{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Import libraries\n", "import pandas as pd\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Import data\n", "dataset = pd.read_csv('data/Churn_Modelling.csv')\n", "X = dataset.iloc[:, 3:13]\n", "y = dataset.iloc[:, 13]" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Encode categorical data and scale continuous data\n", "from sklearn.preprocessing import OneHotEncoder, StandardScaler\n", "from sklearn.compose import make_column_transformer\n", "preprocess = make_column_transformer(\n", " (OneHotEncoder(), ['Geography', 'Gender']),\n", " (StandardScaler(), ['CreditScore', 'Age', 'Tenure', 'Balance',\n", " 'NumOfProducts', 'HasCrCard', 'IsActiveMember', \n", " 'EstimatedSalary']))\n", "X = preprocess.fit_transform(X)\n", "X = np.delete(X, [0,3], 1)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Split in train/test\n", "y = y.values\n", "from sklearn.model_selection import train_test_split\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2, random_state = 0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Partie 2 - ANN" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Using TensorFlow backend.\n" ] } ], "source": [ "# Importing the Keras libraries and packages\n", "from keras.models import Sequential\n", "from keras.layers import Dense" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/100\n", "8000/8000 [==============================] - 12s 1ms/step - loss: 0.4945 - accuracy: 0.7956\n", "Epoch 2/100\n", "8000/8000 [==============================] - 4s 454us/step - loss: 0.4332 - accuracy: 0.7960\n", "Epoch 3/100\n", "8000/8000 [==============================] - 3s 430us/step - loss: 0.4282 - accuracy: 0.7960\n", "Epoch 4/100\n", "8000/8000 [==============================] - 4s 460us/step - loss: 0.4231 - accuracy: 0.7965\n", "Epoch 5/100\n", "8000/8000 [==============================] - 4s 440us/step - loss: 0.4186 - accuracy: 0.8221\n", "Epoch 6/100\n", "8000/8000 [==============================] - 3s 428us/step - loss: 0.4165 - accuracy: 0.8273\n", "Epoch 7/100\n", "8000/8000 [==============================] - 3s 425us/step - loss: 0.4146 - accuracy: 0.8288\n", "Epoch 8/100\n", "8000/8000 [==============================] - 4s 459us/step - loss: 0.4133 - accuracy: 0.8301\n", "Epoch 9/100\n", "8000/8000 [==============================] - 10s 1ms/step - loss: 0.4120 - accuracy: 0.8320\n", "Epoch 10/100\n", "8000/8000 [==============================] - 10s 1ms/step - loss: 0.4110 - accuracy: 0.8329\n", "Epoch 11/100\n", "8000/8000 [==============================] - 4s 482us/step - loss: 0.4102 - accuracy: 0.8341\n", "Epoch 12/100\n", "8000/8000 [==============================] - 4s 463us/step - loss: 0.4093 - accuracy: 0.8338\n", "Epoch 13/100\n", "8000/8000 [==============================] - 3s 429us/step - loss: 0.4086 - accuracy: 0.8338\n", "Epoch 14/100\n", "8000/8000 [==============================] - 4s 443us/step - loss: 0.4081 - accuracy: 0.8338\n", "Epoch 15/100\n", "8000/8000 [==============================] - 3s 425us/step - loss: 0.4076 - accuracy: 0.8349\n", "Epoch 16/100\n", "8000/8000 [==============================] - 3s 406us/step - loss: 0.4068 - accuracy: 0.8329\n", "Epoch 17/100\n", "8000/8000 [==============================] - 4s 468us/step - loss: 0.4063 - accuracy: 0.8351\n", "Epoch 18/100\n", "8000/8000 [==============================] - 14s 2ms/step - loss: 0.4061 - accuracy: 0.8342\n", "Epoch 19/100\n", "8000/8000 [==============================] - 14s 2ms/step - loss: 0.4057 - accuracy: 0.8345\n", "Epoch 20/100\n", "8000/8000 [==============================] - 3s 402us/step - loss: 0.4052 - accuracy: 0.8338\n", "Epoch 21/100\n", "8000/8000 [==============================] - 5s 658us/step - loss: 0.4047 - accuracy: 0.8350\n", "Epoch 22/100\n", "8000/8000 [==============================] - 4s 476us/step - loss: 0.4046 - accuracy: 0.8351\n", "Epoch 23/100\n", "8000/8000 [==============================] - 4s 501us/step - loss: 0.4043 - accuracy: 0.8351\n", "Epoch 24/100\n", "8000/8000 [==============================] - 3s 422us/step - loss: 0.4039 - accuracy: 0.8360\n", "Epoch 25/100\n", "8000/8000 [==============================] - 4s 463us/step - loss: 0.4033 - accuracy: 0.8344\n", "Epoch 26/100\n", "8000/8000 [==============================] - 15s 2ms/step - loss: 0.4035 - accuracy: 0.8355\n", "Epoch 27/100\n", "8000/8000 [==============================] - 13s 2ms/step - loss: 0.4035 - accuracy: 0.8347\n", "Epoch 28/100\n", "8000/8000 [==============================] - 4s 456us/step - loss: 0.4032 - accuracy: 0.8353\n", "Epoch 29/100\n", "8000/8000 [==============================] - 4s 470us/step - loss: 0.4025 - accuracy: 0.8336\n", "Epoch 30/100\n", "8000/8000 [==============================] - 4s 474us/step - loss: 0.4023 - accuracy: 0.8345\n", "Epoch 31/100\n", "8000/8000 [==============================] - 3s 432us/step - loss: 0.4029 - accuracy: 0.8359\n", "Epoch 32/100\n", "8000/8000 [==============================] - 4s 468us/step - loss: 0.4022 - accuracy: 0.8350\n", "Epoch 33/100\n", "8000/8000 [==============================] - 3s 396us/step - loss: 0.4023 - accuracy: 0.8345\n", "Epoch 34/100\n", "8000/8000 [==============================] - 13s 2ms/step - loss: 0.4024 - accuracy: 0.8360\n", "Epoch 35/100\n", "8000/8000 [==============================] - 13s 2ms/step - loss: 0.4022 - accuracy: 0.8353\n", "Epoch 36/100\n", "8000/8000 [==============================] - 4s 458us/step - loss: 0.4021 - accuracy: 0.8354\n", "Epoch 37/100\n", "8000/8000 [==============================] - 4s 494us/step - loss: 0.4018 - accuracy: 0.8339\n", "Epoch 38/100\n", "8000/8000 [==============================] - 4s 447us/step - loss: 0.4015 - accuracy: 0.8364\n", "Epoch 39/100\n", "8000/8000 [==============================] - 4s 464us/step - loss: 0.4018 - accuracy: 0.8346\n", "Epoch 40/100\n", "8000/8000 [==============================] - 4s 454us/step - loss: 0.4018 - accuracy: 0.8341\n", "Epoch 41/100\n", "8000/8000 [==============================] - 4s 499us/step - loss: 0.4014 - accuracy: 0.8351\n", "Epoch 42/100\n", "8000/8000 [==============================] - 5s 592us/step - loss: 0.4013 - accuracy: 0.8355\n", "Epoch 43/100\n", "8000/8000 [==============================] - 20s 3ms/step - loss: 0.4012 - accuracy: 0.8363\n", "Epoch 44/100\n", "8000/8000 [==============================] - 4s 508us/step - loss: 0.4016 - accuracy: 0.8347\n", "Epoch 45/100\n", "8000/8000 [==============================] - 4s 523us/step - loss: 0.4014 - accuracy: 0.8353\n", "Epoch 46/100\n", "8000/8000 [==============================] - 4s 514us/step - loss: 0.4011 - accuracy: 0.8350\n", "Epoch 47/100\n", "8000/8000 [==============================] - 4s 546us/step - loss: 0.4009 - accuracy: 0.8351\n", "Epoch 48/100\n", "8000/8000 [==============================] - 4s 531us/step - loss: 0.4010 - accuracy: 0.8339\n", "Epoch 49/100\n", "8000/8000 [==============================] - 4s 481us/step - loss: 0.4012 - accuracy: 0.8342\n", "Epoch 50/100\n", "8000/8000 [==============================] - 9s 1ms/step - loss: 0.4008 - accuracy: 0.8350\n", "Epoch 51/100\n", "8000/8000 [==============================] - 20s 3ms/step - loss: 0.4005 - accuracy: 0.8347\n", "Epoch 52/100\n", "8000/8000 [==============================] - 4s 504us/step - loss: 0.4004 - accuracy: 0.8350\n", "Epoch 53/100\n", "8000/8000 [==============================] - 4s 471us/step - loss: 0.4006 - accuracy: 0.8347\n", "Epoch 54/100\n", "8000/8000 [==============================] - 4s 474us/step - loss: 0.4010 - accuracy: 0.8344\n", "Epoch 55/100\n", "8000/8000 [==============================] - 4s 462us/step - loss: 0.4007 - accuracy: 0.8355\n", "Epoch 56/100\n", "8000/8000 [==============================] - 4s 456us/step - loss: 0.4003 - accuracy: 0.8354\n", "Epoch 57/100\n", "8000/8000 [==============================] - 5s 565us/step - loss: 0.4008 - accuracy: 0.8338\n", "Epoch 58/100\n", "8000/8000 [==============================] - 14s 2ms/step - loss: 0.4005 - accuracy: 0.8367\n", "Epoch 59/100\n", "8000/8000 [==============================] - 13s 2ms/step - loss: 0.4003 - accuracy: 0.8345\n", "Epoch 60/100\n", "8000/8000 [==============================] - 4s 503us/step - loss: 0.4003 - accuracy: 0.8350\n", "Epoch 61/100\n", "8000/8000 [==============================] - 4s 475us/step - loss: 0.4001 - accuracy: 0.8361\n", "Epoch 62/100\n", "8000/8000 [==============================] - 4s 506us/step - loss: 0.4006 - accuracy: 0.8349\n", "Epoch 63/100\n", "8000/8000 [==============================] - 4s 502us/step - loss: 0.4002 - accuracy: 0.8346\n", "Epoch 64/100\n", "8000/8000 [==============================] - 4s 473us/step - loss: 0.4003 - accuracy: 0.8369\n", "Epoch 65/100\n", "8000/8000 [==============================] - 4s 478us/step - loss: 0.4005 - accuracy: 0.8361\n", "Epoch 66/100\n", "8000/8000 [==============================] - 14s 2ms/step - loss: 0.4006 - accuracy: 0.8354\n", "Epoch 67/100\n", "8000/8000 [==============================] - 12s 1ms/step - loss: 0.4004 - accuracy: 0.8340\n", "Epoch 68/100\n", "8000/8000 [==============================] - 4s 531us/step - loss: 0.4003 - accuracy: 0.8349\n", "Epoch 69/100\n", "8000/8000 [==============================] - 4s 494us/step - loss: 0.4006 - accuracy: 0.8349\n", "Epoch 70/100\n", "8000/8000 [==============================] - 5s 680us/step - loss: 0.3999 - accuracy: 0.8354\n", "Epoch 71/100\n", "8000/8000 [==============================] - 5s 580us/step - loss: 0.4003 - accuracy: 0.8371\n", "Epoch 72/100\n", "8000/8000 [==============================] - 4s 509us/step - loss: 0.3997 - accuracy: 0.8344\n", "Epoch 73/100\n", "8000/8000 [==============================] - 11s 1ms/step - loss: 0.3999 - accuracy: 0.8366\n", "Epoch 74/100\n", "8000/8000 [==============================] - 18s 2ms/step - loss: 0.3997 - accuracy: 0.8350\n", "Epoch 75/100\n", "8000/8000 [==============================] - 5s 600us/step - loss: 0.4003 - accuracy: 0.8345\n", "Epoch 76/100\n", "8000/8000 [==============================] - 4s 528us/step - loss: 0.4003 - accuracy: 0.8349\n", "Epoch 77/100\n", "8000/8000 [==============================] - 4s 484us/step - loss: 0.4000 - accuracy: 0.8364\n", "Epoch 78/100\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8000/8000 [==============================] - 4s 475us/step - loss: 0.4004 - accuracy: 0.8355\n", "Epoch 79/100\n", "8000/8000 [==============================] - 4s 533us/step - loss: 0.4002 - accuracy: 0.8357\n", "Epoch 80/100\n", "8000/8000 [==============================] - 4s 507us/step - loss: 0.4000 - accuracy: 0.8351\n", "Epoch 81/100\n", "8000/8000 [==============================] - 6s 689us/step - loss: 0.4005 - accuracy: 0.8350\n", "Epoch 82/100\n", "8000/8000 [==============================] - 8s 946us/step - loss: 0.4000 - accuracy: 0.8347\n", "Epoch 83/100\n", "8000/8000 [==============================] - 5s 605us/step - loss: 0.4005 - accuracy: 0.8351\n", "Epoch 84/100\n", "8000/8000 [==============================] - 9s 1ms/step - loss: 0.4000 - accuracy: 0.8344\n", "Epoch 85/100\n", "8000/8000 [==============================] - 28s 4ms/step - loss: 0.4002 - accuracy: 0.8359\n", "Epoch 86/100\n", "8000/8000 [==============================] - 21s 3ms/step - loss: 0.4003 - accuracy: 0.8342\n", "Epoch 87/100\n", "8000/8000 [==============================] - 21s 3ms/step - loss: 0.4000 - accuracy: 0.8359\n", "Epoch 88/100\n", "8000/8000 [==============================] - 24s 3ms/step - loss: 0.4004 - accuracy: 0.8361\n", "Epoch 89/100\n", "8000/8000 [==============================] - 24s 3ms/step - loss: 0.4003 - accuracy: 0.8363\n", "Epoch 90/100\n", "8000/8000 [==============================] - 23s 3ms/step - loss: 0.4004 - accuracy: 0.8361\n", "Epoch 91/100\n", "8000/8000 [==============================] - 24s 3ms/step - loss: 0.4003 - accuracy: 0.8359\n", "Epoch 92/100\n", "8000/8000 [==============================] - 23s 3ms/step - loss: 0.4001 - accuracy: 0.8355\n", "Epoch 93/100\n", "8000/8000 [==============================] - 24s 3ms/step - loss: 0.4000 - accuracy: 0.8359\n", "Epoch 94/100\n", "8000/8000 [==============================] - 24s 3ms/step - loss: 0.4005 - accuracy: 0.8341\n", "Epoch 95/100\n", "8000/8000 [==============================] - 23s 3ms/step - loss: 0.4001 - accuracy: 0.8346\n", "Epoch 96/100\n", "8000/8000 [==============================] - 23s 3ms/step - loss: 0.3997 - accuracy: 0.8351\n", "Epoch 97/100\n", "8000/8000 [==============================] - 23s 3ms/step - loss: 0.3996 - accuracy: 0.8347\n", "Epoch 98/100\n", "8000/8000 [==============================] - 24s 3ms/step - loss: 0.4004 - accuracy: 0.8350\n", "Epoch 99/100\n", "8000/8000 [==============================] - 24s 3ms/step - loss: 0.4000 - accuracy: 0.8354\n", "Epoch 100/100\n", "8000/8000 [==============================] - 23s 3ms/step - loss: 0.3999 - accuracy: 0.8353\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Initialising the ANN\n", "classifier = Sequential()\n", "\n", "# Adding the input layer and the first hidden layer\n", "classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu', input_dim = 11))\n", "\n", "# Adding the second hidden layer\n", "classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu'))\n", "\n", "# Adding the output layer\n", "classifier.add(Dense(units = 1, kernel_initializer = 'uniform', activation = 'sigmoid'))\n", "\n", "# Compiling the ANN\n", "classifier.compile(optimizer = 'adam', loss = 'binary_crossentropy', metrics = ['accuracy'])\n", "\n", "# Fitting the ANN to the Training set\n", "classifier.fit(X_train, y_train, batch_size = 10, epochs = 100)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Partie 3 - Prédictions et Évaluation" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Predicting the Test set results\n", "y_pred = classifier.predict(X_test)\n", "y_pred = (y_pred > 0.5)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Predicting a single new observation\n", "\"\"\"Predict if the customer with the following informations will leave the bank:\n", "Geography: France\n", "Credit Score: 600\n", "Gender: Male\n", "Age: 40\n", "Tenure: 3\n", "Balance: 60000\n", "Number of Products: 2\n", "Has Credit Card: Yes\n", "Is Active Member: Yes\n", "Estimated Salary: 50000\"\"\"\n", "Xnew = pd.DataFrame(data={\n", " 'CreditScore': [600], \n", " 'Geography': ['France'], \n", " '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 [==============================] - 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accuracy: 0.8640\n", "Epoch 274/500\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7200/7200 [==============================] - 1s 177us/step - loss: 0.3321 - accuracy: 0.8635\n", "Epoch 275/500\n", "7200/7200 [==============================] - 1s 188us/step - loss: 0.3319 - accuracy: 0.8647\n", "Epoch 276/500\n", "7200/7200 [==============================] - 1s 174us/step - loss: 0.3321 - accuracy: 0.8649\n", "Epoch 277/500\n", "7200/7200 [==============================] - 1s 149us/step - loss: 0.3319 - accuracy: 0.8640\n", "Epoch 278/500\n", "7200/7200 [==============================] - 1s 165us/step - loss: 0.3320 - accuracy: 0.8658\n", "Epoch 279/500\n", "7200/7200 [==============================] - 1s 164us/step - loss: 0.3320 - accuracy: 0.8635\n", "Epoch 280/500\n", "7200/7200 [==============================] - 1s 185us/step - loss: 0.3318 - accuracy: 0.8651\n", "Epoch 281/500\n", "7200/7200 [==============================] - 1s 185us/step - loss: 0.3323 - accuracy: 0.8632\n", "Epoch 282/500\n", "7200/7200 [==============================] - 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loss: 0.4289 - accuracy: 0.7956\n", "Epoch 5/500\n", "7200/7200 [==============================] - 1s 174us/step - loss: 0.4249 - accuracy: 0.7997\n", "Epoch 6/500\n", "7200/7200 [==============================] - 1s 170us/step - loss: 0.4198 - accuracy: 0.8188\n", "Epoch 7/500\n", "7200/7200 [==============================] - 1s 200us/step - loss: 0.4163 - accuracy: 0.8283\n", "Epoch 8/500\n", "7200/7200 [==============================] - 1s 172us/step - loss: 0.4127 - accuracy: 0.8319\n", "Epoch 9/500\n", "7200/7200 [==============================] - 1s 128us/step - loss: 0.4101 - accuracy: 0.8326\n", "Epoch 10/500\n", "7200/7200 [==============================] - 1s 174us/step - loss: 0.4080 - accuracy: 0.8338\n", "Epoch 11/500\n", "7200/7200 [==============================] - 1s 152us/step - loss: 0.4065 - accuracy: 0.8333\n", "Epoch 12/500\n", "7200/7200 [==============================] - 1s 138us/step - loss: 0.4051 - accuracy: 0.8329\n", "Epoch 13/500\n", "7200/7200 [==============================] - 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loss: 0.3887 - accuracy: 0.8356\n", "Epoch 342/500\n", "7200/7200 [==============================] - 1s 162us/step - loss: 0.3886 - accuracy: 0.8363\n", "Epoch 343/500\n", "7200/7200 [==============================] - 1s 155us/step - loss: 0.3883 - accuracy: 0.8363\n", "Epoch 344/500\n", "7200/7200 [==============================] - 2s 215us/step - loss: 0.3890 - accuracy: 0.8361\n", "Epoch 345/500\n", "7200/7200 [==============================] - 1s 161us/step - loss: 0.3888 - accuracy: 0.8361\n", "Epoch 346/500\n", "7200/7200 [==============================] - 1s 198us/step - loss: 0.3886 - accuracy: 0.8374\n", "Epoch 347/500\n", "7200/7200 [==============================] - 1s 181us/step - loss: 0.3885 - accuracy: 0.8374\n", "Epoch 348/500\n", "7200/7200 [==============================] - 2s 218us/step - loss: 0.3887 - accuracy: 0.8363\n", "Epoch 349/500\n", "7200/7200 [==============================] - 1s 165us/step - loss: 0.3883 - accuracy: 0.8374\n", "Epoch 350/500\n", "7200/7200 [==============================] - 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loss: 0.3413 - accuracy: 0.8626\n", "Epoch 375/500\n", "7200/7200 [==============================] - 1s 186us/step - loss: 0.3405 - accuracy: 0.8629\n", "Epoch 376/500\n", "7200/7200 [==============================] - 1s 170us/step - loss: 0.3413 - accuracy: 0.8639\n", "Epoch 377/500\n", "7200/7200 [==============================] - 1s 151us/step - loss: 0.3402 - accuracy: 0.8622\n", "Epoch 378/500\n", "7200/7200 [==============================] - 1s 157us/step - loss: 0.3412 - accuracy: 0.8628\n", "Epoch 379/500\n", "7200/7200 [==============================] - 1s 162us/step - loss: 0.3413 - accuracy: 0.8607\n", "Epoch 380/500\n", "7200/7200 [==============================] - 1s 174us/step - loss: 0.3408 - accuracy: 0.8612\n", "Epoch 381/500\n", "7200/7200 [==============================] - 1s 167us/step - loss: 0.3411 - accuracy: 0.8617\n", "Epoch 382/500\n", "7200/7200 [==============================] - 1s 172us/step - loss: 0.3409 - accuracy: 0.8618\n", "Epoch 383/500\n", "7200/7200 [==============================] - 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loss: 0.3356 - accuracy: 0.8635\n", "Epoch 290/500\n", "7200/7200 [==============================] - 1s 124us/step - loss: 0.3365 - accuracy: 0.8636\n", "Epoch 291/500\n", "7200/7200 [==============================] - 1s 141us/step - loss: 0.3355 - accuracy: 0.8639\n", "Epoch 292/500\n", "7200/7200 [==============================] - 1s 118us/step - loss: 0.3360 - accuracy: 0.8622\n", "Epoch 293/500\n", "7200/7200 [==============================] - 1s 125us/step - loss: 0.3363 - accuracy: 0.8579\n", "Epoch 294/500\n", "7200/7200 [==============================] - 1s 141us/step - loss: 0.3353 - accuracy: 0.8618\n", "Epoch 295/500\n", "7200/7200 [==============================] - 1s 116us/step - loss: 0.3357 - accuracy: 0.8603\n", "Epoch 296/500\n", "7200/7200 [==============================] - 1s 115us/step - loss: 0.3352 - accuracy: 0.8615\n", "Epoch 297/500\n", "7200/7200 [==============================] - 1s 124us/step - loss: 0.3357 - accuracy: 0.8615\n", "Epoch 298/500\n", "7200/7200 [==============================] - 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1s 109us/step - loss: 0.4025 - accuracy: 0.8338\n", "Epoch 14/500\n", "7200/7200 [==============================] - 1s 128us/step - loss: 0.4017 - accuracy: 0.8325\n", "Epoch 15/500\n", "7200/7200 [==============================] - 1s 112us/step - loss: 0.4017 - accuracy: 0.8332\n", "Epoch 16/500\n", "7200/7200 [==============================] - 1s 121us/step - loss: 0.4009 - accuracy: 0.8340\n", "Epoch 17/500\n", "7200/7200 [==============================] - 1s 133us/step - loss: 0.4002 - accuracy: 0.8361\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 18/500\n", "7200/7200 [==============================] - 1s 128us/step - loss: 0.3999 - accuracy: 0.8332\n", "Epoch 19/500\n", "7200/7200 [==============================] - 1s 120us/step - loss: 0.3995 - accuracy: 0.8347\n", "Epoch 20/500\n", "7200/7200 [==============================] - 1s 105us/step - loss: 0.3987 - accuracy: 0.8343\n", "Epoch 21/500\n", "7200/7200 [==============================] - 1s 119us/step - loss: 0.3985 - accuracy: 0.8349\n", "Epoch 22/500\n", "7200/7200 [==============================] - 1s 136us/step - loss: 0.3982 - accuracy: 0.8343\n", "Epoch 23/500\n", "7200/7200 [==============================] - 1s 110us/step - loss: 0.3981 - accuracy: 0.8350\n", "Epoch 24/500\n", "7200/7200 [==============================] - 1s 113us/step - loss: 0.3975 - accuracy: 0.8344\n", "Epoch 25/500\n", "7200/7200 [==============================] - 1s 135us/step - loss: 0.3976 - accuracy: 0.8351\n", "Epoch 26/500\n", "7200/7200 [==============================] - 1s 141us/step - loss: 0.3972 - accuracy: 0.8346\n", "Epoch 27/500\n", "7200/7200 [==============================] - 1s 125us/step - loss: 0.3968 - accuracy: 0.8343\n", "Epoch 28/500\n", "7200/7200 [==============================] - 1s 124us/step - loss: 0.3969 - accuracy: 0.8353\n", "Epoch 29/500\n", "7200/7200 [==============================] - 1s 103us/step - loss: 0.3963 - accuracy: 0.8361\n", "Epoch 30/500\n", "7200/7200 [==============================] - 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loss: 0.3371 - accuracy: 0.8635\n", "Epoch 324/500\n", "7200/7200 [==============================] - 1s 119us/step - loss: 0.3367 - accuracy: 0.8639\n", "Epoch 325/500\n", "7200/7200 [==============================] - 1s 137us/step - loss: 0.3369 - accuracy: 0.8639\n", "Epoch 326/500\n", "7200/7200 [==============================] - 1s 129us/step - loss: 0.3368 - accuracy: 0.8635\n", "Epoch 327/500\n", "7200/7200 [==============================] - 1s 121us/step - loss: 0.3363 - accuracy: 0.8636\n", "Epoch 328/500\n", "7200/7200 [==============================] - 1s 111us/step - loss: 0.3363 - accuracy: 0.8639\n", "Epoch 329/500\n", "7200/7200 [==============================] - 1s 108us/step - loss: 0.3366 - accuracy: 0.8633\n", "Epoch 330/500\n", "7200/7200 [==============================] - 1s 121us/step - loss: 0.3361 - accuracy: 0.8644\n", "Epoch 331/500\n", "7200/7200 [==============================] - 1s 143us/step - loss: 0.3365 - accuracy: 0.8636\n", "Epoch 332/500\n", "7200/7200 [==============================] - 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loss: 0.3245 - accuracy: 0.8674\n", "Epoch 358/500\n", "7200/7200 [==============================] - 1s 137us/step - loss: 0.3241 - accuracy: 0.8667\n", "Epoch 359/500\n", "7200/7200 [==============================] - 1s 118us/step - loss: 0.3241 - accuracy: 0.8654\n", "Epoch 360/500\n", "7200/7200 [==============================] - 1s 111us/step - loss: 0.3242 - accuracy: 0.8651\n", "Epoch 361/500\n", "7200/7200 [==============================] - 1s 124us/step - loss: 0.3242 - accuracy: 0.8668\n", "Epoch 362/500\n", "7200/7200 [==============================] - 1s 120us/step - loss: 0.3232 - accuracy: 0.8664\n", "Epoch 363/500\n", "7200/7200 [==============================] - 1s 106us/step - loss: 0.3247 - accuracy: 0.8657\n", "Epoch 364/500\n", "7200/7200 [==============================] - 1s 132us/step - loss: 0.3242 - accuracy: 0.8661\n", "Epoch 365/500\n", "7200/7200 [==============================] - 1s 133us/step - loss: 0.3240 - accuracy: 0.8662\n", "Epoch 366/500\n", "7200/7200 [==============================] - 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loss: 0.3431 - accuracy: 0.8585\n", "Epoch 341/500\n", "7200/7200 [==============================] - 1s 134us/step - loss: 0.3429 - accuracy: 0.8600\n", "Epoch 342/500\n", "7200/7200 [==============================] - 1s 111us/step - loss: 0.3425 - accuracy: 0.85780s - l\n", "Epoch 343/500\n", "7200/7200 [==============================] - 1s 118us/step - loss: 0.3427 - accuracy: 0.8594\n", "Epoch 344/500\n", "7200/7200 [==============================] - 1s 118us/step - loss: 0.3421 - accuracy: 0.8614\n", "Epoch 345/500\n", "7200/7200 [==============================] - 1s 117us/step - loss: 0.3424 - accuracy: 0.8589\n", "Epoch 346/500\n", "7200/7200 [==============================] - 1s 108us/step - loss: 0.3421 - accuracy: 0.8576\n", "Epoch 347/500\n", "7200/7200 [==============================] - 1s 100us/step - loss: 0.3424 - accuracy: 0.8597\n", "Epoch 348/500\n", "7200/7200 [==============================] - 1s 119us/step - loss: 0.3422 - accuracy: 0.8596\n", "Epoch 349/500\n", "7200/7200 [==============================] - 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1s 128us/step - loss: 0.3961 - accuracy: 0.8361\n", "Epoch 358/500\n", "7200/7200 [==============================] - 1s 126us/step - loss: 0.3957 - accuracy: 0.8374\n", "Epoch 359/500\n", "7200/7200 [==============================] - 1s 128us/step - loss: 0.3953 - accuracy: 0.8357\n", "Epoch 360/500\n", "7200/7200 [==============================] - 1s 111us/step - loss: 0.3960 - accuracy: 0.8368\n", "Epoch 361/500\n", "7200/7200 [==============================] - 1s 116us/step - loss: 0.3958 - accuracy: 0.8376\n", "Epoch 362/500\n", "7200/7200 [==============================] - 1s 108us/step - loss: 0.3958 - accuracy: 0.8371\n", "Epoch 363/500\n", "7200/7200 [==============================] - 1s 119us/step - loss: 0.3955 - accuracy: 0.8363\n", "Epoch 364/500\n", "7200/7200 [==============================] - 1s 107us/step - loss: 0.3959 - accuracy: 0.8358\n", "Epoch 365/500\n", "7200/7200 [==============================] - 1s 126us/step - loss: 0.3962 - accuracy: 0.8367\n", "Epoch 366/500\n", "7200/7200 [==============================] - 1s 115us/step - loss: 0.3955 - accuracy: 0.8376\n", "Epoch 367/500\n", "7200/7200 [==============================] - 1s 144us/step - loss: 0.3959 - accuracy: 0.8368\n", "Epoch 368/500\n", "7200/7200 [==============================] - 1s 115us/step - loss: 0.3958 - accuracy: 0.8382\n", "Epoch 369/500\n", "7200/7200 [==============================] - 1s 115us/step - loss: 0.3958 - accuracy: 0.8363\n", "Epoch 370/500\n", "7200/7200 [==============================] - 1s 119us/step - loss: 0.3959 - accuracy: 0.8372\n", "Epoch 371/500\n", "7200/7200 [==============================] - 1s 128us/step - loss: 0.3956 - accuracy: 0.8361\n", "Epoch 372/500\n", "7200/7200 [==============================] - 1s 109us/step - loss: 0.3958 - accuracy: 0.8369\n", "Epoch 373/500\n", "7200/7200 [==============================] - 1s 107us/step - loss: 0.3960 - accuracy: 0.8374\n", "Epoch 374/500\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7200/7200 [==============================] - 1s 170us/step - loss: 0.3957 - accuracy: 0.8371\n", "Epoch 375/500\n", "7200/7200 [==============================] - 1s 91us/step - loss: 0.3958 - accuracy: 0.8379\n", "Epoch 376/500\n", "7200/7200 [==============================] - 1s 113us/step - loss: 0.3954 - accuracy: 0.8375\n", "Epoch 377/500\n", "7200/7200 [==============================] - 1s 133us/step - loss: 0.3961 - accuracy: 0.8371\n", "Epoch 378/500\n", "7200/7200 [==============================] - 1s 107us/step - loss: 0.3958 - accuracy: 0.8365\n", "Epoch 379/500\n", "7200/7200 [==============================] - 1s 105us/step - loss: 0.3957 - accuracy: 0.8381\n", "Epoch 380/500\n", "7200/7200 [==============================] - 1s 114us/step - loss: 0.3960 - accuracy: 0.8360\n", "Epoch 381/500\n", "7200/7200 [==============================] - 1s 117us/step - loss: 0.3960 - accuracy: 0.8358\n", "Epoch 382/500\n", "7200/7200 [==============================] - 1s 129us/step - loss: 0.3955 - accuracy: 0.8367\n", "Epoch 383/500\n", "7200/7200 [==============================] - 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loss: 0.3979 - accuracy: 0.8368\n", "Epoch 370/500\n", "7200/7200 [==============================] - 1s 118us/step - loss: 0.3977 - accuracy: 0.8364\n", "Epoch 371/500\n", "7200/7200 [==============================] - 1s 112us/step - loss: 0.3975 - accuracy: 0.8363\n", "Epoch 372/500\n", "7200/7200 [==============================] - 1s 112us/step - loss: 0.3978 - accuracy: 0.8344\n", "Epoch 373/500\n", "7200/7200 [==============================] - 1s 104us/step - loss: 0.3979 - accuracy: 0.8363\n", "Epoch 374/500\n", "7200/7200 [==============================] - 1s 118us/step - loss: 0.3974 - accuracy: 0.8364\n", "Epoch 375/500\n", "7200/7200 [==============================] - 1s 110us/step - loss: 0.3978 - accuracy: 0.8363\n", "Epoch 376/500\n", "7200/7200 [==============================] - 1s 125us/step - loss: 0.3978 - accuracy: 0.8371\n", "Epoch 377/500\n", "7200/7200 [==============================] - 1s 134us/step - loss: 0.3977 - accuracy: 0.8358\n", "Epoch 378/500\n", "7200/7200 [==============================] - 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loss: 0.3921 - accuracy: 0.8392\n", "Epoch 404/500\n", "7200/7200 [==============================] - 1s 116us/step - loss: 0.3925 - accuracy: 0.8383\n", "Epoch 405/500\n", "7200/7200 [==============================] - 1s 147us/step - loss: 0.3923 - accuracy: 0.8376\n", "Epoch 406/500\n", "7200/7200 [==============================] - 1s 126us/step - loss: 0.3920 - accuracy: 0.8399\n", "Epoch 407/500\n", "7200/7200 [==============================] - 1s 130us/step - loss: 0.3928 - accuracy: 0.8388\n", "Epoch 408/500\n", "7200/7200 [==============================] - 1s 116us/step - loss: 0.3927 - accuracy: 0.8399\n", "Epoch 409/500\n", "7200/7200 [==============================] - 1s 124us/step - loss: 0.3920 - accuracy: 0.8378\n", "Epoch 410/500\n", "7200/7200 [==============================] - 1s 118us/step - loss: 0.3926 - accuracy: 0.8356\n", "Epoch 411/500\n", "7200/7200 [==============================] - 1s 107us/step - loss: 0.3926 - accuracy: 0.8401\n", "Epoch 412/500\n", "7200/7200 [==============================] - 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loss: 0.3318 - accuracy: 0.8644\n", "Epoch 358/500\n", "7200/7200 [==============================] - 1s 113us/step - loss: 0.3325 - accuracy: 0.8622\n", "Epoch 359/500\n", "7200/7200 [==============================] - 1s 118us/step - loss: 0.3318 - accuracy: 0.8632\n", "Epoch 360/500\n", "7200/7200 [==============================] - 1s 110us/step - loss: 0.3323 - accuracy: 0.8667\n", "Epoch 361/500\n", "7200/7200 [==============================] - 1s 100us/step - loss: 0.3318 - accuracy: 0.8644\n", "Epoch 362/500\n", "7200/7200 [==============================] - 1s 102us/step - loss: 0.3317 - accuracy: 0.8625\n", "Epoch 363/500\n", "7200/7200 [==============================] - 1s 104us/step - loss: 0.3328 - accuracy: 0.8646\n", "Epoch 364/500\n", "7200/7200 [==============================] - 1s 109us/step - loss: 0.3321 - accuracy: 0.8622\n", "Epoch 365/500\n", "7200/7200 [==============================] - 1s 112us/step - loss: 0.3318 - accuracy: 0.8640\n", "Epoch 366/500\n", "7200/7200 [==============================] - 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1s 118us/step - loss: 0.3318 - accuracy: 0.8640\n", "Epoch 421/500\n", "7200/7200 [==============================] - 1s 109us/step - loss: 0.3316 - accuracy: 0.8629\n", "Epoch 422/500\n", "7200/7200 [==============================] - 1s 111us/step - loss: 0.3315 - accuracy: 0.8622\n", "Epoch 423/500\n", "7200/7200 [==============================] - 1s 110us/step - loss: 0.3314 - accuracy: 0.8646\n", "Epoch 424/500\n", "7200/7200 [==============================] - 1s 104us/step - loss: 0.3313 - accuracy: 0.8635\n", "Epoch 425/500\n", "7200/7200 [==============================] - 1s 109us/step - loss: 0.3316 - accuracy: 0.8649\n", "Epoch 426/500\n", "7200/7200 [==============================] - 1s 102us/step - loss: 0.3312 - accuracy: 0.8656\n", "Epoch 427/500\n", "7200/7200 [==============================] - 1s 141us/step - loss: 0.3315 - accuracy: 0.8646\n", "Epoch 428/500\n", "7200/7200 [==============================] - 1s 118us/step - loss: 0.3313 - accuracy: 0.8633\n", "Epoch 429/500\n", "7200/7200 [==============================] - 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loss: 0.3316 - accuracy: 0.8651\n", "Epoch 438/500\n", "7200/7200 [==============================] - 1s 107us/step - loss: 0.3315 - accuracy: 0.8633\n", "Epoch 439/500\n", "7200/7200 [==============================] - 1s 117us/step - loss: 0.3320 - accuracy: 0.8639\n", "Epoch 440/500\n", "7200/7200 [==============================] - 1s 106us/step - loss: 0.3322 - accuracy: 0.8642\n", "Epoch 441/500\n", "7200/7200 [==============================] - 1s 116us/step - loss: 0.3319 - accuracy: 0.8656\n", "Epoch 442/500\n", "7200/7200 [==============================] - 1s 113us/step - loss: 0.3313 - accuracy: 0.8632\n", "Epoch 443/500\n", "7200/7200 [==============================] - 1s 100us/step - loss: 0.3312 - accuracy: 0.8650\n", "Epoch 444/500\n", "7200/7200 [==============================] - 1s 131us/step - loss: 0.3320 - accuracy: 0.8650\n", "Epoch 445/500\n", "7200/7200 [==============================] - 1s 144us/step - loss: 0.3318 - accuracy: 0.8642\n", "Epoch 446/500\n", "7200/7200 [==============================] - 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1s 118us/step - loss: 0.3307 - accuracy: 0.8631\n", "Epoch 492/500\n", "7200/7200 [==============================] - 1s 127us/step - loss: 0.3313 - accuracy: 0.8651\n", "Epoch 493/500\n", "7200/7200 [==============================] - 1s 125us/step - loss: 0.3310 - accuracy: 0.8646\n", "Epoch 494/500\n", "7200/7200 [==============================] - 1s 139us/step - loss: 0.3315 - accuracy: 0.8637\n", "Epoch 495/500\n", "7200/7200 [==============================] - 1s 140us/step - loss: 0.3321 - accuracy: 0.8637\n", "Epoch 496/500\n", "7200/7200 [==============================] - 1s 130us/step - loss: 0.3316 - accuracy: 0.8643\n", "Epoch 497/500\n", "7200/7200 [==============================] - 1s 127us/step - loss: 0.3314 - accuracy: 0.8637\n", "Epoch 498/500\n", "7200/7200 [==============================] - 1s 132us/step - loss: 0.3312 - accuracy: 0.8642\n", "Epoch 499/500\n", "7200/7200 [==============================] - 1s 119us/step - loss: 0.3316 - accuracy: 0.8628\n", "Epoch 500/500\n", "7200/7200 [==============================] - 1s 124us/step - loss: 0.3310 - accuracy: 0.8637\n", "Epoch 1/500\n", "7200/7200 [==============================] - 1s 150us/step - loss: 0.5963 - accuracy: 0.7943\n", "Epoch 2/500\n", "7200/7200 [==============================] - 1s 103us/step - loss: 0.4509 - accuracy: 0.7957\n", "Epoch 3/500\n", "7200/7200 [==============================] - 1s 104us/step - loss: 0.4371 - accuracy: 0.7957\n", "Epoch 4/500\n", "7200/7200 [==============================] - 1s 122us/step - loss: 0.4333 - accuracy: 0.7957\n", "Epoch 5/500\n", "7200/7200 [==============================] - 1s 128us/step - loss: 0.4308 - accuracy: 0.7957\n", "Epoch 6/500\n", "7200/7200 [==============================] - 1s 104us/step - loss: 0.4292 - accuracy: 0.7957\n", "Epoch 7/500\n", "7200/7200 [==============================] - 1s 114us/step - loss: 0.4277 - accuracy: 0.7957\n", "Epoch 8/500\n", "7200/7200 [==============================] - 1s 112us/step - loss: 0.4263 - accuracy: 0.7957\n", "Epoch 9/500\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7200/7200 [==============================] - 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1s 116us/step - loss: 0.4015 - accuracy: 0.8351\n", "Epoch 372/500\n", "7200/7200 [==============================] - 1s 117us/step - loss: 0.4015 - accuracy: 0.8360\n", "Epoch 373/500\n", "7200/7200 [==============================] - 1s 128us/step - loss: 0.4014 - accuracy: 0.8350\n", "Epoch 374/500\n", "7200/7200 [==============================] - 1s 119us/step - loss: 0.4012 - accuracy: 0.8354\n", "Epoch 375/500\n", "7200/7200 [==============================] - 1s 144us/step - loss: 0.4014 - accuracy: 0.8364\n", "Epoch 376/500\n", "7200/7200 [==============================] - 1s 126us/step - loss: 0.4011 - accuracy: 0.8343\n", "Epoch 377/500\n", "7200/7200 [==============================] - 1s 126us/step - loss: 0.4007 - accuracy: 0.8363\n", "Epoch 378/500\n", "7200/7200 [==============================] - 1s 123us/step - loss: 0.4012 - accuracy: 0.8356\n", "Epoch 379/500\n", "7200/7200 [==============================] - 1s 101us/step - loss: 0.4014 - accuracy: 0.8357\n", "Epoch 380/500\n", "7200/7200 [==============================] - 1s 123us/step - loss: 0.4012 - accuracy: 0.8363\n", "Epoch 381/500\n", "7200/7200 [==============================] - 1s 119us/step - loss: 0.4013 - accuracy: 0.8350\n", "Epoch 382/500\n", "7200/7200 [==============================] - 1s 126us/step - loss: 0.4016 - accuracy: 0.8364\n", "Epoch 383/500\n", "7200/7200 [==============================] - 1s 126us/step - loss: 0.4012 - accuracy: 0.8353\n", "Epoch 384/500\n", "7200/7200 [==============================] - 1s 112us/step - loss: 0.4013 - accuracy: 0.8350\n", "Epoch 385/500\n", "7200/7200 [==============================] - 1s 133us/step - loss: 0.4010 - accuracy: 0.8357\n", "Epoch 386/500\n", "7200/7200 [==============================] - 1s 101us/step - loss: 0.4015 - accuracy: 0.8354\n", "Epoch 387/500\n", "7200/7200 [==============================] - 1s 113us/step - loss: 0.4016 - accuracy: 0.8350\n", "Epoch 388/500\n", "7200/7200 [==============================] - 1s 109us/step - loss: 0.4013 - accuracy: 0.8360\n", "Epoch 389/500\n", "7200/7200 [==============================] - 1s 105us/step - loss: 0.4014 - accuracy: 0.8347\n", "Epoch 390/500\n", "7200/7200 [==============================] - 1s 121us/step - loss: 0.4016 - accuracy: 0.8363\n", "Epoch 391/500\n", "7200/7200 [==============================] - 1s 122us/step - loss: 0.4015 - accuracy: 0.8351\n", "Epoch 392/500\n", "7200/7200 [==============================] - 1s 120us/step - loss: 0.4013 - accuracy: 0.8357\n", "Epoch 393/500\n", "7200/7200 [==============================] - 1s 129us/step - loss: 0.4014 - accuracy: 0.8356\n", "Epoch 394/500\n", "7200/7200 [==============================] - 1s 134us/step - loss: 0.4014 - accuracy: 0.8353\n", "Epoch 395/500\n", "7200/7200 [==============================] - 1s 113us/step - loss: 0.4014 - accuracy: 0.8364\n", "Epoch 396/500\n", "7200/7200 [==============================] - 1s 113us/step - loss: 0.4008 - accuracy: 0.8357\n", "Epoch 397/500\n", "7200/7200 [==============================] - 1s 101us/step - loss: 0.4008 - accuracy: 0.8356\n", "Epoch 398/500\n", "7200/7200 [==============================] - 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1s 112us/step - loss: 0.4008 - accuracy: 0.8357\n", "Epoch 408/500\n", "7200/7200 [==============================] - 1s 109us/step - loss: 0.4012 - accuracy: 0.8351\n", "Epoch 409/500\n", "7200/7200 [==============================] - 1s 117us/step - loss: 0.4012 - accuracy: 0.8351\n", "Epoch 410/500\n", "7200/7200 [==============================] - 1s 103us/step - loss: 0.4016 - accuracy: 0.8343\n", "Epoch 411/500\n", "7200/7200 [==============================] - 1s 99us/step - loss: 0.4014 - accuracy: 0.8363\n", "Epoch 412/500\n", "7200/7200 [==============================] - 1s 133us/step - loss: 0.4017 - accuracy: 0.8361\n", "Epoch 413/500\n", "7200/7200 [==============================] - 1s 96us/step - loss: 0.4015 - accuracy: 0.8357\n", "Epoch 414/500\n", "7200/7200 [==============================] - 1s 111us/step - loss: 0.4015 - accuracy: 0.8349\n", "Epoch 415/500\n", "7200/7200 [==============================] - 1s 114us/step - loss: 0.4008 - accuracy: 0.8361\n", "Epoch 416/500\n", "7200/7200 [==============================] - 1s 93us/step - loss: 0.4013 - accuracy: 0.8372\n", "Epoch 417/500\n", "7200/7200 [==============================] - 1s 122us/step - loss: 0.4015 - accuracy: 0.8349\n", "Epoch 418/500\n", "7200/7200 [==============================] - 1s 146us/step - loss: 0.4015 - accuracy: 0.8350\n", "Epoch 419/500\n", "7200/7200 [==============================] - 1s 117us/step - loss: 0.4015 - accuracy: 0.8357\n", "Epoch 420/500\n", "7200/7200 [==============================] - 1s 116us/step - loss: 0.4014 - accuracy: 0.8344\n", "Epoch 421/500\n", "7200/7200 [==============================] - 1s 120us/step - loss: 0.4014 - accuracy: 0.8343\n", "Epoch 422/500\n", "7200/7200 [==============================] - 1s 117us/step - loss: 0.4011 - accuracy: 0.8347\n", "Epoch 423/500\n", "7200/7200 [==============================] - 1s 117us/step - loss: 0.4014 - accuracy: 0.8346\n", "Epoch 424/500\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7200/7200 [==============================] - 1s 113us/step - loss: 0.4012 - accuracy: 0.8356\n", "Epoch 425/500\n", "7200/7200 [==============================] - 1s 121us/step - loss: 0.4015 - accuracy: 0.8336\n", "Epoch 426/500\n", "7200/7200 [==============================] - 1s 102us/step - loss: 0.4016 - accuracy: 0.8363\n", "Epoch 427/500\n", "7200/7200 [==============================] - 1s 109us/step - loss: 0.4015 - accuracy: 0.8365\n", "Epoch 428/500\n", "7200/7200 [==============================] - 1s 134us/step - loss: 0.4014 - accuracy: 0.8346\n", "Epoch 429/500\n", "7200/7200 [==============================] - 1s 120us/step - loss: 0.4011 - accuracy: 0.8346\n", "Epoch 430/500\n", "7200/7200 [==============================] - 1s 94us/step - loss: 0.4010 - accuracy: 0.8360\n", "Epoch 431/500\n", "7200/7200 [==============================] - 1s 105us/step - loss: 0.4015 - accuracy: 0.8351\n", "Epoch 432/500\n", "7200/7200 [==============================] - 1s 124us/step - loss: 0.4015 - accuracy: 0.8361\n", "Epoch 433/500\n", "7200/7200 [==============================] - 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1s 123us/step - loss: 0.4013 - accuracy: 0.8353\n", "Epoch 461/500\n", "7200/7200 [==============================] - 1s 127us/step - loss: 0.4013 - accuracy: 0.8368\n", "Epoch 462/500\n", "7200/7200 [==============================] - 1s 118us/step - loss: 0.4014 - accuracy: 0.8364\n", "Epoch 463/500\n", "7200/7200 [==============================] - 1s 112us/step - loss: 0.4009 - accuracy: 0.8367\n", "Epoch 464/500\n", "7200/7200 [==============================] - 1s 117us/step - loss: 0.4012 - accuracy: 0.8356\n", "Epoch 465/500\n", "7200/7200 [==============================] - 1s 123us/step - loss: 0.4016 - accuracy: 0.8379\n", "Epoch 466/500\n", "7200/7200 [==============================] - 1s 123us/step - loss: 0.4012 - accuracy: 0.8353\n", "Epoch 467/500\n", "7200/7200 [==============================] - 1s 127us/step - loss: 0.4017 - accuracy: 0.8365\n", "Epoch 468/500\n", "7200/7200 [==============================] - 1s 102us/step - loss: 0.4016 - accuracy: 0.8354\n", "Epoch 469/500\n", "7200/7200 [==============================] - 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1s 113us/step - loss: 0.4011 - accuracy: 0.8367\n", "Epoch 479/500\n", "7200/7200 [==============================] - 1s 115us/step - loss: 0.4013 - accuracy: 0.8358\n", "Epoch 480/500\n", "7200/7200 [==============================] - 1s 128us/step - loss: 0.4016 - accuracy: 0.8356\n", "Epoch 481/500\n", "7200/7200 [==============================] - 1s 119us/step - loss: 0.4013 - accuracy: 0.8347\n", "Epoch 482/500\n", "7200/7200 [==============================] - 1s 123us/step - loss: 0.4015 - accuracy: 0.8350\n", "Epoch 483/500\n", "7200/7200 [==============================] - 1s 112us/step - loss: 0.4014 - accuracy: 0.8360\n", "Epoch 484/500\n", "7200/7200 [==============================] - 1s 123us/step - loss: 0.4013 - accuracy: 0.8369\n", "Epoch 485/500\n", "7200/7200 [==============================] - 1s 114us/step - loss: 0.4013 - accuracy: 0.8356\n", "Epoch 486/500\n", "7200/7200 [==============================] - 1s 122us/step - loss: 0.4011 - accuracy: 0.8353\n", "Epoch 487/500\n", "7200/7200 [==============================] - 1s 120us/step - loss: 0.4014 - accuracy: 0.8356\n", "Epoch 488/500\n", "7200/7200 [==============================] - 1s 146us/step - loss: 0.4012 - accuracy: 0.8357\n", "Epoch 489/500\n", "7200/7200 [==============================] - 1s 122us/step - loss: 0.4013 - accuracy: 0.8349\n", "Epoch 490/500\n", "7200/7200 [==============================] - 1s 122us/step - loss: 0.4010 - accuracy: 0.8357\n", "Epoch 491/500\n", "7200/7200 [==============================] - 1s 107us/step - loss: 0.4013 - accuracy: 0.8347\n", "Epoch 492/500\n", "7200/7200 [==============================] - 1s 121us/step - loss: 0.4015 - accuracy: 0.8360\n", "Epoch 493/500\n", "7200/7200 [==============================] - 1s 114us/step - loss: 0.4012 - accuracy: 0.8358\n", "Epoch 494/500\n", "7200/7200 [==============================] - 1s 129us/step - loss: 0.4014 - accuracy: 0.8346\n", "Epoch 495/500\n", "7200/7200 [==============================] - 1s 120us/step - loss: 0.4017 - accuracy: 0.8372\n", "Epoch 496/500\n", "7200/7200 [==============================] - 1s 125us/step - loss: 0.4014 - accuracy: 0.8350\n", "Epoch 497/500\n", "7200/7200 [==============================] - 1s 117us/step - loss: 0.4014 - accuracy: 0.8344\n", "Epoch 498/500\n", "7200/7200 [==============================] - 1s 112us/step - loss: 0.4014 - accuracy: 0.8358\n", "Epoch 499/500\n", "7200/7200 [==============================] - 1s 115us/step - loss: 0.4013 - accuracy: 0.8357\n", "Epoch 500/500\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7200/7200 [==============================] - 1s 126us/step - loss: 0.4015 - accuracy: 0.8367\n", "Epoch 1/100\n", "7200/7200 [==============================] - 1s 138us/step - loss: 0.5918 - accuracy: 0.7954\n", "Epoch 2/100\n", "7200/7200 [==============================] - 1s 90us/step - loss: 0.4441 - accuracy: 0.7971\n", "Epoch 3/100\n", "7200/7200 [==============================] - 1s 70us/step - loss: 0.4349 - accuracy: 0.7971\n", "Epoch 4/100\n", "7200/7200 [==============================] - 1s 83us/step - loss: 0.4301 - accuracy: 0.7971\n", "Epoch 5/100\n", "7200/7200 [==============================] - 1s 78us/step - loss: 0.4266 - accuracy: 0.7971\n", "Epoch 6/100\n", "7200/7200 [==============================] - 1s 105us/step - loss: 0.4233 - accuracy: 0.7971\n", "Epoch 7/100\n", "7200/7200 [==============================] - 1s 112us/step - loss: 0.4207 - accuracy: 0.7971\n", "Epoch 8/100\n", "7200/7200 [==============================] - 1s 78us/step - loss: 0.4185 - accuracy: 0.8081\n", "Epoch 9/100\n", "7200/7200 [==============================] - 1s 94us/step - loss: 0.4171 - accuracy: 0.8225\n", "Epoch 10/100\n", "7200/7200 [==============================] - 1s 75us/step - loss: 0.4157 - accuracy: 0.8257\n", "Epoch 11/100\n", "7200/7200 [==============================] - 1s 75us/step - loss: 0.4153 - accuracy: 0.8269\n", "Epoch 12/100\n", "7200/7200 [==============================] - 1s 105us/step - loss: 0.4141 - accuracy: 0.8300\n", "Epoch 13/100\n", "7200/7200 [==============================] - 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accuracy: 0.8318\n", "Epoch 68/100\n", "7200/7200 [==============================] - 1s 118us/step - loss: 0.4043 - accuracy: 0.8324\n", "Epoch 69/100\n", "7200/7200 [==============================] - 1s 77us/step - loss: 0.4041 - accuracy: 0.8333\n", "Epoch 70/100\n", "7200/7200 [==============================] - 1s 83us/step - loss: 0.4047 - accuracy: 0.8318\n", "Epoch 71/100\n", "7200/7200 [==============================] - 1s 90us/step - loss: 0.4037 - accuracy: 0.8324\n", "Epoch 72/100\n", "7200/7200 [==============================] - 0s 66us/step - loss: 0.4046 - accuracy: 0.8328\n", "Epoch 73/100\n", "7200/7200 [==============================] - 2s 321us/step - loss: 0.4041 - accuracy: 0.8329\n", "Epoch 74/100\n", "7200/7200 [==============================] - 1s 90us/step - loss: 0.4044 - accuracy: 0.8326\n", "Epoch 75/100\n", "7200/7200 [==============================] - 1s 116us/step - loss: 0.4042 - accuracy: 0.8331\n", "Epoch 76/100\n", "7200/7200 [==============================] - 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1s 102us/step - loss: 0.4168 - accuracy: 0.8276\n", "Epoch 14/100\n", "7200/7200 [==============================] - 2s 315us/step - loss: 0.4163 - accuracy: 0.8283\n", "Epoch 15/100\n", "7200/7200 [==============================] - 1s 92us/step - loss: 0.4153 - accuracy: 0.8304\n", "Epoch 16/100\n", "7200/7200 [==============================] - 1s 92us/step - loss: 0.4145 - accuracy: 0.8311\n", "Epoch 17/100\n", "7200/7200 [==============================] - 1s 83us/step - loss: 0.4139 - accuracy: 0.8313\n", "Epoch 18/100\n", "7200/7200 [==============================] - 1s 116us/step - loss: 0.4134 - accuracy: 0.8306\n", "Epoch 19/100\n", "7200/7200 [==============================] - 1s 90us/step - loss: 0.4131 - accuracy: 0.8325\n", "Epoch 20/100\n", "7200/7200 [==============================] - 1s 100us/step - loss: 0.4127 - accuracy: 0.8315\n", "Epoch 21/100\n", "7200/7200 [==============================] - 1s 88us/step - loss: 0.4123 - accuracy: 0.8317\n", "Epoch 22/100\n", "7200/7200 [==============================] - 1s 104us/step - loss: 0.4118 - accuracy: 0.8324\n", "Epoch 23/100\n", "7200/7200 [==============================] - 1s 84us/step - loss: 0.4112 - accuracy: 0.8317\n", "Epoch 24/100\n", "7200/7200 [==============================] - 1s 103us/step - loss: 0.4107 - accuracy: 0.8332\n", "Epoch 25/100\n", "7200/7200 [==============================] - 1s 120us/step - loss: 0.4105 - accuracy: 0.8324\n", "Epoch 26/100\n", "7200/7200 [==============================] - 1s 97us/step - loss: 0.4103 - accuracy: 0.8333\n", "Epoch 27/100\n", "7200/7200 [==============================] - 1s 89us/step - loss: 0.4101 - accuracy: 0.8328\n", "Epoch 28/100\n", "7200/7200 [==============================] - 1s 98us/step - loss: 0.4097 - accuracy: 0.8331\n", "Epoch 29/100\n", "7200/7200 [==============================] - 1s 82us/step - loss: 0.4097 - accuracy: 0.8340\n", "Epoch 30/100\n", "7200/7200 [==============================] - 1s 82us/step - loss: 0.4094 - accuracy: 0.8333\n", "Epoch 31/100\n", "7200/7200 [==============================] - 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accuracy: 0.8338\n", "Epoch 40/100\n", "7200/7200 [==============================] - 1s 109us/step - loss: 0.4075 - accuracy: 0.8333\n", "Epoch 41/100\n", "7200/7200 [==============================] - 1s 110us/step - loss: 0.4074 - accuracy: 0.8328\n", "Epoch 42/100\n", "7200/7200 [==============================] - 1s 87us/step - loss: 0.4073 - accuracy: 0.8333\n", "Epoch 43/100\n", "7200/7200 [==============================] - 1s 95us/step - loss: 0.4073 - accuracy: 0.8344\n", "Epoch 44/100\n", "7200/7200 [==============================] - 1s 78us/step - loss: 0.4071 - accuracy: 0.8339\n", "Epoch 45/100\n", "7200/7200 [==============================] - 1s 93us/step - loss: 0.4065 - accuracy: 0.8333\n", "Epoch 46/100\n", "7200/7200 [==============================] - 1s 93us/step - loss: 0.4071 - accuracy: 0.8343\n", "Epoch 47/100\n", "7200/7200 [==============================] - 1s 126us/step - loss: 0.4065 - accuracy: 0.8325\n", "Epoch 48/100\n", "7200/7200 [==============================] - 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1s 83us/step - loss: 0.4581 - accuracy: 0.7971\n", "Epoch 3/100\n", "7200/7200 [==============================] - 1s 91us/step - loss: 0.4402 - accuracy: 0.7971\n", "Epoch 4/100\n", "7200/7200 [==============================] - 0s 66us/step - loss: 0.4352 - accuracy: 0.7971\n", "Epoch 5/100\n", "7200/7200 [==============================] - 1s 74us/step - loss: 0.4321 - accuracy: 0.7971\n", "Epoch 6/100\n", "7200/7200 [==============================] - 1s 85us/step - loss: 0.4294 - accuracy: 0.7971\n", "Epoch 7/100\n", "7200/7200 [==============================] - 1s 80us/step - loss: 0.4267 - accuracy: 0.7971\n", "Epoch 8/100\n", "7200/7200 [==============================] - 1s 95us/step - loss: 0.4242 - accuracy: 0.7971\n", "Epoch 9/100\n", "7200/7200 [==============================] - 1s 83us/step - loss: 0.4220 - accuracy: 0.7971\n", "Epoch 10/100\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7200/7200 [==============================] - 1s 85us/step - loss: 0.4198 - accuracy: 0.8062\n", "Epoch 11/100\n", "7200/7200 [==============================] - 1s 107us/step - loss: 0.4183 - accuracy: 0.8221\n", "Epoch 12/100\n", "7200/7200 [==============================] - 1s 112us/step - loss: 0.4172 - accuracy: 0.8236\n", "Epoch 13/100\n", "7200/7200 [==============================] - 1s 87us/step - loss: 0.4159 - accuracy: 0.8240\n", "Epoch 14/100\n", "7200/7200 [==============================] - 1s 72us/step - loss: 0.4150 - accuracy: 0.8267\n", "Epoch 15/100\n", "7200/7200 [==============================] - 1s 92us/step - loss: 0.4140 - accuracy: 0.8269\n", "Epoch 16/100\n", "7200/7200 [==============================] - 1s 87us/step - loss: 0.4134 - accuracy: 0.8294\n", "Epoch 17/100\n", "7200/7200 [==============================] - 1s 77us/step - loss: 0.4126 - accuracy: 0.8306\n", "Epoch 18/100\n", "7200/7200 [==============================] - 1s 91us/step - loss: 0.4116 - accuracy: 0.8324 0s - loss: 0\n", "Epoch 19/100\n", "7200/7200 [==============================] - 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accuracy: 0.8347\n", "Epoch 22/100\n", "7200/7200 [==============================] - 1s 76us/step - loss: 0.4063 - accuracy: 0.8353\n", "Epoch 23/100\n", "7200/7200 [==============================] - 1s 85us/step - loss: 0.4058 - accuracy: 0.8369\n", "Epoch 24/100\n", "7200/7200 [==============================] - 1s 92us/step - loss: 0.4051 - accuracy: 0.8350\n", "Epoch 25/100\n", "7200/7200 [==============================] - 1s 87us/step - loss: 0.4050 - accuracy: 0.8351\n", "Epoch 26/100\n", "7200/7200 [==============================] - 1s 78us/step - loss: 0.4045 - accuracy: 0.8360\n", "Epoch 27/100\n", "7200/7200 [==============================] - 1s 83us/step - loss: 0.4043 - accuracy: 0.8357\n", "Epoch 28/100\n", "7200/7200 [==============================] - 1s 86us/step - loss: 0.4042 - accuracy: 0.8367\n", "Epoch 29/100\n", "7200/7200 [==============================] - 0s 68us/step - loss: 0.4036 - accuracy: 0.8369\n", "Epoch 30/100\n", "7200/7200 [==============================] - 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loss: 0.3939 - accuracy: 0.8374\n", "Epoch 408/500\n", "7200/7200 [==============================] - 1s 79us/step - loss: 0.3938 - accuracy: 0.8354\n", "Epoch 409/500\n", "7200/7200 [==============================] - 1s 135us/step - loss: 0.3940 - accuracy: 0.8340\n", "Epoch 410/500\n", "7200/7200 [==============================] - 1s 155us/step - loss: 0.3941 - accuracy: 0.8354\n", "Epoch 411/500\n", "7200/7200 [==============================] - 1s 128us/step - loss: 0.3940 - accuracy: 0.8350\n", "Epoch 412/500\n", "7200/7200 [==============================] - 1s 103us/step - loss: 0.3942 - accuracy: 0.8346\n", "Epoch 413/500\n", "7200/7200 [==============================] - 1s 112us/step - loss: 0.3937 - accuracy: 0.8360\n", "Epoch 414/500\n", "7200/7200 [==============================] - 1s 89us/step - loss: 0.3939 - accuracy: 0.8371\n", "Epoch 415/500\n", "7200/7200 [==============================] - 1s 106us/step - loss: 0.3937 - accuracy: 0.8349\n", "Epoch 416/500\n", "7200/7200 [==============================] - 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1s 86us/step - loss: 0.3940 - accuracy: 0.8349\n", "Epoch 480/500\n", "7200/7200 [==============================] - 1s 94us/step - loss: 0.3937 - accuracy: 0.8371\n", "Epoch 481/500\n", "7200/7200 [==============================] - 1s 88us/step - loss: 0.3936 - accuracy: 0.8374\n", "Epoch 482/500\n", "7200/7200 [==============================] - 1s 112us/step - loss: 0.3941 - accuracy: 0.8357\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 483/500\n", "7200/7200 [==============================] - 1s 96us/step - loss: 0.3941 - accuracy: 0.8354\n", "Epoch 484/500\n", "7200/7200 [==============================] - 1s 112us/step - loss: 0.3938 - accuracy: 0.8354\n", "Epoch 485/500\n", "7200/7200 [==============================] - 1s 96us/step - loss: 0.3935 - accuracy: 0.8375\n", "Epoch 486/500\n", "7200/7200 [==============================] - 1s 93us/step - loss: 0.3941 - accuracy: 0.8365\n", "Epoch 487/500\n", "7200/7200 [==============================] - 1s 88us/step - loss: 0.3937 - accuracy: 0.8349\n", "Epoch 488/500\n", "7200/7200 [==============================] - 1s 100us/step - loss: 0.3938 - accuracy: 0.8354\n", "Epoch 489/500\n", "7200/7200 [==============================] - 1s 111us/step - loss: 0.3937 - accuracy: 0.8361\n", "Epoch 490/500\n", "7200/7200 [==============================] - 1s 104us/step - loss: 0.3938 - accuracy: 0.8372\n", "Epoch 491/500\n", "7200/7200 [==============================] - 1s 98us/step - loss: 0.3937 - accuracy: 0.8363\n", "Epoch 492/500\n", "7200/7200 [==============================] - 1s 105us/step - loss: 0.3933 - accuracy: 0.8361\n", "Epoch 493/500\n", "7200/7200 [==============================] - 1s 88us/step - loss: 0.3939 - accuracy: 0.8363\n", "Epoch 494/500\n", "7200/7200 [==============================] - 1s 94us/step - loss: 0.3939 - accuracy: 0.8351\n", "Epoch 495/500\n", "7200/7200 [==============================] - 1s 120us/step - loss: 0.3939 - accuracy: 0.8354\n", "Epoch 496/500\n", "7200/7200 [==============================] - 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1s 108us/step - loss: 0.3900 - accuracy: 0.8207\n", "Epoch 6/500\n", "7200/7200 [==============================] - 1s 104us/step - loss: 0.3787 - accuracy: 0.8257\n", "Epoch 7/500\n", "7200/7200 [==============================] - 1s 87us/step - loss: 0.3688 - accuracy: 0.8433\n", "Epoch 8/500\n", "7200/7200 [==============================] - 1s 114us/step - loss: 0.3612 - accuracy: 0.8544\n", "Epoch 9/500\n", "7200/7200 [==============================] - 1s 97us/step - loss: 0.3558 - accuracy: 0.8550\n", "Epoch 10/500\n", "7200/7200 [==============================] - 1s 89us/step - loss: 0.3514 - accuracy: 0.8567\n", "Epoch 11/500\n", "7200/7200 [==============================] - 1s 99us/step - loss: 0.3487 - accuracy: 0.8582\n", "Epoch 12/500\n", "7200/7200 [==============================] - 1s 90us/step - loss: 0.3464 - accuracy: 0.8606\n", "Epoch 13/500\n", "7200/7200 [==============================] - 1s 76us/step - loss: 0.3450 - accuracy: 0.8599\n", "Epoch 14/500\n", "7200/7200 [==============================] - 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loss: 0.3393 - accuracy: 0.8607\n", "Epoch 492/500\n", "7200/7200 [==============================] - 1s 94us/step - loss: 0.3411 - accuracy: 0.8599\n", "Epoch 493/500\n", "7200/7200 [==============================] - 1s 102us/step - loss: 0.3403 - accuracy: 0.8621\n", "Epoch 494/500\n", "7200/7200 [==============================] - 1s 102us/step - loss: 0.3404 - accuracy: 0.8619\n", "Epoch 495/500\n", "7200/7200 [==============================] - 1s 104us/step - loss: 0.3395 - accuracy: 0.8603\n", "Epoch 496/500\n", "7200/7200 [==============================] - 1s 94us/step - loss: 0.3398 - accuracy: 0.8606\n", "Epoch 497/500\n", "7200/7200 [==============================] - 1s 100us/step - loss: 0.3406 - accuracy: 0.8599\n", "Epoch 498/500\n", "7200/7200 [==============================] - 1s 121us/step - loss: 0.3403 - accuracy: 0.8587\n", "Epoch 499/500\n", "7200/7200 [==============================] - 1s 94us/step - loss: 0.3403 - accuracy: 0.8601\n", "Epoch 500/500\n", "7200/7200 [==============================] - 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loss: 0.3963 - accuracy: 0.8349\n", "Epoch 294/500\n", "7200/7200 [==============================] - 1s 83us/step - loss: 0.3967 - accuracy: 0.8369\n", "Epoch 295/500\n", "7200/7200 [==============================] - 1s 74us/step - loss: 0.3965 - accuracy: 0.8361\n", "Epoch 296/500\n", "7200/7200 [==============================] - 1s 82us/step - loss: 0.3963 - accuracy: 0.8375\n", "Epoch 297/500\n", "7200/7200 [==============================] - 1s 129us/step - loss: 0.3964 - accuracy: 0.8367\n", "Epoch 298/500\n", "7200/7200 [==============================] - 1s 94us/step - loss: 0.3965 - accuracy: 0.8360\n", "Epoch 299/500\n", "7200/7200 [==============================] - 1s 95us/step - loss: 0.3963 - accuracy: 0.8357\n", "Epoch 300/500\n", "7200/7200 [==============================] - 1s 106us/step - loss: 0.3966 - accuracy: 0.8353\n", "Epoch 301/500\n", "7200/7200 [==============================] - 1s 102us/step - loss: 0.3967 - accuracy: 0.8372\n", "Epoch 302/500\n", "7200/7200 [==============================] - 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loss: 0.3963 - accuracy: 0.8364\n", "Epoch 374/500\n", "7200/7200 [==============================] - 1s 94us/step - loss: 0.3964 - accuracy: 0.8367\n", "Epoch 375/500\n", "7200/7200 [==============================] - 1s 87us/step - loss: 0.3964 - accuracy: 0.8368\n", "Epoch 376/500\n", "7200/7200 [==============================] - 1s 93us/step - loss: 0.3964 - accuracy: 0.8371\n", "Epoch 377/500\n", "7200/7200 [==============================] - 1s 86us/step - loss: 0.3960 - accuracy: 0.8363\n", "Epoch 378/500\n", "7200/7200 [==============================] - 1s 83us/step - loss: 0.3965 - accuracy: 0.8353\n", "Epoch 379/500\n", "7200/7200 [==============================] - 1s 103us/step - loss: 0.3963 - accuracy: 0.8365\n", "Epoch 380/500\n", "7200/7200 [==============================] - 1s 83us/step - loss: 0.3960 - accuracy: 0.8364\n", "Epoch 381/500\n", "7200/7200 [==============================] - 1s 95us/step - loss: 0.3967 - accuracy: 0.8379\n", "Epoch 382/500\n", "7200/7200 [==============================] - 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1s 78us/step - loss: 0.3961 - accuracy: 0.8361\n", "Epoch 437/500\n", "7200/7200 [==============================] - 1s 78us/step - loss: 0.3961 - accuracy: 0.8368 0s - loss: 0.4087 \n", "Epoch 438/500\n", "7200/7200 [==============================] - 1s 90us/step - loss: 0.3959 - accuracy: 0.8376\n", "Epoch 439/500\n", "7200/7200 [==============================] - 1s 90us/step - loss: 0.3962 - accuracy: 0.8353\n", "Epoch 440/500\n", "7200/7200 [==============================] - 1s 84us/step - loss: 0.3962 - accuracy: 0.8371\n", "Epoch 441/500\n", "7200/7200 [==============================] - 1s 92us/step - loss: 0.3961 - accuracy: 0.8381\n", "Epoch 442/500\n", "7200/7200 [==============================] - 1s 86us/step - loss: 0.3961 - accuracy: 0.8369\n", "Epoch 443/500\n", "7200/7200 [==============================] - 1s 91us/step - loss: 0.3962 - accuracy: 0.8358\n", "Epoch 444/500\n", "7200/7200 [==============================] - 1s 71us/step - loss: 0.3960 - accuracy: 0.8365\n", "Epoch 445/500\n", "7200/7200 [==============================] - 1s 83us/step - loss: 0.3964 - accuracy: 0.8367\n", "Epoch 446/500\n", "7200/7200 [==============================] - 1s 90us/step - loss: 0.3966 - accuracy: 0.8364\n", "Epoch 447/500\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7200/7200 [==============================] - 1s 87us/step - loss: 0.3959 - accuracy: 0.8367\n", "Epoch 448/500\n", "7200/7200 [==============================] - 1s 90us/step - loss: 0.3964 - accuracy: 0.8353\n", "Epoch 449/500\n", "7200/7200 [==============================] - 1s 89us/step - loss: 0.3961 - accuracy: 0.8357\n", "Epoch 450/500\n", "7200/7200 [==============================] - 1s 90us/step - loss: 0.3963 - accuracy: 0.8365\n", "Epoch 451/500\n", "7200/7200 [==============================] - 1s 81us/step - loss: 0.3962 - accuracy: 0.8371\n", "Epoch 452/500\n", "7200/7200 [==============================] - 1s 87us/step - loss: 0.3960 - accuracy: 0.8371\n", "Epoch 453/500\n", "7200/7200 [==============================] - 1s 82us/step - loss: 0.3961 - accuracy: 0.8371\n", "Epoch 454/500\n", "7200/7200 [==============================] - 1s 89us/step - loss: 0.3963 - accuracy: 0.8372\n", "Epoch 455/500\n", "7200/7200 [==============================] - 1s 130us/step - loss: 0.3960 - accuracy: 0.8351\n", "Epoch 456/500\n", "7200/7200 [==============================] - 1s 94us/step - loss: 0.3965 - accuracy: 0.8375\n", "Epoch 457/500\n", "7200/7200 [==============================] - 1s 77us/step - loss: 0.3963 - accuracy: 0.8363\n", "Epoch 458/500\n", "7200/7200 [==============================] - 1s 96us/step - loss: 0.3962 - accuracy: 0.8356\n", "Epoch 459/500\n", "7200/7200 [==============================] - 1s 75us/step - loss: 0.3963 - accuracy: 0.8361\n", "Epoch 460/500\n", "7200/7200 [==============================] - 1s 97us/step - loss: 0.3962 - accuracy: 0.8379\n", "Epoch 461/500\n", "7200/7200 [==============================] - 1s 94us/step - loss: 0.3961 - accuracy: 0.8376\n", "Epoch 462/500\n", "7200/7200 [==============================] - 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1s 96us/step - loss: 0.3960 - accuracy: 0.8353\n", "Epoch 499/500\n", "7200/7200 [==============================] - 1s 99us/step - loss: 0.3963 - accuracy: 0.8367\n", "Epoch 500/500\n", "7200/7200 [==============================] - 1s 85us/step - loss: 0.3959 - accuracy: 0.8353 0s - loss: 0.4\n", "Epoch 1/500\n", "7200/7200 [==============================] - 1s 132us/step - loss: 0.5682 - accuracy: 0.7928\n", "Epoch 2/500\n", "7200/7200 [==============================] - 1s 86us/step - loss: 0.4454 - accuracy: 0.7937\n", "Epoch 3/500\n", "7200/7200 [==============================] - 1s 95us/step - loss: 0.4384 - accuracy: 0.7937\n", "Epoch 4/500\n", "7200/7200 [==============================] - 1s 82us/step - loss: 0.4353 - accuracy: 0.7937\n", "Epoch 5/500\n", "7200/7200 [==============================] - 1s 90us/step - loss: 0.4329 - accuracy: 0.7937\n", "Epoch 6/500\n", "7200/7200 [==============================] - 1s 103us/step - loss: 0.4299 - accuracy: 0.7937\n", "Epoch 7/500\n", "7200/7200 [==============================] - 1s 81us/step - loss: 0.4268 - accuracy: 0.7937\n", "Epoch 8/500\n", "7200/7200 [==============================] - 1s 114us/step - loss: 0.4243 - accuracy: 0.7965\n", "Epoch 9/500\n", "7200/7200 [==============================] - 1s 120us/step - loss: 0.4227 - accuracy: 0.8188\n", "Epoch 10/500\n", "7200/7200 [==============================] - 1s 94us/step - loss: 0.4209 - accuracy: 0.8218\n", "Epoch 11/500\n", "7200/7200 [==============================] - 1s 95us/step - loss: 0.4200 - accuracy: 0.8239\n", "Epoch 12/500\n", "7200/7200 [==============================] - 1s 93us/step - loss: 0.4186 - accuracy: 0.8253\n", "Epoch 13/500\n", "7200/7200 [==============================] - 1s 89us/step - loss: 0.4178 - accuracy: 0.8276\n", "Epoch 14/500\n", "7200/7200 [==============================] - 1s 89us/step - loss: 0.4167 - accuracy: 0.8289\n", "Epoch 15/500\n", "7200/7200 [==============================] - 1s 106us/step - loss: 0.4164 - accuracy: 0.8286\n", "Epoch 16/500\n", "7200/7200 [==============================] - 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accuracy: 0.8335\n", "Epoch 25/500\n", "7200/7200 [==============================] - 1s 88us/step - loss: 0.4112 - accuracy: 0.8324\n", "Epoch 26/500\n", "7200/7200 [==============================] - 1s 85us/step - loss: 0.4109 - accuracy: 0.8325\n", "Epoch 27/500\n", "7200/7200 [==============================] - 1s 105us/step - loss: 0.4107 - accuracy: 0.8332\n", "Epoch 28/500\n", "7200/7200 [==============================] - 1s 88us/step - loss: 0.4101 - accuracy: 0.8319\n", "Epoch 29/500\n", "7200/7200 [==============================] - 1s 109us/step - loss: 0.4100 - accuracy: 0.8329\n", "Epoch 30/500\n", "7200/7200 [==============================] - 1s 100us/step - loss: 0.4097 - accuracy: 0.8332\n", "Epoch 31/500\n", "7200/7200 [==============================] - 1s 99us/step - loss: 0.4095 - accuracy: 0.8335\n", "Epoch 32/500\n", "7200/7200 [==============================] - 1s 84us/step - loss: 0.4092 - accuracy: 0.8340\n", "Epoch 33/500\n", "7200/7200 [==============================] - 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loss: 0.4021 - accuracy: 0.8349\n", "Epoch 487/500\n", "7200/7200 [==============================] - 1s 99us/step - loss: 0.4021 - accuracy: 0.8339\n", "Epoch 488/500\n", "7200/7200 [==============================] - 1s 97us/step - loss: 0.4023 - accuracy: 0.8339\n", "Epoch 489/500\n", "7200/7200 [==============================] - 1s 103us/step - loss: 0.4019 - accuracy: 0.8335\n", "Epoch 490/500\n", "7200/7200 [==============================] - 1s 97us/step - loss: 0.4026 - accuracy: 0.8340\n", "Epoch 491/500\n", "7200/7200 [==============================] - 1s 135us/step - loss: 0.4019 - accuracy: 0.8336\n", "Epoch 492/500\n", "7200/7200 [==============================] - 1s 101us/step - loss: 0.4024 - accuracy: 0.8336\n", "Epoch 493/500\n", "7200/7200 [==============================] - 1s 97us/step - loss: 0.4019 - accuracy: 0.8338\n", "Epoch 494/500\n", "7200/7200 [==============================] - 1s 103us/step - loss: 0.4025 - accuracy: 0.8329\n", "Epoch 495/500\n", "7200/7200 [==============================] - 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loss: 0.3986 - accuracy: 0.8361\n", "Epoch 298/500\n", "7200/7200 [==============================] - 1s 107us/step - loss: 0.3988 - accuracy: 0.8353\n", "Epoch 299/500\n", "7200/7200 [==============================] - 1s 114us/step - loss: 0.3989 - accuracy: 0.8365\n", "Epoch 300/500\n", "7200/7200 [==============================] - 1s 117us/step - loss: 0.3988 - accuracy: 0.8364\n", "Epoch 301/500\n", "7200/7200 [==============================] - 1s 114us/step - loss: 0.3988 - accuracy: 0.8357\n", "Epoch 302/500\n", "7200/7200 [==============================] - 1s 120us/step - loss: 0.3987 - accuracy: 0.8351\n", "Epoch 303/500\n", "7200/7200 [==============================] - 1s 117us/step - loss: 0.3990 - accuracy: 0.8368\n", "Epoch 304/500\n", "7200/7200 [==============================] - 1s 110us/step - loss: 0.3986 - accuracy: 0.8363\n", "Epoch 305/500\n", "7200/7200 [==============================] - 1s 99us/step - loss: 0.3987 - accuracy: 0.8358\n", "Epoch 306/500\n", "7200/7200 [==============================] - 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loss: 0.3989 - accuracy: 0.8374\n", "Epoch 332/500\n", "7200/7200 [==============================] - 1s 88us/step - loss: 0.3989 - accuracy: 0.8368\n", "Epoch 333/500\n", "7200/7200 [==============================] - 1s 95us/step - loss: 0.3986 - accuracy: 0.8360\n", "Epoch 334/500\n", "7200/7200 [==============================] - 1s 103us/step - loss: 0.3992 - accuracy: 0.8375\n", "Epoch 335/500\n", "7200/7200 [==============================] - 1s 115us/step - loss: 0.3985 - accuracy: 0.8371\n", "Epoch 336/500\n", "7200/7200 [==============================] - 1s 82us/step - loss: 0.3988 - accuracy: 0.8360\n", "Epoch 337/500\n", "7200/7200 [==============================] - 1s 92us/step - loss: 0.3987 - accuracy: 0.8353\n", "Epoch 338/500\n", "7200/7200 [==============================] - 1s 106us/step - loss: 0.3986 - accuracy: 0.8360\n", "Epoch 339/500\n", "7200/7200 [==============================] - 1s 78us/step - loss: 0.3989 - accuracy: 0.8356\n", "Epoch 340/500\n", "7200/7200 [==============================] - 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loss: 0.3991 - accuracy: 0.8360\n", "Epoch 492/500\n", "7200/7200 [==============================] - 1s 79us/step - loss: 0.3986 - accuracy: 0.8349\n", "Epoch 493/500\n", "7200/7200 [==============================] - 1s 74us/step - loss: 0.3988 - accuracy: 0.8356\n", "Epoch 494/500\n", "7200/7200 [==============================] - 1s 127us/step - loss: 0.3987 - accuracy: 0.8367\n", "Epoch 495/500\n", "7200/7200 [==============================] - 1s 101us/step - loss: 0.3986 - accuracy: 0.8360\n", "Epoch 496/500\n", "7200/7200 [==============================] - 1s 110us/step - loss: 0.3985 - accuracy: 0.8358\n", "Epoch 497/500\n", "7200/7200 [==============================] - 1s 101us/step - loss: 0.3990 - accuracy: 0.8358\n", "Epoch 498/500\n", "7200/7200 [==============================] - 1s 115us/step - loss: 0.3992 - accuracy: 0.8367\n", "Epoch 499/500\n", "7200/7200 [==============================] - 1s 98us/step - loss: 0.3987 - accuracy: 0.8356\n", "Epoch 500/500\n", "7200/7200 [==============================] - 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loss: 0.3259 - accuracy: 0.8674\n", "Epoch 486/500\n", "7200/7200 [==============================] - 1s 77us/step - loss: 0.3254 - accuracy: 0.8656\n", "Epoch 487/500\n", "7200/7200 [==============================] - 1s 93us/step - loss: 0.3261 - accuracy: 0.8664\n", "Epoch 488/500\n", "7200/7200 [==============================] - 1s 96us/step - loss: 0.3257 - accuracy: 0.8651\n", "Epoch 489/500\n", "7200/7200 [==============================] - 1s 127us/step - loss: 0.3257 - accuracy: 0.8644\n", "Epoch 490/500\n", "7200/7200 [==============================] - 1s 104us/step - loss: 0.3258 - accuracy: 0.8671\n", "Epoch 491/500\n", "7200/7200 [==============================] - 1s 107us/step - loss: 0.3259 - accuracy: 0.8650\n", "Epoch 492/500\n", "7200/7200 [==============================] - 1s 93us/step - loss: 0.3258 - accuracy: 0.8665\n", "Epoch 493/500\n", "7200/7200 [==============================] - 1s 86us/step - loss: 0.3254 - accuracy: 0.8654\n", "Epoch 494/500\n", "7200/7200 [==============================] - 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1s 115us/step - loss: 0.5714 - accuracy: 0.7971\n", "Epoch 2/500\n", "7200/7200 [==============================] - 1s 80us/step - loss: 0.4459 - accuracy: 0.7971\n", "Epoch 3/500\n", "7200/7200 [==============================] - 1s 83us/step - loss: 0.4367 - accuracy: 0.7971\n", "Epoch 4/500\n", "7200/7200 [==============================] - 1s 75us/step - loss: 0.4324 - accuracy: 0.7971\n", "Epoch 5/500\n", "7200/7200 [==============================] - 1s 86us/step - loss: 0.4300 - accuracy: 0.7971\n", "Epoch 6/500\n", "7200/7200 [==============================] - 1s 93us/step - loss: 0.4270 - accuracy: 0.7971\n", "Epoch 7/500\n", "7200/7200 [==============================] - 1s 80us/step - loss: 0.4241 - accuracy: 0.7971\n", "Epoch 8/500\n", "7200/7200 [==============================] - 1s 94us/step - loss: 0.4214 - accuracy: 0.8081\n", "Epoch 9/500\n", "7200/7200 [==============================] - 1s 89us/step - loss: 0.4191 - accuracy: 0.8238\n", "Epoch 10/500\n", "7200/7200 [==============================] - 1s 78us/step - loss: 0.4178 - accuracy: 0.8233\n", "Epoch 11/500\n", "7200/7200 [==============================] - 1s 84us/step - loss: 0.4167 - accuracy: 0.8247\n", "Epoch 12/500\n", "7200/7200 [==============================] - 1s 105us/step - loss: 0.4155 - accuracy: 0.8257\n", "Epoch 13/500\n", "7200/7200 [==============================] - 1s 102us/step - loss: 0.4148 - accuracy: 0.8283\n", "Epoch 14/500\n", "7200/7200 [==============================] - 1s 95us/step - loss: 0.4138 - accuracy: 0.8307\n", "Epoch 15/500\n", "7200/7200 [==============================] - 1s 90us/step - loss: 0.4131 - accuracy: 0.8311\n", "Epoch 16/500\n", "7200/7200 [==============================] - 1s 81us/step - loss: 0.4124 - accuracy: 0.8310\n", "Epoch 17/500\n", "7200/7200 [==============================] - 1s 92us/step - loss: 0.4120 - accuracy: 0.8311\n", "Epoch 18/500\n", "7200/7200 [==============================] - 1s 97us/step - loss: 0.4113 - accuracy: 0.8317\n", "Epoch 19/500\n", "7200/7200 [==============================] - 1s 89us/step - loss: 0.4108 - accuracy: 0.8328\n", "Epoch 20/500\n", "7200/7200 [==============================] - 1s 97us/step - loss: 0.4104 - accuracy: 0.8331\n", "Epoch 21/500\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7200/7200 [==============================] - 1s 108us/step - loss: 0.4100 - accuracy: 0.8326\n", "Epoch 22/500\n", "7200/7200 [==============================] - 1s 103us/step - loss: 0.4093 - accuracy: 0.8338\n", "Epoch 23/500\n", "7200/7200 [==============================] - 1s 92us/step - loss: 0.4084 - accuracy: 0.8356\n", "Epoch 24/500\n", "7200/7200 [==============================] - 1s 107us/step - loss: 0.4081 - accuracy: 0.8342\n", "Epoch 25/500\n", "7200/7200 [==============================] - 1s 84us/step - loss: 0.4078 - accuracy: 0.8340\n", "Epoch 26/500\n", "7200/7200 [==============================] - 1s 98us/step - loss: 0.4071 - accuracy: 0.8357\n", "Epoch 27/500\n", "7200/7200 [==============================] - 1s 88us/step - loss: 0.4071 - 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loss: 0.3932 - accuracy: 0.8383\n", "Epoch 374/500\n", "7200/7200 [==============================] - 1s 99us/step - loss: 0.3933 - accuracy: 0.8379\n", "Epoch 375/500\n", "7200/7200 [==============================] - ETA: 0s - loss: 0.3910 - accuracy: 0.83 - 1s 93us/step - loss: 0.3931 - accuracy: 0.8375\n", "Epoch 376/500\n", "7200/7200 [==============================] - 1s 74us/step - loss: 0.3930 - accuracy: 0.8376\n", "Epoch 377/500\n", "7200/7200 [==============================] - 1s 97us/step - loss: 0.3930 - accuracy: 0.8382\n", "Epoch 378/500\n", "7200/7200 [==============================] - 1s 93us/step - loss: 0.3932 - accuracy: 0.8379\n", "Epoch 379/500\n", "7200/7200 [==============================] - 1s 87us/step - loss: 0.3931 - accuracy: 0.8379\n", "Epoch 380/500\n", "7200/7200 [==============================] - 1s 104us/step - loss: 0.3931 - accuracy: 0.8374\n", "Epoch 381/500\n", "7200/7200 [==============================] - 1s 88us/step - loss: 0.3930 - accuracy: 0.8389\n", "Epoch 382/500\n", "7200/7200 [==============================] - 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1s 100us/step - loss: 0.4288 - accuracy: 0.7937\n", "Epoch 12/500\n", "7200/7200 [==============================] - 1s 90us/step - loss: 0.4266 - accuracy: 0.7937\n", "Epoch 13/500\n", "7200/7200 [==============================] - 1s 100us/step - loss: 0.4243 - accuracy: 0.8099\n", "Epoch 14/500\n", "7200/7200 [==============================] - 1s 90us/step - loss: 0.4225 - accuracy: 0.8199\n", "Epoch 15/500\n", "7200/7200 [==============================] - 1s 84us/step - loss: 0.4211 - accuracy: 0.8224\n", "Epoch 16/500\n", "7200/7200 [==============================] - 1s 104us/step - loss: 0.4197 - accuracy: 0.8247\n", "Epoch 17/500\n", "7200/7200 [==============================] - 1s 109us/step - loss: 0.4186 - accuracy: 0.8253\n", "Epoch 18/500\n", "7200/7200 [==============================] - 1s 91us/step - loss: 0.4175 - accuracy: 0.8264\n", "Epoch 19/500\n", "7200/7200 [==============================] - 1s 104us/step - loss: 0.4167 - accuracy: 0.8290\n", "Epoch 20/500\n", "7200/7200 [==============================] - 1s 96us/step - loss: 0.4159 - accuracy: 0.8292\n", "Epoch 21/500\n", "7200/7200 [==============================] - 1s 107us/step - loss: 0.4149 - accuracy: 0.8310\n", "Epoch 22/500\n", "7200/7200 [==============================] - 1s 98us/step - loss: 0.4148 - accuracy: 0.8313\n", "Epoch 23/500\n", "7200/7200 [==============================] - 1s 85us/step - loss: 0.4141 - accuracy: 0.8321\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 24/500\n", "7200/7200 [==============================] - 1s 105us/step - loss: 0.4136 - accuracy: 0.8322\n", "Epoch 25/500\n", "7200/7200 [==============================] - 1s 96us/step - loss: 0.4131 - accuracy: 0.8328\n", "Epoch 26/500\n", "7200/7200 [==============================] - 1s 85us/step - loss: 0.4125 - accuracy: 0.8321\n", "Epoch 27/500\n", "7200/7200 [==============================] - 1s 95us/step - loss: 0.4124 - accuracy: 0.8326\n", "Epoch 28/500\n", "7200/7200 [==============================] - 1s 113us/step - loss: 0.4119 - accuracy: 0.8331\n", "Epoch 29/500\n", "7200/7200 [==============================] - 1s 115us/step - loss: 0.4116 - accuracy: 0.8343\n", "Epoch 30/500\n", "7200/7200 [==============================] - 1s 105us/step - loss: 0.4111 - accuracy: 0.8331\n", "Epoch 31/500\n", "7200/7200 [==============================] - 1s 103us/step - loss: 0.4105 - accuracy: 0.8322\n", "Epoch 32/500\n", "7200/7200 [==============================] - 1s 84us/step - loss: 0.4109 - accuracy: 0.8338\n", "Epoch 33/500\n", "7200/7200 [==============================] - 1s 85us/step - loss: 0.4104 - accuracy: 0.8335\n", "Epoch 34/500\n", "7200/7200 [==============================] - 1s 92us/step - loss: 0.4101 - accuracy: 0.8344\n", "Epoch 35/500\n", "7200/7200 [==============================] - 1s 87us/step - loss: 0.4097 - accuracy: 0.8342\n", "Epoch 36/500\n", "7200/7200 [==============================] - 1s 106us/step - loss: 0.4094 - accuracy: 0.8336\n", "Epoch 37/500\n", "7200/7200 [==============================] - 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loss: 0.3420 - accuracy: 0.8643\n", "Epoch 373/500\n", "7200/7200 [==============================] - 1s 96us/step - loss: 0.3417 - accuracy: 0.8631\n", "Epoch 374/500\n", "7200/7200 [==============================] - 1s 116us/step - loss: 0.3413 - accuracy: 0.8642\n", "Epoch 375/500\n", "7200/7200 [==============================] - 1s 76us/step - loss: 0.3412 - accuracy: 0.8640\n", "Epoch 376/500\n", "7200/7200 [==============================] - 1s 86us/step - loss: 0.3416 - accuracy: 0.8622\n", "Epoch 377/500\n", "7200/7200 [==============================] - 1s 89us/step - loss: 0.3410 - accuracy: 0.8636\n", "Epoch 378/500\n", "7200/7200 [==============================] - 1s 78us/step - loss: 0.3410 - accuracy: 0.8619\n", "Epoch 379/500\n", "7200/7200 [==============================] - 1s 85us/step - loss: 0.3409 - accuracy: 0.8626\n", "Epoch 380/500\n", "7200/7200 [==============================] - 1s 91us/step - loss: 0.3407 - accuracy: 0.8628\n", "Epoch 381/500\n", "7200/7200 [==============================] - 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loss: 0.3347 - accuracy: 0.8654\n", "Epoch 453/500\n", "7200/7200 [==============================] - 1s 83us/step - loss: 0.3346 - accuracy: 0.8650\n", "Epoch 454/500\n", "7200/7200 [==============================] - 1s 79us/step - loss: 0.3348 - accuracy: 0.8646\n", "Epoch 455/500\n", "7200/7200 [==============================] - 1s 75us/step - loss: 0.3345 - accuracy: 0.8661\n", "Epoch 456/500\n", "7200/7200 [==============================] - 1s 87us/step - loss: 0.3347 - accuracy: 0.8640\n", "Epoch 457/500\n", "7200/7200 [==============================] - 1s 91us/step - loss: 0.3336 - accuracy: 0.8649\n", "Epoch 458/500\n", "7200/7200 [==============================] - 1s 90us/step - loss: 0.3346 - accuracy: 0.8653\n", "Epoch 459/500\n", "7200/7200 [==============================] - 1s 89us/step - loss: 0.3343 - accuracy: 0.8640\n", "Epoch 460/500\n", "7200/7200 [==============================] - 1s 91us/step - loss: 0.3338 - accuracy: 0.8646\n", "Epoch 461/500\n", "7200/7200 [==============================] - 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0s 69us/step - loss: 0.4011 - accuracy: 0.8350\n", "Epoch 49/500\n", "7200/7200 [==============================] - 1s 85us/step - loss: 0.4008 - accuracy: 0.8357\n", "Epoch 50/500\n", "7200/7200 [==============================] - 1s 95us/step - loss: 0.4009 - accuracy: 0.8361\n", "Epoch 51/500\n", "7200/7200 [==============================] - 1s 89us/step - loss: 0.4008 - accuracy: 0.8360\n", "Epoch 52/500\n", "7200/7200 [==============================] - 1s 89us/step - loss: 0.4006 - accuracy: 0.8365\n", "Epoch 53/500\n", "7200/7200 [==============================] - 2s 302us/step - loss: 0.4004 - accuracy: 0.8357\n", "Epoch 54/500\n", "7200/7200 [==============================] - 1s 100us/step - loss: 0.4002 - accuracy: 0.8353\n", "Epoch 55/500\n", "7200/7200 [==============================] - 1s 94us/step - loss: 0.4003 - accuracy: 0.8371\n", "Epoch 56/500\n", "7200/7200 [==============================] - 1s 106us/step - loss: 0.4001 - accuracy: 0.8360\n", "Epoch 57/500\n", "7200/7200 [==============================] - 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loss: 0.3311 - accuracy: 0.8631\n", "Epoch 421/500\n", "7200/7200 [==============================] - 1s 103us/step - loss: 0.3299 - accuracy: 0.8640\n", "Epoch 422/500\n", "7200/7200 [==============================] - 1s 95us/step - loss: 0.3306 - accuracy: 0.8650\n", "Epoch 423/500\n", "7200/7200 [==============================] - 1s 84us/step - loss: 0.3306 - accuracy: 0.8637\n", "Epoch 424/500\n", "7200/7200 [==============================] - 1s 72us/step - loss: 0.3304 - accuracy: 0.8635\n", "Epoch 425/500\n", "7200/7200 [==============================] - 1s 75us/step - loss: 0.3302 - accuracy: 0.8658\n", "Epoch 426/500\n", "7200/7200 [==============================] - 1s 75us/step - loss: 0.3306 - accuracy: 0.8651\n", "Epoch 427/500\n", "7200/7200 [==============================] - 1s 78us/step - loss: 0.3309 - accuracy: 0.8640\n", "Epoch 428/500\n", "7200/7200 [==============================] - 1s 78us/step - loss: 0.3310 - accuracy: 0.8632\n", "Epoch 429/500\n", "7200/7200 [==============================] - 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loss: 0.3301 - accuracy: 0.8658\n", "Epoch 492/500\n", "7200/7200 [==============================] - 1s 83us/step - loss: 0.3304 - accuracy: 0.8632\n", "Epoch 493/500\n", "7200/7200 [==============================] - 1s 88us/step - loss: 0.3306 - accuracy: 0.8624\n", "Epoch 494/500\n", "7200/7200 [==============================] - 1s 80us/step - loss: 0.3300 - accuracy: 0.8637\n", "Epoch 495/500\n", "7200/7200 [==============================] - 1s 81us/step - loss: 0.3297 - accuracy: 0.8644\n", "Epoch 496/500\n", "7200/7200 [==============================] - 1s 94us/step - loss: 0.3302 - accuracy: 0.8651\n", "Epoch 497/500\n", "7200/7200 [==============================] - 1s 106us/step - loss: 0.3302 - accuracy: 0.8635\n", "Epoch 498/500\n", "7200/7200 [==============================] - 1s 74us/step - loss: 0.3306 - accuracy: 0.8650\n", "Epoch 499/500\n", "7200/7200 [==============================] - 1s 101us/step - loss: 0.3301 - accuracy: 0.8631\n", "Epoch 500/500\n", "7200/7200 [==============================] - 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loss: 0.4012 - accuracy: 0.8342\n", "Epoch 384/500\n", "7200/7200 [==============================] - 1s 86us/step - loss: 0.4014 - accuracy: 0.8340\n", "Epoch 385/500\n", "7200/7200 [==============================] - 1s 76us/step - loss: 0.4014 - accuracy: 0.8342\n", "Epoch 386/500\n", "7200/7200 [==============================] - 1s 90us/step - loss: 0.4015 - accuracy: 0.8331\n", "Epoch 387/500\n", "7200/7200 [==============================] - 1s 97us/step - loss: 0.4012 - accuracy: 0.8329\n", "Epoch 388/500\n", "7200/7200 [==============================] - 1s 98us/step - loss: 0.4014 - accuracy: 0.8332\n", "Epoch 389/500\n", "7200/7200 [==============================] - 1s 80us/step - loss: 0.4014 - accuracy: 0.8349\n", "Epoch 390/500\n", "7200/7200 [==============================] - 1s 96us/step - loss: 0.4010 - accuracy: 0.8353\n", "Epoch 391/500\n", "7200/7200 [==============================] - 1s 80us/step - loss: 0.4012 - accuracy: 0.8333\n", "Epoch 392/500\n", "7200/7200 [==============================] - 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1s 124us/step - loss: 0.3933 - accuracy: 0.8366\n", "Epoch 400/500\n", "8000/8000 [==============================] - 1s 120us/step - loss: 0.3929 - accuracy: 0.8350\n", "Epoch 401/500\n", "8000/8000 [==============================] - 1s 113us/step - loss: 0.3933 - accuracy: 0.8365\n", "Epoch 402/500\n", "8000/8000 [==============================] - 1s 164us/step - loss: 0.3933 - accuracy: 0.8384\n", "Epoch 403/500\n", "8000/8000 [==============================] - 1s 128us/step - loss: 0.3931 - accuracy: 0.8363\n", "Epoch 404/500\n", "8000/8000 [==============================] - 1s 145us/step - loss: 0.3929 - accuracy: 0.8361\n", "Epoch 405/500\n", "8000/8000 [==============================] - 1s 89us/step - loss: 0.3928 - accuracy: 0.8360\n", "Epoch 406/500\n", "8000/8000 [==============================] - 1s 138us/step - loss: 0.3929 - accuracy: 0.8363\n", "Epoch 407/500\n", "8000/8000 [==============================] - 1s 116us/step - loss: 0.3930 - accuracy: 0.8356\n", "Epoch 408/500\n", "8000/8000 [==============================] - 1s 129us/step - loss: 0.3926 - accuracy: 0.8367\n", "Epoch 409/500\n", "8000/8000 [==============================] - 1s 138us/step - loss: 0.3931 - accuracy: 0.8346\n", "Epoch 410/500\n", "8000/8000 [==============================] - 1s 138us/step - loss: 0.3933 - accuracy: 0.8370\n", "Epoch 411/500\n", "8000/8000 [==============================] - 1s 122us/step - loss: 0.3931 - accuracy: 0.8366\n", "Epoch 412/500\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8000/8000 [==============================] - 1s 120us/step - loss: 0.3927 - accuracy: 0.8371\n", "Epoch 413/500\n", "8000/8000 [==============================] - 1s 118us/step - loss: 0.3928 - accuracy: 0.8375\n", "Epoch 414/500\n", "8000/8000 [==============================] - 1s 124us/step - loss: 0.3930 - accuracy: 0.8355\n", "Epoch 415/500\n", "8000/8000 [==============================] - 1s 93us/step - loss: 0.3930 - accuracy: 0.8357\n", "Epoch 416/500\n", "8000/8000 [==============================] - 1s 112us/step - loss: 0.3929 - accuracy: 0.8366\n", "Epoch 417/500\n", "8000/8000 [==============================] - 1s 139us/step - loss: 0.3933 - accuracy: 0.8345\n", "Epoch 418/500\n", "8000/8000 [==============================] - 1s 113us/step - loss: 0.3931 - accuracy: 0.8354\n", "Epoch 419/500\n", "8000/8000 [==============================] - 1s 102us/step - loss: 0.3922 - accuracy: 0.8372\n", "Epoch 420/500\n", "8000/8000 [==============================] - 1s 118us/step - loss: 0.3930 - accuracy: 0.8366\n", "Epoch 421/500\n", "8000/8000 [==============================] - 1s 112us/step - loss: 0.3925 - accuracy: 0.8360\n", "Epoch 422/500\n", "8000/8000 [==============================] - 1s 111us/step - loss: 0.3927 - accuracy: 0.8374\n", "Epoch 423/500\n", "8000/8000 [==============================] - 1s 111us/step - loss: 0.3927 - accuracy: 0.8354\n", "Epoch 424/500\n", "8000/8000 [==============================] - 1s 127us/step - loss: 0.3929 - accuracy: 0.8367\n", "Epoch 425/500\n", "8000/8000 [==============================] - 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1s 132us/step - loss: 0.3924 - accuracy: 0.8349\n", "Epoch 444/500\n", "8000/8000 [==============================] - 1s 127us/step - loss: 0.3927 - accuracy: 0.8361\n", "Epoch 445/500\n", "8000/8000 [==============================] - 1s 128us/step - loss: 0.3927 - accuracy: 0.8345\n", "Epoch 446/500\n", "8000/8000 [==============================] - 1s 114us/step - loss: 0.3923 - accuracy: 0.8369\n", "Epoch 447/500\n", "8000/8000 [==============================] - 1s 85us/step - loss: 0.3923 - accuracy: 0.8380\n", "Epoch 448/500\n", "8000/8000 [==============================] - 1s 127us/step - loss: 0.3929 - accuracy: 0.8354\n", "Epoch 449/500\n", "8000/8000 [==============================] - 1s 129us/step - loss: 0.3925 - accuracy: 0.8354\n", "Epoch 450/500\n", "8000/8000 [==============================] - 1s 101us/step - loss: 0.3923 - accuracy: 0.8345\n", "Epoch 451/500\n", "8000/8000 [==============================] - 1s 122us/step - loss: 0.3924 - accuracy: 0.8369\n", "Epoch 452/500\n", "8000/8000 [==============================] - 1s 120us/step - loss: 0.3923 - accuracy: 0.8353\n", "Epoch 453/500\n", "8000/8000 [==============================] - 1s 113us/step - loss: 0.3925 - accuracy: 0.8351\n", "Epoch 454/500\n", "8000/8000 [==============================] - 1s 114us/step - loss: 0.3921 - accuracy: 0.8356\n", "Epoch 455/500\n", "8000/8000 [==============================] - 1s 94us/step - loss: 0.3924 - accuracy: 0.8364\n", "Epoch 456/500\n", "8000/8000 [==============================] - 1s 109us/step - loss: 0.3928 - accuracy: 0.8353\n", "Epoch 457/500\n", "8000/8000 [==============================] - 1s 94us/step - loss: 0.3922 - accuracy: 0.8346\n", "Epoch 458/500\n", "8000/8000 [==============================] - 1s 112us/step - loss: 0.3921 - accuracy: 0.8371\n", "Epoch 459/500\n", "8000/8000 [==============================] - 1s 117us/step - loss: 0.3924 - accuracy: 0.8353\n", "Epoch 460/500\n", "8000/8000 [==============================] - 1s 130us/step - loss: 0.3923 - accuracy: 0.8344\n", "Epoch 461/500\n", "8000/8000 [==============================] - 1s 113us/step - loss: 0.3925 - accuracy: 0.8350\n", "Epoch 462/500\n", "8000/8000 [==============================] - 1s 112us/step - loss: 0.3925 - accuracy: 0.8363\n", "Epoch 463/500\n", "8000/8000 [==============================] - 1s 119us/step - loss: 0.3921 - accuracy: 0.8347\n", "Epoch 464/500\n", "8000/8000 [==============================] - 1s 111us/step - loss: 0.3922 - accuracy: 0.8346\n", "Epoch 465/500\n", "8000/8000 [==============================] - 1s 139us/step - loss: 0.3925 - accuracy: 0.8359\n", "Epoch 466/500\n", "8000/8000 [==============================] - 1s 113us/step - loss: 0.3923 - accuracy: 0.8351\n", "Epoch 467/500\n", "8000/8000 [==============================] - 1s 137us/step - loss: 0.3926 - accuracy: 0.8357\n", "Epoch 468/500\n", "8000/8000 [==============================] - 1s 102us/step - loss: 0.3927 - accuracy: 0.8361\n", "Epoch 469/500\n", "8000/8000 [==============================] - 1s 107us/step - loss: 0.3924 - accuracy: 0.8346\n", "Epoch 470/500\n", "8000/8000 [==============================] - 1s 116us/step - loss: 0.3922 - accuracy: 0.8364\n", "Epoch 471/500\n", "8000/8000 [==============================] - 1s 100us/step - loss: 0.3924 - accuracy: 0.8367\n", "Epoch 472/500\n", "8000/8000 [==============================] - 1s 107us/step - loss: 0.3921 - accuracy: 0.8347\n", "Epoch 473/500\n", "8000/8000 [==============================] - 1s 119us/step - loss: 0.3923 - accuracy: 0.8363\n", "Epoch 474/500\n", "8000/8000 [==============================] - 1s 132us/step - loss: 0.3925 - accuracy: 0.8347\n", "Epoch 475/500\n", "8000/8000 [==============================] - 1s 133us/step - loss: 0.3928 - accuracy: 0.8351\n", "Epoch 476/500\n", "8000/8000 [==============================] - 1s 123us/step - loss: 0.3924 - accuracy: 0.8351\n", "Epoch 477/500\n", "8000/8000 [==============================] - 1s 110us/step - loss: 0.3924 - accuracy: 0.8344\n", "Epoch 478/500\n", "8000/8000 [==============================] - 1s 126us/step - loss: 0.3921 - accuracy: 0.8349\n", "Epoch 479/500\n", "8000/8000 [==============================] - 1s 103us/step - loss: 0.3925 - accuracy: 0.8355\n", "Epoch 480/500\n", "8000/8000 [==============================] - 1s 121us/step - loss: 0.3918 - accuracy: 0.8355\n", "Epoch 481/500\n", "8000/8000 [==============================] - 1s 126us/step - loss: 0.3924 - accuracy: 0.8357\n", "Epoch 482/500\n", "8000/8000 [==============================] - 1s 127us/step - loss: 0.3926 - accuracy: 0.8347\n", "Epoch 483/500\n", "8000/8000 [==============================] - 1s 109us/step - loss: 0.3923 - accuracy: 0.8359\n", "Epoch 484/500\n", "8000/8000 [==============================] - 1s 112us/step - loss: 0.3923 - accuracy: 0.8356\n", "Epoch 485/500\n", "8000/8000 [==============================] - 1s 123us/step - loss: 0.3923 - accuracy: 0.8366\n", "Epoch 486/500\n", "8000/8000 [==============================] - 1s 107us/step - loss: 0.3925 - accuracy: 0.8359\n", "Epoch 487/500\n", "8000/8000 [==============================] - 1s 115us/step - loss: 0.3927 - accuracy: 0.8347\n", "Epoch 488/500\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8000/8000 [==============================] - 1s 114us/step - loss: 0.3920 - accuracy: 0.8359\n", "Epoch 489/500\n", "8000/8000 [==============================] - 1s 100us/step - loss: 0.3921 - accuracy: 0.8342\n", "Epoch 490/500\n", "8000/8000 [==============================] - 1s 105us/step - loss: 0.3924 - accuracy: 0.8349\n", "Epoch 491/500\n", "8000/8000 [==============================] - 1s 110us/step - loss: 0.3921 - accuracy: 0.8353\n", "Epoch 492/500\n", "8000/8000 [==============================] - 1s 125us/step - loss: 0.3923 - accuracy: 0.8356\n", "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", "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 }