoch 8/500\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4195 - accuracy: 0.7975\n",
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"Epoch 9/500\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.4172 - accuracy: 0.8117\n",
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"Epoch 10/500\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.4153 - accuracy: 0.8253\n",
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"Epoch 11/500\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.4140 - accuracy: 0.8278\n",
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"Epoch 12/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4129 - accuracy: 0.8313\n",
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"Epoch 13/500\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4119 - accuracy: 0.8301\n",
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"Epoch 14/500\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.4113 - accuracy: 0.8310\n",
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"Epoch 15/500\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.4103 - accuracy: 0.8318\n",
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"Epoch 16/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4096 - accuracy: 0.8336\n",
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"Epoch 17/500\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.4090 - accuracy: 0.8342\n",
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"Epoch 18/500\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4085 - accuracy: 0.8351\n",
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"Epoch 19/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4077 - accuracy: 0.8342\n",
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"Epoch 20/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4073 - accuracy: 0.8356\n",
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"Epoch 21/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4069 - accuracy: 0.8343\n",
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"Epoch 22/500\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4063 - accuracy: 0.8357\n",
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"Epoch 23/500\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4059 - accuracy: 0.8368\n",
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"Epoch 24/500\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.4053 - accuracy: 0.8354\n",
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"Epoch 25/500\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4046 - accuracy: 0.8371\n",
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"Epoch 26/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4049 - accuracy: 0.8360\n",
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"Epoch 27/500\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.4043 - accuracy: 0.8371\n",
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"Epoch 28/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4042 - accuracy: 0.8368\n",
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"Epoch 29/500\n",
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"7200/7200 [==============================] - 0s 68us/step - loss: 0.4037 - accuracy: 0.8369\n",
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"Epoch 30/500\n",
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"7200/7200 [==============================] - 1s 72us/step - loss: 0.4034 - accuracy: 0.8371\n",
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"Epoch 31/500\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4035 - accuracy: 0.8367\n",
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"Epoch 32/500\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.4030 - accuracy: 0.8372\n",
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"Epoch 33/500\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.4027 - accuracy: 0.8357\n",
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"Epoch 34/500\n",
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"7200/7200 [==============================] - 0s 69us/step - loss: 0.4025 - accuracy: 0.8357\n",
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"Epoch 35/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.4023 - accuracy: 0.8365\n",
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"Epoch 36/500\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4022 - accuracy: 0.8354\n",
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"Epoch 37/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4018 - accuracy: 0.8364\n",
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"Epoch 38/500\n",
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"7200/7200 [==============================] - 0s 67us/step - loss: 0.4018 - accuracy: 0.8361\n",
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"Epoch 39/500\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.4014 - accuracy: 0.8364\n",
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"Epoch 40/500\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.4014 - accuracy: 0.8369\n",
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"Epoch 41/500\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.4012 - accuracy: 0.8369\n",
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"Epoch 42/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4013 - accuracy: 0.8361\n",
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"Epoch 43/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4011 - accuracy: 0.8356\n",
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"Epoch 44/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.4009 - accuracy: 0.8357\n",
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"Epoch 45/500\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.4006 - accuracy: 0.8375\n",
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"Epoch 46/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4007 - accuracy: 0.8368\n",
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"Epoch 47/500\n",
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"7200/7200 [==============================] - 0s 69us/step - loss: 0.4006 - accuracy: 0.8356\n",
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"Epoch 48/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4005 - accuracy: 0.8376\n",
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"Epoch 49/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4003 - accuracy: 0.8367\n",
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"Epoch 50/500\n",
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"7200/7200 [==============================] - 1s 72us/step - loss: 0.4003 - accuracy: 0.8369\n",
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"Epoch 51/500\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3999 - accuracy: 0.8372\n",
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"Epoch 52/500\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3998 - accuracy: 0.8372\n",
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"Epoch 53/500\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.3999 - accuracy: 0.8376\n",
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"Epoch 54/500\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.3997 - accuracy: 0.8371\n",
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"Epoch 55/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3997 - accuracy: 0.8374\n",
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"Epoch 56/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3996 - accuracy: 0.8360\n",
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"Epoch 57/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3997 - accuracy: 0.8367\n",
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"Epoch 58/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3995 - accuracy: 0.8347\n",
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"Epoch 59/500\n",
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"7200/7200 [==============================] - 1s 70us/step - loss: 0.3990 - accuracy: 0.8383\n",
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"Epoch 60/500\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3993 - accuracy: 0.8369\n",
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"Epoch 61/500\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3992 - accuracy: 0.8375\n",
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"Epoch 62/500\n",
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"7200/7200 [==============================] - 0s 67us/step - loss: 0.3989 - accuracy: 0.8363\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Epoch 63/500\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3987 - accuracy: 0.8360\n",
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"Epoch 64/500\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.3989 - accuracy: 0.8368\n",
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"Epoch 65/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3986 - accuracy: 0.8364\n",
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"Epoch 66/500\n",
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"7200/7200 [==============================] - 1s 71us/step - loss: 0.3986 - accuracy: 0.8353\n",
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"Epoch 67/500\n",
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"7200/7200 [==============================] - 0s 62us/step - loss: 0.3985 - accuracy: 0.8378\n",
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"Epoch 68/500\n",
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"7200/7200 [==============================] - 1s 72us/step - loss: 0.3984 - accuracy: 0.8374\n",
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"Epoch 69/500\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3980 - accuracy: 0.8347\n",
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"Epoch 70/500\n",
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"7200/7200 [==============================] - 1s 132us/step - loss: 0.3983 - accuracy: 0.8361\n",
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"Epoch 71/500\n",
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"7200/7200 [==============================] - 1s 69us/step - loss: 0.3982 - accuracy: 0.8371\n",
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"Epoch 72/500\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3982 - accuracy: 0.8361\n",
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"Epoch 73/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3980 - accuracy: 0.8358\n",
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"Epoch 74/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3978 - accuracy: 0.8365\n",
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"Epoch 75/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3980 - accuracy: 0.8369\n",
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"Epoch 76/500\n",
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"7200/7200 [==============================] - 1s 72us/step - loss: 0.3975 - accuracy: 0.8372\n",
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"Epoch 77/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3978 - accuracy: 0.8361\n",
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"Epoch 78/500\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3975 - accuracy: 0.8368\n",
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"Epoch 79/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3978 - accuracy: 0.8353\n",
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"Epoch 80/500\n",
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"7200/7200 [==============================] - 1s 72us/step - loss: 0.3975 - accuracy: 0.8365\n",
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"Epoch 81/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3976 - accuracy: 0.8364\n",
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"Epoch 82/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3974 - accuracy: 0.8381\n",
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"Epoch 83/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3975 - accuracy: 0.8375\n",
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"Epoch 84/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3972 - accuracy: 0.8372\n",
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"Epoch 85/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3973 - accuracy: 0.8364\n",
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"Epoch 86/500\n",
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"7200/7200 [==============================] - 0s 68us/step - loss: 0.3971 - accuracy: 0.8351\n",
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"Epoch 87/500\n",
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"7200/7200 [==============================] - 0s 62us/step - loss: 0.3973 - accuracy: 0.8371\n",
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"Epoch 88/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3969 - accuracy: 0.8372\n",
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"Epoch 89/500\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3972 - accuracy: 0.8361\n",
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"Epoch 90/500\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.3971 - accuracy: 0.8371\n",
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"Epoch 91/500\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.3973 - accuracy: 0.8354\n",
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"Epoch 92/500\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3969 - accuracy: 0.8356\n",
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"Epoch 93/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3969 - accuracy: 0.8360\n",
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"Epoch 94/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3966 - accuracy: 0.8369\n",
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"Epoch 95/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3966 - accuracy: 0.8369\n",
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"Epoch 96/500\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.3964 - accuracy: 0.8371\n",
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"Epoch 97/500\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3965 - accuracy: 0.8375\n",
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"Epoch 98/500\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3962 - accuracy: 0.8372\n",
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"Epoch 99/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3961 - accuracy: 0.8382\n",
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"Epoch 100/500\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3957 - accuracy: 0.8364\n",
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"Epoch 101/500\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.3957 - accuracy: 0.8375\n",
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"Epoch 102/500\n",
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"7200/7200 [==============================] - 1s 72us/step - loss: 0.3957 - accuracy: 0.8376\n",
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"Epoch 103/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3955 - accuracy: 0.8369\n",
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"Epoch 104/500\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.3955 - accuracy: 0.8383\n",
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"Epoch 105/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3953 - accuracy: 0.8368\n",
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"Epoch 106/500\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3952 - accuracy: 0.8381\n",
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"Epoch 107/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3947 - accuracy: 0.8372\n",
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"Epoch 108/500\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.3947 - accuracy: 0.8369\n",
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"Epoch 109/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3946 - accuracy: 0.8376\n",
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"Epoch 110/500\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3945 - accuracy: 0.8378\n",
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"Epoch 111/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3946 - accuracy: 0.8369\n",
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"Epoch 112/500\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.3944 - accuracy: 0.8375\n",
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"Epoch 113/500\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.3944 - accuracy: 0.8361\n",
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"Epoch 114/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3937 - accuracy: 0.8379\n",
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"Epoch 115/500\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3939 - accuracy: 0.8386\n",
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"Epoch 116/500\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3934 - accuracy: 0.8383\n",
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"Epoch 117/500\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3936 - accuracy: 0.8369\n",
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"Epoch 118/500\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.3934 - accuracy: 0.8372\n",
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"Epoch 119/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3931 - accuracy: 0.8364\n",
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"Epoch 120/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3935 - accuracy: 0.8375\n",
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"Epoch 121/500\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3932 - accuracy: 0.8372\n",
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"Epoch 122/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3929 - accuracy: 0.8375\n",
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"Epoch 123/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3931 - accuracy: 0.8372\n",
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"Epoch 124/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3932 - accuracy: 0.8383\n",
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"Epoch 125/500\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3925 - accuracy: 0.8369\n",
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"Epoch 126/500\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3926 - accuracy: 0.8376\n",
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"Epoch 127/500\n",
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"7200/7200 [==============================] - 0s 69us/step - loss: 0.3925 - accuracy: 0.8386\n",
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"Epoch 128/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3927 - accuracy: 0.8376\n",
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"Epoch 129/500\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3924 - accuracy: 0.8392\n",
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"Epoch 130/500\n",
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]
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3409 - accuracy: 0.8625\n",
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]
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3960 - accuracy: 0.8363\n",
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]
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"Epoch 183/500\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3949 - accuracy: 0.8369\n",
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"Epoch 186/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3943 - accuracy: 0.8365\n",
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"Epoch 187/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3948 - accuracy: 0.8358\n",
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"Epoch 188/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3951 - accuracy: 0.8350\n",
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"Epoch 189/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3949 - accuracy: 0.8365\n",
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"Epoch 190/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3948 - accuracy: 0.8350\n",
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"Epoch 191/500\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3951 - accuracy: 0.8361\n",
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"Epoch 192/500\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3948 - accuracy: 0.8358\n",
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"Epoch 193/500\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3949 - accuracy: 0.8361\n",
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"Epoch 194/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3947 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 71us/step - loss: 0.3945 - accuracy: 0.8347\n",
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"Epoch 196/500\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3949 - accuracy: 0.8358\n",
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"Epoch 197/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3950 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3949 - accuracy: 0.8344 0s - loss: 0.3642 - \n",
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"Epoch 199/500\n",
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"7200/7200 [==============================] - 0s 68us/step - loss: 0.3945 - accuracy: 0.8356\n",
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"Epoch 200/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3950 - accuracy: 0.8349\n",
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"Epoch 201/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3945 - accuracy: 0.8360\n",
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"Epoch 202/500\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.3947 - accuracy: 0.8351\n",
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"Epoch 203/500\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3948 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3948 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3947 - accuracy: 0.8349\n",
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"Epoch 206/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3949 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3946 - accuracy: 0.8354\n",
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"Epoch 209/500\n",
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"7200/7200 [==============================] - 0s 68us/step - loss: 0.3946 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 0s 66us/step - loss: 0.3949 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3946 - accuracy: 0.8358\n",
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"Epoch 212/500\n",
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"7200/7200 [==============================] - 0s 65us/step - loss: 0.3946 - accuracy: 0.8347\n",
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"Epoch 213/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3946 - accuracy: 0.8349\n",
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"Epoch 214/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3941 - accuracy: 0.8350\n",
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"Epoch 215/500\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3948 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.3948 - accuracy: 0.8357\n",
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"Epoch 217/500\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3945 - accuracy: 0.8344\n",
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"Epoch 218/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3945 - accuracy: 0.8358\n",
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"Epoch 219/500\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3946 - accuracy: 0.8354\n",
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"Epoch 220/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3946 - accuracy: 0.8356\n",
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"Epoch 221/500\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3944 - accuracy: 0.8344\n",
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"Epoch 222/500\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.3946 - accuracy: 0.8347\n",
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"Epoch 223/500\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3946 - accuracy: 0.8356\n",
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"Epoch 224/500\n",
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"7200/7200 [==============================] - 0s 68us/step - loss: 0.3943 - accuracy: 0.8379\n",
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"Epoch 225/500\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3942 - accuracy: 0.8354\n",
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"Epoch 226/500\n",
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"7200/7200 [==============================] - 0s 65us/step - loss: 0.3941 - accuracy: 0.8349\n",
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"Epoch 227/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3947 - accuracy: 0.8344\n",
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"Epoch 228/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3943 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3947 - accuracy: 0.8340\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3945 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3942 - accuracy: 0.8358\n",
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"Epoch 232/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3945 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3946 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3946 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3943 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3943 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3944 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.3939 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3946 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3944 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3945 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3946 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3942 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3944 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3945 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3945 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3943 - accuracy: 0.8363\n",
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3941 - accuracy: 0.8350\n",
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"Epoch 256/500\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3936 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.3939 - accuracy: 0.8343\n",
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]
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]
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3439 - accuracy: 0.8608\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3438 - accuracy: 0.8593\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3439 - accuracy: 0.8596\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3440 - accuracy: 0.8604\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3433 - accuracy: 0.8612\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3435 - accuracy: 0.8611\n",
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"Epoch 461/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3434 - accuracy: 0.8599\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3437 - accuracy: 0.8604\n",
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"7200/7200 [==============================] - 0s 69us/step - loss: 0.3431 - accuracy: 0.8612\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3435 - accuracy: 0.8611\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3433 - accuracy: 0.8594\n",
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"Epoch 475/500\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3435 - accuracy: 0.8587\n",
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"Epoch 476/500\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3429 - accuracy: 0.8600\n",
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"Epoch 477/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3434 - accuracy: 0.8585\n",
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"Epoch 478/500\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3432 - accuracy: 0.8601\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3434 - accuracy: 0.8600\n",
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"Epoch 480/500\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3429 - accuracy: 0.8601\n",
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"7200/7200 [==============================] - 1s 71us/step - loss: 0.3434 - accuracy: 0.8600\n",
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"Epoch 485/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3431 - accuracy: 0.8607\n",
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]
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3429 - accuracy: 0.8596\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3433 - accuracy: 0.8599\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.3428 - accuracy: 0.8603\n",
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"7200/7200 [==============================] - 0s 69us/step - loss: 0.3432 - accuracy: 0.8601\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3431 - accuracy: 0.8603\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.3428 - accuracy: 0.8599\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.6163 - accuracy: 0.7940\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.4642 - accuracy: 0.7944\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.4419 - accuracy: 0.7944\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.4336 - accuracy: 0.7944\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.4305 - accuracy: 0.7944\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.4296 - accuracy: 0.7944\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.4283 - accuracy: 0.7944\n",
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"Epoch 10/500\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4268 - accuracy: 0.7987\n",
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"Epoch 11/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4245 - accuracy: 0.8167\n",
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"Epoch 12/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4218 - accuracy: 0.8239\n",
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"Epoch 13/500\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.4183 - accuracy: 0.8278\n",
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"Epoch 14/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4154 - accuracy: 0.8292\n",
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"Epoch 15/500\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4125 - accuracy: 0.8319\n",
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"Epoch 16/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.4099 - accuracy: 0.8319\n",
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"Epoch 17/500\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.4077 - accuracy: 0.8317\n",
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"Epoch 18/500\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.4060 - accuracy: 0.8328\n",
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"Epoch 19/500\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4048 - accuracy: 0.8325\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.4037 - accuracy: 0.8329\n",
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"Epoch 21/500\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.4024 - accuracy: 0.8342\n",
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"Epoch 22/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4019 - accuracy: 0.8326\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.4010 - accuracy: 0.8338\n",
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"Epoch 24/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4004 - accuracy: 0.8346\n",
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"7200/7200 [==============================] - 1s 71us/step - loss: 0.3995 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3990 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3987 - accuracy: 0.8351\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3983 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3979 - accuracy: 0.8349\n",
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"7200/7200 [==============================] - 0s 69us/step - loss: 0.3974 - accuracy: 0.8349\n",
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"Epoch 31/500\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.3973 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3970 - accuracy: 0.8346\n",
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"Epoch 33/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3964 - accuracy: 0.8353\n",
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"Epoch 34/500\n",
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"7200/7200 [==============================] - 0s 68us/step - loss: 0.3966 - accuracy: 0.8351\n",
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"Epoch 35/500\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3964 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3959 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3958 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3957 - accuracy: 0.8368\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3954 - accuracy: 0.8368\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3951 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3944 - accuracy: 0.8369\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3940 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3938 - accuracy: 0.8372\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3933 - accuracy: 0.8382\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3932 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3935 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3933 - accuracy: 0.8375\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3932 - accuracy: 0.8379\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3932 - accuracy: 0.8375\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3927 - accuracy: 0.8372\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3925 - accuracy: 0.8367\n",
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]
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3926 - accuracy: 0.8376\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3922 - accuracy: 0.8392\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3922 - accuracy: 0.8381\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3921 - accuracy: 0.8382\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3919 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3923 - accuracy: 0.8376\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3922 - accuracy: 0.8381\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3921 - accuracy: 0.8372\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3922 - accuracy: 0.8379\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3918 - accuracy: 0.8369\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3922 - accuracy: 0.8388\n",
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"Epoch 82/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3918 - accuracy: 0.8378\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3919 - accuracy: 0.8382\n",
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"Epoch 84/500\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3919 - accuracy: 0.8385\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3918 - accuracy: 0.8403\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3918 - accuracy: 0.8383\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3912 - accuracy: 0.8401\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3917 - accuracy: 0.8383\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3917 - accuracy: 0.8386\n",
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"Epoch 91/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3918 - accuracy: 0.8382\n",
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"Epoch 92/500\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3917 - accuracy: 0.8375\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.3915 - accuracy: 0.8389\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3917 - accuracy: 0.8392\n",
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"Epoch 95/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3915 - accuracy: 0.8382\n",
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"Epoch 96/500\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3917 - accuracy: 0.8386\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3913 - accuracy: 0.8375\n",
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"Epoch 98/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3916 - accuracy: 0.8383\n",
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"Epoch 99/500\n",
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]
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]
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3673 - accuracy: 0.8425\n",
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]
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3416 - accuracy: 0.8622\n",
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"Epoch 377/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3410 - accuracy: 0.8636\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3410 - accuracy: 0.8619\n",
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"Epoch 379/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3409 - accuracy: 0.8626\n",
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"Epoch 380/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3407 - accuracy: 0.8628\n",
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"Epoch 381/500\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.3406 - accuracy: 0.8628\n",
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"Epoch 382/500\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3403 - accuracy: 0.8615\n",
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"Epoch 383/500\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.3402 - accuracy: 0.8625\n",
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"Epoch 384/500\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3398 - accuracy: 0.8643\n",
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"Epoch 385/500\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.3403 - accuracy: 0.8642\n",
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"Epoch 386/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3397 - accuracy: 0.8633\n",
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"Epoch 387/500\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3396 - accuracy: 0.8633\n",
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"Epoch 388/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3400 - accuracy: 0.8629\n",
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"Epoch 389/500\n",
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"7200/7200 [==============================] - 1s 70us/step - loss: 0.3395 - accuracy: 0.8631\n",
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"Epoch 390/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3396 - accuracy: 0.8629\n",
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"Epoch 391/500\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3394 - accuracy: 0.8639\n",
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"Epoch 392/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3392 - accuracy: 0.8635\n",
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"Epoch 393/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3392 - accuracy: 0.8633\n",
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"Epoch 394/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3390 - accuracy: 0.8617\n",
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"Epoch 395/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3388 - accuracy: 0.8624\n",
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"Epoch 396/500\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3385 - accuracy: 0.8657\n",
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"Epoch 397/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3387 - accuracy: 0.8644\n",
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"Epoch 398/500\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.3386 - accuracy: 0.8644\n",
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"Epoch 399/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3383 - accuracy: 0.8637\n",
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"Epoch 400/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3386 - accuracy: 0.8631\n",
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"Epoch 401/500\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3383 - accuracy: 0.8642\n",
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"Epoch 402/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3382 - accuracy: 0.8640\n",
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"Epoch 403/500\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3380 - accuracy: 0.8656\n",
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"Epoch 404/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3378 - accuracy: 0.8657\n",
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"Epoch 405/500\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3382 - accuracy: 0.8639\n",
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"Epoch 406/500\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.3379 - accuracy: 0.8631\n",
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"Epoch 407/500\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.3377 - accuracy: 0.8651\n",
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"Epoch 408/500\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3375 - accuracy: 0.8646\n",
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"Epoch 409/500\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.3376 - accuracy: 0.8649\n",
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"Epoch 410/500\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3376 - accuracy: 0.8649\n",
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"Epoch 411/500\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.3372 - accuracy: 0.8640\n",
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"Epoch 412/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3375 - accuracy: 0.8633\n",
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"Epoch 413/500\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3370 - accuracy: 0.8636\n",
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"Epoch 414/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3372 - accuracy: 0.8653\n",
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"Epoch 415/500\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3370 - accuracy: 0.8650\n",
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"Epoch 416/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3369 - accuracy: 0.8658\n",
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"Epoch 417/500\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.3368 - accuracy: 0.8643\n",
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"Epoch 418/500\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3364 - accuracy: 0.8631\n",
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"Epoch 419/500\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3365 - accuracy: 0.8662\n",
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"Epoch 420/500\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3361 - accuracy: 0.8653\n",
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"Epoch 421/500\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3363 - accuracy: 0.8622\n",
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"Epoch 422/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3364 - accuracy: 0.8649\n",
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"Epoch 423/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3357 - accuracy: 0.8631\n",
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"Epoch 424/500\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3361 - accuracy: 0.8639\n",
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"Epoch 425/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3362 - accuracy: 0.8650\n",
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"Epoch 426/500\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3360 - accuracy: 0.8653\n",
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"Epoch 427/500\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3360 - accuracy: 0.8640\n",
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"Epoch 428/500\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3360 - accuracy: 0.8637\n",
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"Epoch 429/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3359 - accuracy: 0.8643\n",
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"Epoch 430/500\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3356 - accuracy: 0.8650\n",
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"Epoch 431/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3357 - accuracy: 0.8657\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3355 - accuracy: 0.8646\n",
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"Epoch 433/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3353 - accuracy: 0.8646\n",
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"Epoch 434/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3353 - accuracy: 0.8654\n",
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"Epoch 435/500\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.3348 - accuracy: 0.8658\n",
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"Epoch 436/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3356 - accuracy: 0.8650\n",
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"Epoch 437/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3353 - accuracy: 0.8656\n",
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"Epoch 438/500\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3346 - accuracy: 0.8658\n",
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"Epoch 439/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3357 - accuracy: 0.8632\n",
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"Epoch 440/500\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3355 - accuracy: 0.8654\n",
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"Epoch 441/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3353 - accuracy: 0.8656\n",
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"Epoch 442/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3353 - accuracy: 0.8646\n",
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"Epoch 443/500\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3349 - accuracy: 0.8653\n",
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"Epoch 444/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3349 - accuracy: 0.8632\n",
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"Epoch 445/500\n",
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"7200/7200 [==============================] - 1s 134us/step - loss: 0.3351 - accuracy: 0.8650\n",
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"Epoch 446/500\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3342 - accuracy: 0.8636\n",
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"Epoch 447/500\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3348 - accuracy: 0.8657\n",
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"Epoch 448/500\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3347 - accuracy: 0.8640\n",
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"Epoch 449/500\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3351 - accuracy: 0.8654\n",
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"Epoch 450/500\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.3344 - accuracy: 0.8656\n",
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"Epoch 451/500\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3349 - accuracy: 0.8639\n",
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"Epoch 452/500\n",
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"7200/7200 [==============================] - 1s 72us/step - loss: 0.3347 - accuracy: 0.8654\n",
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"Epoch 453/500\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3346 - accuracy: 0.8650\n",
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"Epoch 454/500\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3348 - accuracy: 0.8646\n",
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"Epoch 455/500\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.3345 - accuracy: 0.8661\n",
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"Epoch 456/500\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3347 - accuracy: 0.8640\n",
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"Epoch 457/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3336 - accuracy: 0.8649\n",
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"Epoch 458/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3346 - accuracy: 0.8653\n",
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"Epoch 459/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3343 - accuracy: 0.8640\n",
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"Epoch 460/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3338 - accuracy: 0.8646\n",
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"Epoch 461/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3344 - accuracy: 0.8646\n",
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"Epoch 462/500\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3339 - accuracy: 0.8646\n",
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"Epoch 463/500\n",
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"7200/7200 [==============================] - 0s 69us/step - loss: 0.3341 - accuracy: 0.8650\n",
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"Epoch 464/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3343 - accuracy: 0.8644\n",
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"Epoch 465/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3343 - accuracy: 0.8656\n",
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"Epoch 466/500\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3341 - accuracy: 0.8643\n",
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"Epoch 467/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3346 - accuracy: 0.8651\n",
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"Epoch 468/500\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.3337 - accuracy: 0.8650\n",
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"Epoch 469/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3342 - accuracy: 0.8646\n",
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"Epoch 470/500\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3342 - accuracy: 0.8660\n",
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"Epoch 471/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3344 - accuracy: 0.8657\n",
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"Epoch 472/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3341 - accuracy: 0.8654\n",
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"Epoch 473/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3335 - accuracy: 0.8647\n",
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"Epoch 474/500\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3341 - accuracy: 0.8654\n",
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"Epoch 475/500\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3342 - accuracy: 0.8658\n",
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"Epoch 476/500\n",
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"7200/7200 [==============================] - 0s 69us/step - loss: 0.3341 - accuracy: 0.8654\n",
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"Epoch 477/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3341 - accuracy: 0.8653\n",
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"Epoch 478/500\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.3343 - accuracy: 0.8644\n",
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"Epoch 479/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3343 - accuracy: 0.8651\n",
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"Epoch 480/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3340 - accuracy: 0.8644\n",
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"Epoch 481/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3339 - accuracy: 0.8657\n",
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"Epoch 482/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3343 - accuracy: 0.8649\n",
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"Epoch 483/500\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3337 - accuracy: 0.8658\n",
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"Epoch 484/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3335 - accuracy: 0.8653\n",
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"Epoch 485/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3337 - accuracy: 0.8647\n",
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"Epoch 486/500\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3335 - accuracy: 0.8658\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3334 - accuracy: 0.8647\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3337 - accuracy: 0.8651\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3341 - accuracy: 0.8654\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3335 - accuracy: 0.8650\n",
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"Epoch 491/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3335 - accuracy: 0.8649\n",
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"Epoch 492/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3335 - accuracy: 0.8661\n",
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"Epoch 493/500\n",
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"7200/7200 [==============================] - 1s 117us/step - loss: 0.3340 - accuracy: 0.8643\n",
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"Epoch 494/500\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3336 - accuracy: 0.8649\n",
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"Epoch 495/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3335 - accuracy: 0.8660\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3337 - accuracy: 0.8632\n",
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"Epoch 497/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3334 - accuracy: 0.8646\n",
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"Epoch 498/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3334 - accuracy: 0.8651\n",
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"Epoch 499/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3333 - accuracy: 0.8657\n",
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"Epoch 500/500\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3332 - accuracy: 0.8657\n",
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"Epoch 1/500\n",
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"7200/7200 [==============================] - 1s 139us/step - loss: 0.5903 - accuracy: 0.7957\n",
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"Epoch 2/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4511 - accuracy: 0.7969\n",
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"Epoch 3/500\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.4381 - accuracy: 0.7969\n",
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"Epoch 4/500\n",
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"7200/7200 [==============================] - 0s 62us/step - loss: 0.4330 - accuracy: 0.7969\n",
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"Epoch 5/500\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.4292 - accuracy: 0.7969\n",
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"Epoch 6/500\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.4260 - accuracy: 0.7969\n",
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"Epoch 7/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4231 - accuracy: 0.7969\n",
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"Epoch 8/500\n",
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"7200/7200 [==============================] - 1s 71us/step - loss: 0.4206 - accuracy: 0.8110\n",
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"Epoch 9/500\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.4190 - accuracy: 0.8231\n",
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"Epoch 10/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4177 - accuracy: 0.8258\n",
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"Epoch 11/500\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.4163 - accuracy: 0.8272\n",
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"Epoch 12/500\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.4154 - accuracy: 0.8288\n",
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"Epoch 13/500\n",
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"7200/7200 [==============================] - 1s 72us/step - loss: 0.4140 - accuracy: 0.8294\n",
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"Epoch 14/500\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.4134 - accuracy: 0.8311\n",
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"Epoch 15/500\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.4126 - accuracy: 0.8324\n",
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"Epoch 16/500\n",
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"7200/7200 [==============================] - 1s 123us/step - loss: 0.4120 - accuracy: 0.8332\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.4112 - accuracy: 0.8339\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4107 - accuracy: 0.8336\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.4100 - accuracy: 0.8332\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4094 - accuracy: 0.8336\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4017 - accuracy: 0.8356\n",
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]
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]
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"Epoch 432/500\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3997 - accuracy: 0.8369\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3997 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.3993 - accuracy: 0.8349\n",
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]
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.4151 - accuracy: 0.8281\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4119 - accuracy: 0.8324\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.4094 - accuracy: 0.8338\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3991 - accuracy: 0.8364\n",
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"Epoch 71/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3989 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3989 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3988 - accuracy: 0.8350\n",
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"Epoch 75/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3987 - accuracy: 0.8371\n",
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"Epoch 76/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3987 - accuracy: 0.8349\n",
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"Epoch 77/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3989 - accuracy: 0.8357\n",
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"Epoch 78/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3986 - accuracy: 0.8358\n",
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"Epoch 79/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3987 - accuracy: 0.8351\n",
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"Epoch 80/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3986 - accuracy: 0.8357\n",
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"Epoch 81/500\n",
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"7200/7200 [==============================] - 1s 137us/step - loss: 0.3985 - accuracy: 0.8365\n",
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"Epoch 82/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3987 - accuracy: 0.8357\n",
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"Epoch 83/500\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3985 - accuracy: 0.8367\n",
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"Epoch 84/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3984 - accuracy: 0.8363\n",
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"Epoch 85/500\n",
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"7200/7200 [==============================] - 1s 128us/step - loss: 0.3983 - accuracy: 0.8354\n",
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"Epoch 86/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3984 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3983 - accuracy: 0.8363\n",
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"Epoch 88/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3985 - accuracy: 0.8368\n",
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"Epoch 89/500\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3983 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3983 - accuracy: 0.8354\n",
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"Epoch 91/500\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3983 - accuracy: 0.8364\n",
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"Epoch 92/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3982 - accuracy: 0.8346\n",
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"Epoch 93/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3985 - accuracy: 0.8354\n",
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"Epoch 94/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3979 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3983 - accuracy: 0.8365\n",
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"Epoch 97/500\n",
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"Epoch 98/500\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3984 - accuracy: 0.8357\n",
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"Epoch 99/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3976 - accuracy: 0.8364\n",
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"Epoch 100/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3982 - accuracy: 0.8375\n",
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"Epoch 101/500\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.3978 - accuracy: 0.8357\n",
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"Epoch 102/500\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3977 - accuracy: 0.8354\n",
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"Epoch 103/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3982 - accuracy: 0.8347\n",
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"Epoch 104/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3974 - accuracy: 0.8351\n",
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"Epoch 105/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3982 - accuracy: 0.8349\n",
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"Epoch 106/500\n",
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"7200/7200 [==============================] - 1s 113us/step - loss: 0.3982 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3982 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3981 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3980 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3978 - accuracy: 0.8361\n",
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"Epoch 111/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3977 - accuracy: 0.8338\n",
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"Epoch 112/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3979 - accuracy: 0.8361\n",
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"Epoch 113/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3980 - accuracy: 0.8360\n",
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"Epoch 114/500\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.3980 - accuracy: 0.8374\n",
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"Epoch 115/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3980 - accuracy: 0.8369\n",
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"Epoch 116/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3978 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3975 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3976 - accuracy: 0.8364\n",
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"Epoch 119/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3977 - accuracy: 0.8378\n",
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"Epoch 120/500\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3983 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3978 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3977 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 130us/step - loss: 0.3977 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3976 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3978 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3977 - accuracy: 0.8368\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3976 - accuracy: 0.8379\n",
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"Epoch 135/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3976 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3979 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3973 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3975 - accuracy: 0.8372\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3975 - accuracy: 0.8368\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3977 - accuracy: 0.8374\n",
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3976 - accuracy: 0.8363\n",
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"Epoch 144/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3973 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3976 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3975 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3979 - accuracy: 0.8368\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3976 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3976 - accuracy: 0.8369\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3975 - accuracy: 0.8375\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.3974 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3973 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3973 - accuracy: 0.8369\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3974 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3975 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3975 - accuracy: 0.8363\n",
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"Epoch 158/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3972 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3968 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3978 - accuracy: 0.8375\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3975 - accuracy: 0.8379\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3974 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3973 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3976 - accuracy: 0.8358\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3971 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3976 - accuracy: 0.8356\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3973 - accuracy: 0.8361\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3972 - accuracy: 0.8368\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3975 - accuracy: 0.8353\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3970 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3974 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3971 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.3973 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 115us/step - loss: 0.3974 - accuracy: 0.8369\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3975 - accuracy: 0.8378\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3972 - accuracy: 0.8374\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3976 - accuracy: 0.8368\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3975 - accuracy: 0.8364\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3973 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3971 - accuracy: 0.8360\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3974 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3972 - accuracy: 0.8357\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3972 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3972 - accuracy: 0.8372\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3972 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3973 - accuracy: 0.8365\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3971 - accuracy: 0.8372\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3970 - accuracy: 0.8367\n",
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"7200/7200 [==============================] - 1s 116us/step - loss: 0.3974 - accuracy: 0.8354\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3972 - accuracy: 0.8375\n",
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"Epoch 208/500\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.3971 - accuracy: 0.8360\n",
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"Epoch 209/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3972 - accuracy: 0.8374\n",
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"Epoch 210/500\n",
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]
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3969 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3968 - accuracy: 0.8379\n",
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]
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3942 - accuracy: 0.8374\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3941 - accuracy: 0.8383\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3940 - accuracy: 0.8379\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3940 - accuracy: 0.8378\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3941 - accuracy: 0.8372\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3939 - accuracy: 0.8371\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3939 - accuracy: 0.8385\n",
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]
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]
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"Epoch 487/500\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3388 - accuracy: 0.8636\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3392 - accuracy: 0.8629\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3388 - accuracy: 0.8625\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3390 - accuracy: 0.8624\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3387 - accuracy: 0.8626\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3386 - accuracy: 0.8629\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3385 - accuracy: 0.8644\n",
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"Epoch 498/500\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3381 - accuracy: 0.8632\n",
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"Epoch 499/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3382 - accuracy: 0.8632\n",
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"Epoch 500/500\n",
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"7200/7200 [==============================] - 1s 72us/step - loss: 0.3382 - accuracy: 0.8650\n",
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"Epoch 1/500\n",
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"7200/7200 [==============================] - 1s 122us/step - loss: 0.6414 - accuracy: 0.7943\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.5105 - accuracy: 0.7957\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.4470 - accuracy: 0.7957\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.4070 - accuracy: 0.8254\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3809 - accuracy: 0.8315\n",
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"7200/7200 [==============================] - 2s 301us/step - loss: 0.3784 - accuracy: 0.8326\n",
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"Epoch 17/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3761 - accuracy: 0.8329\n",
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"Epoch 18/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3739 - accuracy: 0.8339\n",
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"Epoch 19/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3699 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3665 - accuracy: 0.8410\n",
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"Epoch 24/500\n",
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]
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3593 - accuracy: 0.8511\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3516 - accuracy: 0.8564\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3510 - accuracy: 0.8575\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3497 - accuracy: 0.8590\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3494 - accuracy: 0.8582\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3489 - accuracy: 0.8579\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3482 - accuracy: 0.8581\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3480 - accuracy: 0.8581\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3480 - accuracy: 0.8582\n",
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"Epoch 50/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3474 - accuracy: 0.8599\n",
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"Epoch 51/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3472 - accuracy: 0.8578\n",
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"Epoch 52/500\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3468 - accuracy: 0.8604\n",
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"Epoch 53/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3466 - accuracy: 0.8589\n",
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"Epoch 54/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3462 - accuracy: 0.8599\n",
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"Epoch 55/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3462 - accuracy: 0.8590\n",
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"Epoch 56/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3456 - accuracy: 0.8599\n",
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"Epoch 57/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3453 - accuracy: 0.8589\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3452 - accuracy: 0.8604\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3450 - accuracy: 0.8565\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.3449 - accuracy: 0.8585\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3446 - accuracy: 0.8601\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3445 - accuracy: 0.8603\n",
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"Epoch 63/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3442 - accuracy: 0.8614\n",
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"Epoch 64/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3443 - accuracy: 0.8607\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.3441 - accuracy: 0.8604\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3434 - accuracy: 0.8604\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3436 - accuracy: 0.8600\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3435 - accuracy: 0.8611\n",
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"7200/7200 [==============================] - 1s 133us/step - loss: 0.3423 - accuracy: 0.8618\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3431 - accuracy: 0.8610\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3425 - accuracy: 0.8606\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3424 - accuracy: 0.8617\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3423 - accuracy: 0.8621\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3429 - accuracy: 0.8615\n",
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"Epoch 75/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3425 - accuracy: 0.8608\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3420 - accuracy: 0.8615\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3421 - accuracy: 0.8600\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3422 - accuracy: 0.8610\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3416 - accuracy: 0.8603\n",
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"7200/7200 [==============================] - 0s 68us/step - loss: 0.3410 - accuracy: 0.8614\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.3419 - accuracy: 0.8617\n",
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"7200/7200 [==============================] - 1s 72us/step - loss: 0.3410 - accuracy: 0.8636\n",
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"7200/7200 [==============================] - 1s 111us/step - loss: 0.3416 - accuracy: 0.8604\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3414 - accuracy: 0.8608\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3413 - accuracy: 0.8600\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3413 - accuracy: 0.8608\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3414 - accuracy: 0.8611\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3403 - accuracy: 0.8628\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3411 - accuracy: 0.8624\n",
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"7200/7200 [==============================] - 1s 143us/step - loss: 0.3407 - accuracy: 0.8610\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3404 - accuracy: 0.8610\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3411 - accuracy: 0.8607\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3402 - accuracy: 0.8606\n",
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"7200/7200 [==============================] - 0s 63us/step - loss: 0.3401 - accuracy: 0.8618\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3403 - accuracy: 0.8625\n",
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"7200/7200 [==============================] - 1s 71us/step - loss: 0.3404 - accuracy: 0.8587\n",
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"Epoch 98/500\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3398 - accuracy: 0.8608\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.3399 - accuracy: 0.8612\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3402 - accuracy: 0.8629\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3402 - accuracy: 0.8608\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3401 - accuracy: 0.8612\n",
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"Epoch 106/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3393 - accuracy: 0.8625\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3396 - accuracy: 0.8606\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3394 - accuracy: 0.8618\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3393 - accuracy: 0.8615\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3392 - accuracy: 0.8626\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3391 - accuracy: 0.8617\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3392 - accuracy: 0.8628\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.3390 - accuracy: 0.8621\n",
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"7200/7200 [==============================] - 1s 109us/step - loss: 0.3394 - accuracy: 0.8615\n",
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"Epoch 123/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3390 - accuracy: 0.8626\n",
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"Epoch 124/500\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3334 - accuracy: 0.8632\n",
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"Epoch 264/500\n",
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"7200/7200 [==============================] - 0s 65us/step - loss: 0.3329 - accuracy: 0.8614\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3336 - accuracy: 0.8628\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3331 - accuracy: 0.8640\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3331 - accuracy: 0.8633\n",
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"Epoch 268/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3332 - accuracy: 0.8631\n",
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"Epoch 269/500\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3339 - accuracy: 0.8632\n",
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"Epoch 270/500\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3331 - accuracy: 0.8642\n",
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"Epoch 271/500\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3327 - accuracy: 0.8644\n",
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"Epoch 272/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3330 - accuracy: 0.8640\n",
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"Epoch 273/500\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3329 - accuracy: 0.8637\n",
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"Epoch 274/500\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3334 - accuracy: 0.8619\n",
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"Epoch 275/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3334 - accuracy: 0.8617\n",
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"Epoch 276/500\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3328 - accuracy: 0.8664\n",
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"Epoch 277/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3334 - accuracy: 0.8642\n",
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"Epoch 278/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3330 - accuracy: 0.8629\n",
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"Epoch 279/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3332 - accuracy: 0.8633\n",
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"Epoch 280/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3331 - accuracy: 0.8631\n",
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"Epoch 281/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3331 - accuracy: 0.8667\n",
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"Epoch 282/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3331 - accuracy: 0.8637\n",
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"Epoch 283/500\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.3331 - accuracy: 0.8631\n",
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"Epoch 284/500\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3329 - accuracy: 0.8622\n",
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"Epoch 285/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3330 - accuracy: 0.8621\n",
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"Epoch 286/500\n",
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"7200/7200 [==============================] - 1s 70us/step - loss: 0.3333 - accuracy: 0.8639\n",
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"Epoch 287/500\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.3328 - accuracy: 0.8621\n",
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"Epoch 288/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3328 - accuracy: 0.8622\n",
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"Epoch 289/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3328 - accuracy: 0.8642\n",
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"Epoch 290/500\n",
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"7200/7200 [==============================] - 1s 136us/step - loss: 0.3331 - accuracy: 0.8628\n",
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"Epoch 291/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.3326 - accuracy: 0.8636\n",
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"Epoch 292/500\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3331 - accuracy: 0.8633\n",
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"Epoch 293/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3327 - accuracy: 0.8632\n",
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"Epoch 294/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3320 - accuracy: 0.8628\n",
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"Epoch 295/500\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3325 - accuracy: 0.8631\n",
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"Epoch 296/500\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3328 - accuracy: 0.8647\n",
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"Epoch 297/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3324 - accuracy: 0.8633\n",
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"Epoch 298/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3329 - accuracy: 0.8618\n",
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"Epoch 299/500\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.3320 - accuracy: 0.8626\n",
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"Epoch 300/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.3329 - accuracy: 0.8622\n",
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"Epoch 301/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3324 - accuracy: 0.8649\n",
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"Epoch 302/500\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3324 - accuracy: 0.8615\n",
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"Epoch 303/500\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3328 - accuracy: 0.8631\n",
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"Epoch 304/500\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3326 - accuracy: 0.8624\n",
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"Epoch 305/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3325 - accuracy: 0.8640\n",
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"Epoch 306/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3324 - accuracy: 0.8651\n",
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"Epoch 307/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3326 - accuracy: 0.8643\n",
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"Epoch 308/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3325 - accuracy: 0.8639\n",
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"Epoch 309/500\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.3324 - accuracy: 0.8636\n",
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"Epoch 310/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3325 - accuracy: 0.8639\n",
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"Epoch 311/500\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3322 - accuracy: 0.8640\n",
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"Epoch 312/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3318 - accuracy: 0.8637\n",
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"Epoch 313/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3329 - accuracy: 0.8631\n",
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"Epoch 314/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.3315 - accuracy: 0.8651\n",
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"Epoch 315/500\n",
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"7200/7200 [==============================] - 1s 71us/step - loss: 0.3322 - accuracy: 0.8657\n",
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"Epoch 316/500\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3329 - accuracy: 0.8640\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3322 - accuracy: 0.8631\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3323 - accuracy: 0.8646\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3327 - accuracy: 0.8639\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3324 - accuracy: 0.8622\n",
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"Epoch 321/500\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3316 - accuracy: 0.8637\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.3324 - accuracy: 0.8636\n",
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"Epoch 323/500\n",
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"7200/7200 [==============================] - 1s 125us/step - loss: 0.3325 - accuracy: 0.8653\n",
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"Epoch 324/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3329 - accuracy: 0.8632\n",
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"Epoch 325/500\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3322 - accuracy: 0.8618\n",
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"Epoch 326/500\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3325 - accuracy: 0.8646\n",
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"Epoch 327/500\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.3319 - accuracy: 0.8646\n",
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"Epoch 328/500\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3323 - accuracy: 0.8650\n",
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"Epoch 329/500\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3324 - accuracy: 0.8626\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3321 - accuracy: 0.8637\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3316 - accuracy: 0.8622\n",
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"Epoch 332/500\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.3324 - accuracy: 0.8617\n",
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"Epoch 333/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3323 - accuracy: 0.8637\n",
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"Epoch 334/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.3322 - accuracy: 0.8626\n",
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"Epoch 335/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3317 - accuracy: 0.8640\n",
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"Epoch 336/500\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3320 - accuracy: 0.8644\n",
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"Epoch 337/500\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3332 - accuracy: 0.8629\n",
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"Epoch 338/500\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3315 - accuracy: 0.8632\n",
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"Epoch 341/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3321 - accuracy: 0.8646\n",
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"Epoch 342/500\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3320 - accuracy: 0.8653\n",
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"Epoch 343/500\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3322 - accuracy: 0.8636\n",
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"Epoch 344/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3324 - accuracy: 0.8649\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3322 - accuracy: 0.8647\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3309 - accuracy: 0.8643\n",
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"7200/7200 [==============================] - 1s 107us/step - loss: 0.3319 - accuracy: 0.8624\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3324 - accuracy: 0.8636\n",
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"Epoch 349/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3323 - accuracy: 0.8624\n",
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"Epoch 350/500\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3315 - accuracy: 0.8639\n",
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"Epoch 351/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3317 - accuracy: 0.8665\n",
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"Epoch 352/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3317 - accuracy: 0.8632\n",
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"Epoch 353/500\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3317 - accuracy: 0.8642\n",
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"Epoch 354/500\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3316 - accuracy: 0.8632\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3318 - accuracy: 0.8640\n",
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"Epoch 356/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3320 - accuracy: 0.8637\n",
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"Epoch 357/500\n",
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"7200/7200 [==============================] - 1s 72us/step - loss: 0.3318 - accuracy: 0.8639\n",
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"Epoch 358/500\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3316 - accuracy: 0.8631\n",
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"Epoch 359/500\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.3319 - accuracy: 0.8635\n",
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"Epoch 360/500\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3318 - accuracy: 0.8625\n",
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"Epoch 361/500\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3312 - accuracy: 0.8661\n",
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"Epoch 362/500\n",
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"7200/7200 [==============================] - 1s 74us/step - loss: 0.3320 - accuracy: 0.8624\n",
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"Epoch 363/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3316 - accuracy: 0.8631\n",
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"Epoch 364/500\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3314 - accuracy: 0.8637\n",
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"Epoch 365/500\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3318 - accuracy: 0.8629\n",
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"Epoch 366/500\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3314 - accuracy: 0.8651\n",
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"Epoch 367/500\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.3315 - accuracy: 0.8642\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.3322 - accuracy: 0.8617\n",
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"Epoch 369/500\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.3318 - accuracy: 0.8640\n",
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"Epoch 370/500\n",
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"7200/7200 [==============================] - 1s 73us/step - loss: 0.3316 - accuracy: 0.8629\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3323 - accuracy: 0.8610\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.3314 - accuracy: 0.8618\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3314 - accuracy: 0.8651\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3318 - accuracy: 0.8622\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3312 - accuracy: 0.8643\n",
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"7200/7200 [==============================] - 1s 76us/step - loss: 0.3313 - accuracy: 0.8618\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.3319 - accuracy: 0.8640\n",
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"Epoch 378/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.3308 - accuracy: 0.8646\n",
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"Epoch 379/500\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3318 - accuracy: 0.8629\n",
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"Epoch 380/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3309 - accuracy: 0.8629\n",
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"Epoch 381/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3315 - accuracy: 0.8621\n",
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"Epoch 382/500\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.3310 - accuracy: 0.8644\n",
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"Epoch 383/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3315 - accuracy: 0.8632\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3306 - accuracy: 0.8644\n",
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"Epoch 385/500\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.3312 - accuracy: 0.8642\n",
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"Epoch 386/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.3315 - accuracy: 0.8628\n",
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"Epoch 387/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.3309 - accuracy: 0.8661\n",
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"Epoch 388/500\n",
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"7200/7200 [==============================] - 1s 79us/step - loss: 0.3312 - accuracy: 0.8667\n",
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"Epoch 389/500\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3307 - accuracy: 0.8628\n",
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"Epoch 390/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.3310 - accuracy: 0.8651\n",
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"Epoch 391/500\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.3309 - accuracy: 0.8635\n",
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"7200/7200 [==============================] - 1s 83us/step - loss: 0.3312 - accuracy: 0.8621\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.3306 - accuracy: 0.8651\n",
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"7200/7200 [==============================] - 1s 84us/step - loss: 0.3305 - accuracy: 0.8642\n",
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"7200/7200 [==============================] - 1s 119us/step - loss: 0.3311 - accuracy: 0.8622\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.3313 - accuracy: 0.8633\n",
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"7200/7200 [==============================] - 1s 85us/step - loss: 0.3309 - accuracy: 0.8644\n",
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"Epoch 398/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3313 - accuracy: 0.8621\n",
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"Epoch 399/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.3306 - accuracy: 0.8633\n",
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"Epoch 400/500\n",
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"7200/7200 [==============================] - 1s 75us/step - loss: 0.3304 - accuracy: 0.8636\n",
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"Epoch 401/500\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.3306 - accuracy: 0.8653\n",
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"Epoch 402/500\n",
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"7200/7200 [==============================] - 1s 88us/step - loss: 0.3307 - accuracy: 0.8628\n",
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"Epoch 403/500\n",
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]
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4084 - accuracy: 0.8340\n",
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"Epoch 69/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4030 - accuracy: 0.8325\n",
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"7200/7200 [==============================] - 1s 77us/step - loss: 0.4028 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 93us/step - loss: 0.4030 - accuracy: 0.8339\n",
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"7200/7200 [==============================] - 1s 80us/step - loss: 0.4029 - accuracy: 0.8336\n",
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"Epoch 95/500\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4029 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4027 - accuracy: 0.8340\n",
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"Epoch 97/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4027 - accuracy: 0.8326\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.4026 - accuracy: 0.8340\n",
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"Epoch 99/500\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4029 - accuracy: 0.8357\n",
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"Epoch 100/500\n",
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"7200/7200 [==============================] - 1s 108us/step - loss: 0.4028 - accuracy: 0.8333\n",
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"7200/7200 [==============================] - 1s 81us/step - loss: 0.4027 - accuracy: 0.8336\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4027 - accuracy: 0.8339\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4025 - accuracy: 0.8344\n",
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"7200/7200 [==============================] - 1s 97us/step - loss: 0.4025 - accuracy: 0.8332\n",
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"7200/7200 [==============================] - 1s 102us/step - loss: 0.4023 - accuracy: 0.8335\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4024 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 1s 78us/step - loss: 0.4023 - accuracy: 0.8350\n",
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"7200/7200 [==============================] - 1s 112us/step - loss: 0.4026 - accuracy: 0.8339\n",
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"7200/7200 [==============================] - 1s 114us/step - loss: 0.4026 - accuracy: 0.8340\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4025 - accuracy: 0.8343\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4021 - accuracy: 0.8339\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4020 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4021 - accuracy: 0.8342\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4020 - accuracy: 0.8331\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4011 - accuracy: 0.8347\n",
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]
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]
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"Epoch 457/500\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.4012 - accuracy: 0.8363\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4011 - accuracy: 0.8329\n",
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"7200/7200 [==============================] - 1s 89us/step - loss: 0.4012 - accuracy: 0.8331\n",
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"Epoch 460/500\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4010 - accuracy: 0.8349\n",
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"Epoch 461/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4013 - accuracy: 0.8329\n",
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"Epoch 462/500\n",
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"7200/7200 [==============================] - 1s 126us/step - loss: 0.4012 - accuracy: 0.8351\n",
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"Epoch 463/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4008 - accuracy: 0.8360\n",
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"Epoch 464/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4009 - accuracy: 0.8342\n",
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"Epoch 465/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.4012 - accuracy: 0.8346\n",
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"Epoch 466/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4012 - accuracy: 0.8354\n",
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"Epoch 467/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4012 - accuracy: 0.8358\n",
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"Epoch 468/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4011 - accuracy: 0.8342\n",
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"Epoch 469/500\n",
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"7200/7200 [==============================] - 1s 105us/step - loss: 0.4012 - accuracy: 0.8353\n",
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"Epoch 470/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.4014 - accuracy: 0.8354\n",
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"Epoch 471/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4011 - accuracy: 0.8354\n",
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"Epoch 472/500\n",
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"7200/7200 [==============================] - 1s 106us/step - loss: 0.4012 - accuracy: 0.8358\n",
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"Epoch 473/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4011 - accuracy: 0.8344\n",
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"Epoch 474/500\n",
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"7200/7200 [==============================] - 1s 91us/step - loss: 0.4010 - accuracy: 0.8357\n",
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"Epoch 475/500\n",
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"7200/7200 [==============================] - 1s 90us/step - loss: 0.4011 - accuracy: 0.8344\n",
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"Epoch 476/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4011 - accuracy: 0.8342\n",
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"Epoch 477/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.4012 - accuracy: 0.8350\n",
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"Epoch 478/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4012 - accuracy: 0.8351\n",
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"Epoch 479/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4012 - accuracy: 0.8354\n",
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"Epoch 480/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4010 - accuracy: 0.8367\n",
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"Epoch 481/500\n",
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"7200/7200 [==============================] - 1s 87us/step - loss: 0.4012 - accuracy: 0.8346\n",
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"Epoch 482/500\n",
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"7200/7200 [==============================] - 1s 127us/step - loss: 0.4011 - accuracy: 0.8347\n",
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"7200/7200 [==============================] - 1s 124us/step - loss: 0.4012 - accuracy: 0.8347\n",
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"Epoch 484/500\n",
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"7200/7200 [==============================] - 1s 92us/step - loss: 0.4011 - accuracy: 0.8354\n",
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"Epoch 485/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4011 - accuracy: 0.8356\n",
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"Epoch 486/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4014 - accuracy: 0.8365\n",
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"Epoch 487/500\n",
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"7200/7200 [==============================] - 1s 110us/step - loss: 0.4011 - accuracy: 0.8346\n",
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"Epoch 488/500\n",
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"7200/7200 [==============================] - 1s 95us/step - loss: 0.4013 - accuracy: 0.8342\n",
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"Epoch 489/500\n",
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"7200/7200 [==============================] - 1s 99us/step - loss: 0.4008 - accuracy: 0.8344\n",
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"Epoch 490/500\n",
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"7200/7200 [==============================] - 1s 104us/step - loss: 0.4014 - accuracy: 0.8358\n",
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"Epoch 491/500\n",
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"7200/7200 [==============================] - 1s 101us/step - loss: 0.4009 - accuracy: 0.8365\n",
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"Epoch 492/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4011 - accuracy: 0.8336\n",
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"Epoch 493/500\n",
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"7200/7200 [==============================] - 1s 96us/step - loss: 0.4013 - accuracy: 0.8361\n",
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"Epoch 494/500\n",
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"7200/7200 [==============================] - 1s 82us/step - loss: 0.4012 - accuracy: 0.8361\n",
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"Epoch 495/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4012 - accuracy: 0.8356\n",
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"Epoch 496/500\n",
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"7200/7200 [==============================] - 1s 103us/step - loss: 0.4010 - accuracy: 0.8349\n",
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"Epoch 497/500\n",
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"7200/7200 [==============================] - 1s 86us/step - loss: 0.4012 - accuracy: 0.8346\n",
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"Epoch 498/500\n",
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"7200/7200 [==============================] - 1s 94us/step - loss: 0.4014 - accuracy: 0.8347\n",
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"Epoch 499/500\n",
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"7200/7200 [==============================] - 1s 100us/step - loss: 0.4011 - accuracy: 0.8346\n",
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"Epoch 500/500\n",
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"7200/7200 [==============================] - 1s 98us/step - loss: 0.4013 - accuracy: 0.8351\n",
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"Epoch 1/500\n",
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"8000/8000 [==============================] - 1s 154us/step - loss: 0.5408 - accuracy: 0.7947\n",
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"8000/8000 [==============================] - 1s 129us/step - loss: 0.4380 - accuracy: 0.7960\n",
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"Epoch 3/500\n",
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"8000/8000 [==============================] - 1s 135us/step - loss: 0.4324 - accuracy: 0.7960\n",
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"8000/8000 [==============================] - 1s 119us/step - loss: 0.4244 - accuracy: 0.7960\n",
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"8000/8000 [==============================] - 1s 110us/step - loss: 0.4184 - accuracy: 0.8214\n",
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"8000/8000 [==============================] - 1s 108us/step - loss: 0.4170 - accuracy: 0.8241\n",
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"8000/8000 [==============================] - 1s 119us/step - loss: 0.4091 - accuracy: 0.8340\n",
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"8000/8000 [==============================] - 1s 132us/step - loss: 0.4084 - accuracy: 0.8341\n",
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"8000/8000 [==============================] - 1s 108us/step - loss: 0.4080 - accuracy: 0.8344\n",
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"8000/8000 [==============================] - 1s 123us/step - loss: 0.4076 - accuracy: 0.8350\n",
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"8000/8000 [==============================] - 1s 117us/step - loss: 0.4074 - accuracy: 0.8336\n",
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"8000/8000 [==============================] - 1s 98us/step - loss: 0.4043 - accuracy: 0.8340\n",
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"Epoch 32/500\n",
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"8000/8000 [==============================] - 1s 122us/step - loss: 0.4022 - accuracy: 0.8344\n",
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"8000/8000 [==============================] - 1s 123us/step - loss: 0.4022 - accuracy: 0.8345\n",
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"8000/8000 [==============================] - 1s 124us/step - loss: 0.4020 - accuracy: 0.8344\n",
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"8000/8000 [==============================] - 1s 164us/step - loss: 0.4018 - accuracy: 0.8361\n",
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"8000/8000 [==============================] - 1s 121us/step - loss: 0.4020 - accuracy: 0.8354\n",
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"8000/8000 [==============================] - 1s 113us/step - loss: 0.4017 - accuracy: 0.8335\n",
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"8000/8000 [==============================] - 1s 117us/step - loss: 0.4012 - accuracy: 0.8350\n",
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"8000/8000 [==============================] - 1s 133us/step - loss: 0.4005 - accuracy: 0.8342\n",
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"8000/8000 [==============================] - 1s 106us/step - loss: 0.4012 - accuracy: 0.8344\n",
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"8000/8000 [==============================] - 1s 131us/step - loss: 0.4008 - accuracy: 0.8347\n",
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"8000/8000 [==============================] - 1s 124us/step - loss: 0.4004 - accuracy: 0.8342\n",
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"8000/8000 [==============================] - 1s 112us/step - loss: 0.4008 - accuracy: 0.8342\n",
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"8000/8000 [==============================] - 1s 126us/step - loss: 0.4006 - accuracy: 0.8357\n",
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"8000/8000 [==============================] - 1s 103us/step - loss: 0.4004 - accuracy: 0.8363\n",
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"8000/8000 [==============================] - 1s 122us/step - loss: 0.4005 - accuracy: 0.8346\n",
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"8000/8000 [==============================] - 1s 122us/step - loss: 0.4009 - accuracy: 0.8349\n",
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"8000/8000 [==============================] - 1s 119us/step - loss: 0.4001 - accuracy: 0.8354\n",
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"8000/8000 [==============================] - 1s 113us/step - loss: 0.4003 - accuracy: 0.8361\n",
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"8000/8000 [==============================] - 1s 122us/step - loss: 0.4001 - accuracy: 0.8357\n",
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"8000/8000 [==============================] - 1s 110us/step - loss: 0.4001 - accuracy: 0.8351\n",
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"8000/8000 [==============================] - 1s 126us/step - loss: 0.3999 - accuracy: 0.8355\n",
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"8000/8000 [==============================] - 1s 102us/step - loss: 0.4002 - accuracy: 0.8351\n",
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"8000/8000 [==============================] - 1s 122us/step - loss: 0.3998 - accuracy: 0.8357\n",
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"8000/8000 [==============================] - 1s 131us/step - loss: 0.3997 - accuracy: 0.8342\n",
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"8000/8000 [==============================] - 1s 117us/step - loss: 0.3996 - accuracy: 0.8351\n",
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"8000/8000 [==============================] - 1s 118us/step - loss: 0.3997 - accuracy: 0.8355\n",
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"8000/8000 [==============================] - 1s 119us/step - loss: 0.3997 - accuracy: 0.8359\n",
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"8000/8000 [==============================] - 1s 119us/step - loss: 0.3998 - accuracy: 0.8329\n",
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"8000/8000 [==============================] - 1s 103us/step - loss: 0.3999 - accuracy: 0.8347\n",
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"8000/8000 [==============================] - 1s 112us/step - loss: 0.4000 - accuracy: 0.8346\n",
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"8000/8000 [==============================] - 1s 106us/step - loss: 0.3998 - accuracy: 0.8367\n",
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"8000/8000 [==============================] - 1s 103us/step - loss: 0.4000 - accuracy: 0.8356\n",
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"8000/8000 [==============================] - 1s 108us/step - loss: 0.3999 - accuracy: 0.8354\n",
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"8000/8000 [==============================] - 1s 153us/step - loss: 0.3994 - accuracy: 0.8359\n",
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"8000/8000 [==============================] - 1s 123us/step - loss: 0.3994 - accuracy: 0.8360\n",
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"8000/8000 [==============================] - 1s 108us/step - loss: 0.3995 - accuracy: 0.8353\n",
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"8000/8000 [==============================] - 1s 111us/step - loss: 0.3998 - accuracy: 0.8355\n",
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"Epoch 98/500\n",
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"8000/8000 [==============================] - 1s 99us/step - loss: 0.3997 - accuracy: 0.8364\n",
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"8000/8000 [==============================] - 1s 115us/step - loss: 0.3995 - accuracy: 0.8351\n",
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"Epoch 100/500\n",
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]
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"Epoch 387/500\n",
|
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"8000/8000 [==============================] - 1s 127us/step - loss: 0.3931 - accuracy: 0.8380\n",
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"Epoch 388/500\n",
|
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"8000/8000 [==============================] - 1s 124us/step - loss: 0.3930 - accuracy: 0.8354\n",
|
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"Epoch 389/500\n",
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"8000/8000 [==============================] - 1s 120us/step - loss: 0.3932 - accuracy: 0.8367\n",
|
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"Epoch 390/500\n",
|
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"8000/8000 [==============================] - 1s 124us/step - loss: 0.3932 - accuracy: 0.8354\n",
|
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"Epoch 391/500\n",
|
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"8000/8000 [==============================] - 1s 122us/step - loss: 0.3930 - accuracy: 0.8357\n",
|
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"Epoch 392/500\n",
|
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"8000/8000 [==============================] - 1s 117us/step - loss: 0.3934 - accuracy: 0.8354\n",
|
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"Epoch 393/500\n",
|
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"8000/8000 [==============================] - 1s 110us/step - loss: 0.3931 - accuracy: 0.8357\n",
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"Epoch 394/500\n",
|
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"8000/8000 [==============================] - 1s 113us/step - loss: 0.3933 - accuracy: 0.8374\n",
|
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"Epoch 395/500\n",
|
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"8000/8000 [==============================] - 1s 111us/step - loss: 0.3931 - accuracy: 0.8370\n",
|
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"Epoch 396/500\n",
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"8000/8000 [==============================] - 1s 119us/step - loss: 0.3931 - accuracy: 0.8369\n",
|
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"Epoch 397/500\n",
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"8000/8000 [==============================] - 1s 124us/step - loss: 0.3930 - accuracy: 0.8363\n",
|
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"Epoch 398/500\n",
|
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"8000/8000 [==============================] - 1s 130us/step - loss: 0.3931 - accuracy: 0.8353\n",
|
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"Epoch 399/500\n",
|
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"8000/8000 [==============================] - 1s 124us/step - loss: 0.3933 - accuracy: 0.8366\n",
|
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"Epoch 400/500\n",
|
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"8000/8000 [==============================] - 1s 120us/step - loss: 0.3929 - accuracy: 0.8350\n",
|
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"Epoch 401/500\n",
|
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"8000/8000 [==============================] - 1s 113us/step - loss: 0.3933 - accuracy: 0.8365\n",
|
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"Epoch 402/500\n",
|
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"8000/8000 [==============================] - 1s 164us/step - loss: 0.3933 - accuracy: 0.8384\n",
|
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"Epoch 403/500\n",
|
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"8000/8000 [==============================] - 1s 128us/step - loss: 0.3931 - accuracy: 0.8363\n",
|
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"Epoch 404/500\n",
|
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"8000/8000 [==============================] - 1s 145us/step - loss: 0.3929 - accuracy: 0.8361\n",
|
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"Epoch 405/500\n",
|
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"8000/8000 [==============================] - 1s 89us/step - loss: 0.3928 - accuracy: 0.8360\n",
|
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"Epoch 406/500\n",
|
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"8000/8000 [==============================] - 1s 138us/step - loss: 0.3929 - accuracy: 0.8363\n",
|
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"Epoch 407/500\n",
|
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"8000/8000 [==============================] - 1s 116us/step - loss: 0.3930 - accuracy: 0.8356\n",
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"Epoch 408/500\n",
|
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"8000/8000 [==============================] - 1s 129us/step - loss: 0.3926 - accuracy: 0.8367\n",
|
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"Epoch 409/500\n",
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"8000/8000 [==============================] - 1s 138us/step - loss: 0.3931 - accuracy: 0.8346\n",
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"Epoch 410/500\n",
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"8000/8000 [==============================] - 1s 138us/step - loss: 0.3933 - accuracy: 0.8370\n",
|
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"Epoch 411/500\n",
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"8000/8000 [==============================] - 1s 122us/step - loss: 0.3931 - accuracy: 0.8366\n",
|
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"Epoch 412/500\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
|
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"8000/8000 [==============================] - 1s 120us/step - loss: 0.3927 - accuracy: 0.8371\n",
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"Epoch 413/500\n",
|
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"8000/8000 [==============================] - 1s 118us/step - loss: 0.3928 - accuracy: 0.8375\n",
|
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"Epoch 414/500\n",
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"8000/8000 [==============================] - 1s 124us/step - loss: 0.3930 - accuracy: 0.8355\n",
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"Epoch 415/500\n",
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"8000/8000 [==============================] - 1s 93us/step - loss: 0.3930 - accuracy: 0.8357\n",
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"Epoch 416/500\n",
|
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"8000/8000 [==============================] - 1s 112us/step - loss: 0.3929 - accuracy: 0.8366\n",
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"Epoch 417/500\n",
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"8000/8000 [==============================] - 1s 139us/step - loss: 0.3933 - accuracy: 0.8345\n",
|
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"Epoch 418/500\n",
|
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"8000/8000 [==============================] - 1s 113us/step - loss: 0.3931 - accuracy: 0.8354\n",
|
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"Epoch 419/500\n",
|
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"8000/8000 [==============================] - 1s 102us/step - loss: 0.3922 - accuracy: 0.8372\n",
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"Epoch 420/500\n",
|
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"8000/8000 [==============================] - 1s 118us/step - loss: 0.3930 - accuracy: 0.8366\n",
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"Epoch 421/500\n",
|
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"8000/8000 [==============================] - 1s 112us/step - loss: 0.3925 - accuracy: 0.8360\n",
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"Epoch 422/500\n",
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"8000/8000 [==============================] - 1s 111us/step - loss: 0.3927 - accuracy: 0.8374\n",
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"Epoch 423/500\n",
|
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"8000/8000 [==============================] - 1s 111us/step - loss: 0.3927 - accuracy: 0.8354\n",
|
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"Epoch 424/500\n",
|
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"8000/8000 [==============================] - 1s 127us/step - loss: 0.3929 - accuracy: 0.8367\n",
|
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"Epoch 425/500\n",
|
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"8000/8000 [==============================] - 1s 121us/step - loss: 0.3930 - accuracy: 0.8363\n",
|
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"Epoch 426/500\n",
|
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"8000/8000 [==============================] - 1s 116us/step - loss: 0.3928 - accuracy: 0.8360\n",
|
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"Epoch 427/500\n",
|
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"8000/8000 [==============================] - 1s 121us/step - loss: 0.3929 - accuracy: 0.8356\n",
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"Epoch 428/500\n",
|
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"8000/8000 [==============================] - 1s 95us/step - loss: 0.3924 - accuracy: 0.8365\n",
|
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"Epoch 429/500\n",
|
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"8000/8000 [==============================] - 1s 113us/step - loss: 0.3928 - accuracy: 0.8364\n",
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"Epoch 430/500\n",
|
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"8000/8000 [==============================] - 1s 130us/step - loss: 0.3929 - accuracy: 0.8360\n",
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"Epoch 431/500\n",
|
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"8000/8000 [==============================] - 1s 103us/step - loss: 0.3929 - accuracy: 0.8374\n",
|
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"Epoch 432/500\n",
|
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"8000/8000 [==============================] - 1s 113us/step - loss: 0.3927 - accuracy: 0.8346\n",
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"Epoch 433/500\n",
|
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"8000/8000 [==============================] - 1s 129us/step - loss: 0.3925 - accuracy: 0.8357\n",
|
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"Epoch 434/500\n",
|
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"8000/8000 [==============================] - 1s 130us/step - loss: 0.3925 - accuracy: 0.8355\n",
|
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"Epoch 435/500\n",
|
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"8000/8000 [==============================] - 1s 127us/step - loss: 0.3923 - accuracy: 0.8344\n",
|
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"Epoch 436/500\n",
|
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"8000/8000 [==============================] - 1s 129us/step - loss: 0.3923 - accuracy: 0.8363\n",
|
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"Epoch 437/500\n",
|
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"8000/8000 [==============================] - 1s 119us/step - loss: 0.3928 - accuracy: 0.8370\n",
|
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"Epoch 438/500\n",
|
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"8000/8000 [==============================] - 1s 113us/step - loss: 0.3927 - accuracy: 0.8350\n",
|
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"Epoch 439/500\n",
|
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"8000/8000 [==============================] - 1s 115us/step - loss: 0.3927 - accuracy: 0.8361\n",
|
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"Epoch 440/500\n",
|
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"8000/8000 [==============================] - 1s 114us/step - loss: 0.3924 - accuracy: 0.8363\n",
|
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"Epoch 441/500\n",
|
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"8000/8000 [==============================] - 1s 110us/step - loss: 0.3927 - accuracy: 0.8360\n",
|
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"Epoch 442/500\n",
|
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"8000/8000 [==============================] - 1s 122us/step - loss: 0.3926 - accuracy: 0.8357\n",
|
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"Epoch 443/500\n",
|
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"8000/8000 [==============================] - 1s 132us/step - loss: 0.3924 - accuracy: 0.8349\n",
|
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"Epoch 444/500\n",
|
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"8000/8000 [==============================] - 1s 127us/step - loss: 0.3927 - accuracy: 0.8361\n",
|
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"Epoch 445/500\n",
|
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"8000/8000 [==============================] - 1s 128us/step - loss: 0.3927 - accuracy: 0.8345\n",
|
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"Epoch 446/500\n",
|
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"8000/8000 [==============================] - 1s 114us/step - loss: 0.3923 - accuracy: 0.8369\n",
|
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"Epoch 447/500\n",
|
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"8000/8000 [==============================] - 1s 85us/step - loss: 0.3923 - accuracy: 0.8380\n",
|
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"Epoch 448/500\n",
|
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"8000/8000 [==============================] - 1s 127us/step - loss: 0.3929 - accuracy: 0.8354\n",
|
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"Epoch 449/500\n",
|
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"8000/8000 [==============================] - 1s 129us/step - loss: 0.3925 - accuracy: 0.8354\n",
|
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"Epoch 450/500\n",
|
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"8000/8000 [==============================] - 1s 101us/step - loss: 0.3923 - accuracy: 0.8345\n",
|
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"Epoch 451/500\n",
|
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"8000/8000 [==============================] - 1s 122us/step - loss: 0.3924 - accuracy: 0.8369\n",
|
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"Epoch 452/500\n",
|
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"8000/8000 [==============================] - 1s 120us/step - loss: 0.3923 - accuracy: 0.8353\n",
|
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"Epoch 453/500\n",
|
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"8000/8000 [==============================] - 1s 113us/step - loss: 0.3925 - accuracy: 0.8351\n",
|
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"Epoch 454/500\n",
|
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"8000/8000 [==============================] - 1s 114us/step - loss: 0.3921 - accuracy: 0.8356\n",
|
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"Epoch 455/500\n",
|
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"8000/8000 [==============================] - 1s 94us/step - loss: 0.3924 - accuracy: 0.8364\n",
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"Epoch 456/500\n",
|
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"8000/8000 [==============================] - 1s 109us/step - loss: 0.3928 - accuracy: 0.8353\n",
|
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"Epoch 457/500\n",
|
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"8000/8000 [==============================] - 1s 94us/step - loss: 0.3922 - accuracy: 0.8346\n",
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"Epoch 458/500\n",
|
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"8000/8000 [==============================] - 1s 112us/step - loss: 0.3921 - accuracy: 0.8371\n",
|
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"Epoch 459/500\n",
|
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"8000/8000 [==============================] - 1s 117us/step - loss: 0.3924 - accuracy: 0.8353\n",
|
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"Epoch 460/500\n",
|
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"8000/8000 [==============================] - 1s 130us/step - loss: 0.3923 - accuracy: 0.8344\n",
|
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"Epoch 461/500\n",
|
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"8000/8000 [==============================] - 1s 113us/step - loss: 0.3925 - accuracy: 0.8350\n",
|
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"Epoch 462/500\n",
|
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"8000/8000 [==============================] - 1s 112us/step - loss: 0.3925 - accuracy: 0.8363\n",
|
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"Epoch 463/500\n",
|
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"8000/8000 [==============================] - 1s 119us/step - loss: 0.3921 - accuracy: 0.8347\n",
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"Epoch 464/500\n",
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"8000/8000 [==============================] - 1s 111us/step - loss: 0.3922 - accuracy: 0.8346\n",
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"Epoch 465/500\n",
|
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"8000/8000 [==============================] - 1s 139us/step - loss: 0.3925 - accuracy: 0.8359\n",
|
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"Epoch 466/500\n",
|
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"8000/8000 [==============================] - 1s 113us/step - loss: 0.3923 - accuracy: 0.8351\n",
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"Epoch 467/500\n",
|
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"8000/8000 [==============================] - 1s 137us/step - loss: 0.3926 - accuracy: 0.8357\n",
|
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"Epoch 468/500\n",
|
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"8000/8000 [==============================] - 1s 102us/step - loss: 0.3927 - accuracy: 0.8361\n",
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"Epoch 469/500\n",
|
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"8000/8000 [==============================] - 1s 107us/step - loss: 0.3924 - accuracy: 0.8346\n",
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"Epoch 470/500\n",
|
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"8000/8000 [==============================] - 1s 116us/step - loss: 0.3922 - accuracy: 0.8364\n",
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"Epoch 471/500\n",
|
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"8000/8000 [==============================] - 1s 100us/step - loss: 0.3924 - accuracy: 0.8367\n",
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"Epoch 472/500\n",
|
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"8000/8000 [==============================] - 1s 107us/step - loss: 0.3921 - accuracy: 0.8347\n",
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"Epoch 473/500\n",
|
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"8000/8000 [==============================] - 1s 119us/step - loss: 0.3923 - accuracy: 0.8363\n",
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"Epoch 474/500\n",
|
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"8000/8000 [==============================] - 1s 132us/step - loss: 0.3925 - accuracy: 0.8347\n",
|
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"Epoch 475/500\n",
|
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"8000/8000 [==============================] - 1s 133us/step - loss: 0.3928 - accuracy: 0.8351\n",
|
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"Epoch 476/500\n",
|
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"8000/8000 [==============================] - 1s 123us/step - loss: 0.3924 - accuracy: 0.8351\n",
|
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"Epoch 477/500\n",
|
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"8000/8000 [==============================] - 1s 110us/step - loss: 0.3924 - accuracy: 0.8344\n",
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"Epoch 478/500\n",
|
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"8000/8000 [==============================] - 1s 126us/step - loss: 0.3921 - accuracy: 0.8349\n",
|
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"Epoch 479/500\n",
|
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"8000/8000 [==============================] - 1s 103us/step - loss: 0.3925 - accuracy: 0.8355\n",
|
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"Epoch 480/500\n",
|
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"8000/8000 [==============================] - 1s 121us/step - loss: 0.3918 - accuracy: 0.8355\n",
|
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"Epoch 481/500\n",
|
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"8000/8000 [==============================] - 1s 126us/step - loss: 0.3924 - accuracy: 0.8357\n",
|
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"Epoch 482/500\n",
|
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"8000/8000 [==============================] - 1s 127us/step - loss: 0.3926 - accuracy: 0.8347\n",
|
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"Epoch 483/500\n",
|
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"8000/8000 [==============================] - 1s 109us/step - loss: 0.3923 - accuracy: 0.8359\n",
|
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"Epoch 484/500\n",
|
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"8000/8000 [==============================] - 1s 112us/step - loss: 0.3923 - accuracy: 0.8356\n",
|
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"Epoch 485/500\n",
|
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"8000/8000 [==============================] - 1s 123us/step - loss: 0.3923 - accuracy: 0.8366\n",
|
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"Epoch 486/500\n",
|
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"8000/8000 [==============================] - 1s 107us/step - loss: 0.3925 - accuracy: 0.8359\n",
|
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"Epoch 487/500\n",
|
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"8000/8000 [==============================] - 1s 115us/step - loss: 0.3927 - accuracy: 0.8347\n",
|
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"Epoch 488/500\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
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"8000/8000 [==============================] - 1s 114us/step - loss: 0.3920 - accuracy: 0.8359\n",
|
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"Epoch 489/500\n",
|
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"8000/8000 [==============================] - 1s 100us/step - loss: 0.3921 - accuracy: 0.8342\n",
|
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"Epoch 490/500\n",
|
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"8000/8000 [==============================] - 1s 105us/step - loss: 0.3924 - accuracy: 0.8349\n",
|
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"Epoch 491/500\n",
|
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"8000/8000 [==============================] - 1s 110us/step - loss: 0.3921 - accuracy: 0.8353\n",
|
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"Epoch 492/500\n",
|
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"8000/8000 [==============================] - 1s 125us/step - loss: 0.3923 - accuracy: 0.8356\n",
|
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"Epoch 493/500\n",
|
|
"8000/8000 [==============================] - 1s 131us/step - loss: 0.3919 - accuracy: 0.8357\n",
|
|
"Epoch 494/500\n",
|
|
"8000/8000 [==============================] - 1s 105us/step - loss: 0.3922 - accuracy: 0.8356\n",
|
|
"Epoch 495/500\n",
|
|
"8000/8000 [==============================] - 1s 123us/step - loss: 0.3923 - accuracy: 0.8356\n",
|
|
"Epoch 496/500\n",
|
|
"8000/8000 [==============================] - 1s 113us/step - loss: 0.3923 - accuracy: 0.8347\n",
|
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"Epoch 497/500\n",
|
|
"8000/8000 [==============================] - 1s 139us/step - loss: 0.3928 - accuracy: 0.8357\n",
|
|
"Epoch 498/500\n",
|
|
"8000/8000 [==============================] - 1s 135us/step - loss: 0.3925 - accuracy: 0.8367\n",
|
|
"Epoch 499/500\n",
|
|
"8000/8000 [==============================] - 1s 135us/step - loss: 0.3923 - accuracy: 0.8360\n",
|
|
"Epoch 500/500\n",
|
|
"8000/8000 [==============================] - 1s 136us/step - loss: 0.3922 - accuracy: 0.8351\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Tune\n",
|
|
"from sklearn.model_selection import GridSearchCV\n",
|
|
"classifier = KerasClassifier(build_fn = build_classifier)\n",
|
|
"parameters = {'batch_size': [25, 32],\n",
|
|
" 'epochs': [100, 500],\n",
|
|
" 'optimizer': ['adam', 'rmsprop']}\n",
|
|
"grid_search = GridSearchCV(estimator = classifier,\n",
|
|
" param_grid = parameters,\n",
|
|
" scoring = 'accuracy',\n",
|
|
" cv = 10)\n",
|
|
"grid_search = grid_search.fit(X_train, y_train)\n",
|
|
"best_parameters = grid_search.best_params_\n",
|
|
"best_accuracy = grid_search.best_score_"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"{'batch_size': 25, 'epochs': 500, 'optimizer': 'adam'}\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(best_parameters)"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.6.10"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 4
|
|
}
|