{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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RowNumberCustomerIdSurnameCreditScoreGeographyGenderAgeTenureBalanceNumOfProductsHasCrCardIsActiveMemberEstimatedSalaryExited
0115634602Hargrave619FranceFemale4220.00111101348.881
1215647311Hill608SpainFemale41183807.86101112542.580
2315619304Onio502FranceFemale428159660.80310113931.571
3415701354Boni699FranceFemale3910.0020093826.630
4515737888Mitchell850SpainFemale432125510.8211179084.100
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" ], "text/plain": [ " RowNumber CustomerId Surname CreditScore Geography Gender Age \\\n", "0 1 15634602 Hargrave 619 France Female 42 \n", "1 2 15647311 Hill 608 Spain Female 41 \n", "2 3 15619304 Onio 502 France Female 42 \n", "3 4 15701354 Boni 699 France Female 39 \n", "4 5 15737888 Mitchell 850 Spain Female 43 \n", "\n", " Tenure Balance NumOfProducts HasCrCard IsActiveMember \\\n", "0 2 0.00 1 1 1 \n", "1 1 83807.86 1 0 1 \n", "2 8 159660.80 3 1 0 \n", "3 1 0.00 2 0 0 \n", "4 2 125510.82 1 1 1 \n", "\n", " EstimatedSalary Exited \n", "0 101348.88 1 \n", "1 112542.58 0 \n", "2 113931.57 1 \n", "3 93826.63 0 \n", "4 79084.10 0 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "URL =\"https://raw.githubusercontent.com/cagriemreakin/Deep-Learning/master/ANN/musteri_kaybi_modellemesi.csv\"\n", "dataset = pd.read_csv(URL)\n", "dataset.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "''' RowNumber, CustomerId ve Surname'in\n", " sonuca bir etkisi olmayacağı için \n", " eğitimde kullanmıyoruz.'''\n", "\n", "X = dataset.iloc[:,3:13].values\n", "y = dataset.iloc[:,13].values" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "LabelEncoder Uygulamadan onceki X degerleri: \n", "\n", "[[619 'France' 'Female' ..., 1 1 101348.88]\n", " [608 'Spain' 'Female' ..., 0 1 112542.58]\n", " [502 'France' 'Female' ..., 1 0 113931.57]\n", " ..., \n", " [709 'France' 'Female' ..., 0 1 42085.58]\n", " [772 'Germany' 'Male' ..., 1 0 92888.52]\n", " [792 'France' 'Female' ..., 1 0 38190.78]]\n", "\n", "\n", "LabelEncoder Uygulandıktan sonraki X degerleri: \n", "\n", "[[619 0 0 ..., 1 1 101348.88]\n", " [608 2 0 ..., 0 1 112542.58]\n", " [502 0 0 ..., 1 0 113931.57]\n", " ..., \n", " [709 0 0 ..., 0 1 42085.58]\n", " [772 1 1 ..., 1 0 92888.52]\n", " [792 0 0 ..., 1 0 38190.78]]\n", "\n", "\n", "OneHotEncoder Uygulandıktan sonraki X[1] degerleri: \n", " \n", "[[ 0.00000000e+00 0.00000000e+00 6.19000000e+02 ..., 1.00000000e+00\n", " 1.00000000e+00 1.01348880e+05]\n", " [ 0.00000000e+00 1.00000000e+00 6.08000000e+02 ..., 0.00000000e+00\n", " 1.00000000e+00 1.12542580e+05]\n", " [ 0.00000000e+00 0.00000000e+00 5.02000000e+02 ..., 1.00000000e+00\n", " 0.00000000e+00 1.13931570e+05]\n", " ..., \n", " [ 0.00000000e+00 0.00000000e+00 7.09000000e+02 ..., 0.00000000e+00\n", " 1.00000000e+00 4.20855800e+04]\n", " [ 1.00000000e+00 0.00000000e+00 7.72000000e+02 ..., 1.00000000e+00\n", " 0.00000000e+00 9.28885200e+04]\n", " [ 0.00000000e+00 0.00000000e+00 7.92000000e+02 ..., 1.00000000e+00\n", " 0.00000000e+00 3.81907800e+04]]\n", "\n", "\n" ] } ], "source": [ "# Kategorik Veriler\n", "from sklearn.preprocessing import LabelEncoder,OneHotEncoder\n", "\n", "# Geography\n", "print(\"LabelEncoder Uygulamadan onceki X degerleri: \\n\")\n", "print(X)\n", "print (\"\\n\")\n", "labelEncoder_X1 = LabelEncoder()\n", "X[:,1] = labelEncoder_X1.fit_transform(X[:,1])\n", "\n", "# Gender\n", "labelEncoder_X2 = LabelEncoder()\n", "X[:,2] = labelEncoder_X2.fit_transform(X[:,2])\n", "print(\"LabelEncoder Uygulandıktan sonraki X degerleri: \\n\")\n", "print(X)\n", "print (\"\\n\")\n", "\n", "ohe = OneHotEncoder(categorical_features = [1])\n", "X = ohe.fit_transform(X).toarray()\n", "# Dummy Variable tuzağından kaçınmak için 1 değeri drop ediyoruz.\n", "X = X[:,1:]\n", "\n", "print(\"OneHotEncoder Uygulandıktan sonraki X[1] degerleri: \\n \")\n", "print(X)\n", "print (\"\\n\")\n", "\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Eğitim ve Veri Seti Olarak Ayırma \n", "\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": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Verileri Belirli Bir Aralığa Sokma\n", "\n", "from sklearn.preprocessing import StandardScaler\n", "sc = StandardScaler()\n", "X_train = sc.fit_transform(X_train) \n", "X_test = sc.transform(X_test)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Using TensorFlow backend.\n" ] } ], "source": [ "# Part 2 - ANN!\n", "\n", "from keras.models import Sequential # ANN'i baslatir\n", "from keras.layers import Dense # Dense layer olusturmak icin kullanılır" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# ANN'i baslatma\n", "classifier = Sequential()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# İlk katmanın oluşturulması\n", "# Units: Node sayısı. Input sayısı + Output Sayısının yarısı. \n", "# kernel_initializer: Ağırlıklara random değerler atar.\n", "# Activation: Relu\n", "\n", "classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu', input_dim = 11))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Gizli katmanın eklenmesi\n", "classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu'))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Çıktı katmanını ekleme\n", "# Units: Müsteri bankayı terk edecek mi etmeyecek mi? Binary Outcome olduğu için 1 node'a ihtiyaç var.\n", "# Activation: Sigmoid -> Binary outcome' lar için kullanılır.\n", "classifier.add(Dense(units = 1, kernel_initializer = 'uniform', activation = 'sigmoid'))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# ANN'i derleme\n", "# Optimizer: Gradient Descent -> Adam\n", "# Loss: Binary outcome olduğu için binary_crossentropy olarak seçtik. Fakat çıktı değerimiz 2 den fazla olsaydı\n", "# categorical_crossentropy seçecektik.\n", "classifier.compile(optimizer = 'adam', loss = 'binary_crossentropy', metrics = ['accuracy'])" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/100\n", "8000/8000 [==============================] - 1s - loss: 0.4861 - acc: 0.7960 \n", "Epoch 2/100\n", "8000/8000 [==============================] - 1s - loss: 0.4264 - acc: 0.7960 \n", "Epoch 3/100\n", "8000/8000 [==============================] - 1s - loss: 0.4206 - acc: 0.8039 \n", "Epoch 4/100\n", "8000/8000 [==============================] - 1s - loss: 0.4175 - acc: 0.8261 \n", "Epoch 5/100\n", "8000/8000 [==============================] - 1s - loss: 0.4148 - acc: 0.8292 \n", "Epoch 6/100\n", "8000/8000 [==============================] - 1s - loss: 0.4134 - acc: 0.8304 \n", "Epoch 7/100\n", "8000/8000 [==============================] - 1s - loss: 0.4118 - acc: 0.8320 \n", "Epoch 8/100\n", "8000/8000 [==============================] - 1s - loss: 0.4107 - acc: 0.8322 \n", "Epoch 9/100\n", "8000/8000 [==============================] - 1s - loss: 0.4096 - acc: 0.8329 \n", "Epoch 10/100\n", "8000/8000 [==============================] - 1s - loss: 0.4086 - acc: 0.8341 \n", "Epoch 11/100\n", "8000/8000 [==============================] - 1s - loss: 0.4072 - acc: 0.8340 \n", "Epoch 12/100\n", "8000/8000 [==============================] - 1s - loss: 0.4069 - acc: 0.8354 \n", "Epoch 13/100\n", "8000/8000 [==============================] - 1s - loss: 0.4062 - acc: 0.8339 \n", "Epoch 14/100\n", "8000/8000 [==============================] - 1s - loss: 0.4060 - acc: 0.8344 \n", "Epoch 15/100\n", "8000/8000 [==============================] - 1s - loss: 0.4052 - acc: 0.8344 \n", "Epoch 16/100\n", "8000/8000 [==============================] - 1s - loss: 0.4047 - acc: 0.8357 \n", "Epoch 17/100\n", "8000/8000 [==============================] - 1s - loss: 0.4044 - acc: 0.8349 \n", "Epoch 18/100\n", "8000/8000 [==============================] - 1s - loss: 0.4042 - acc: 0.8334 \n", "Epoch 19/100\n", "8000/8000 [==============================] - 1s - loss: 0.4040 - acc: 0.8345 \n", "Epoch 20/100\n", "8000/8000 [==============================] - 1s - loss: 0.4037 - acc: 0.8344 \n", "Epoch 21/100\n", "8000/8000 [==============================] - 1s - loss: 0.4034 - acc: 0.8356 \n", "Epoch 22/100\n", "8000/8000 [==============================] - 1s - loss: 0.4029 - acc: 0.8346 \n", "Epoch 23/100\n", "8000/8000 [==============================] - 1s - loss: 0.4029 - acc: 0.8352 \n", "Epoch 24/100\n", "8000/8000 [==============================] - 1s - loss: 0.4031 - acc: 0.8351 \n", "Epoch 25/100\n", "8000/8000 [==============================] - 1s - loss: 0.4022 - acc: 0.8361 \n", "Epoch 26/100\n", "8000/8000 [==============================] - 1s - loss: 0.4023 - acc: 0.8346 \n", "Epoch 27/100\n", "8000/8000 [==============================] - 1s - loss: 0.4025 - acc: 0.8351 \n", "Epoch 28/100\n", "8000/8000 [==============================] - 1s - loss: 0.4025 - acc: 0.8359 \n", "Epoch 29/100\n", "8000/8000 [==============================] - 1s - loss: 0.4024 - acc: 0.8351 \n", "Epoch 30/100\n", "8000/8000 [==============================] - 1s - loss: 0.4022 - acc: 0.8341 \n", "Epoch 31/100\n", "8000/8000 [==============================] - 1s - loss: 0.4019 - acc: 0.8361 \n", "Epoch 32/100\n", "8000/8000 [==============================] - 1s - loss: 0.4015 - acc: 0.8346 \n", "Epoch 33/100\n", "8000/8000 [==============================] - 1s - loss: 0.4022 - acc: 0.8341 \n", "Epoch 34/100\n", "8000/8000 [==============================] - 1s - loss: 0.4021 - acc: 0.8344 \n", "Epoch 35/100\n", "8000/8000 [==============================] - 1s - loss: 0.4016 - acc: 0.8341 \n", "Epoch 36/100\n", "8000/8000 [==============================] - 1s - loss: 0.4018 - acc: 0.8347 \n", "Epoch 37/100\n", "8000/8000 [==============================] - 1s - loss: 0.4011 - acc: 0.8356 \n", "Epoch 38/100\n", "8000/8000 [==============================] - 1s - loss: 0.4018 - acc: 0.8352 \n", "Epoch 39/100\n", "8000/8000 [==============================] - 1s - loss: 0.4010 - acc: 0.8355 \n", "Epoch 40/100\n", "8000/8000 [==============================] - 1s - loss: 0.4016 - acc: 0.8336 \n", "Epoch 41/100\n", "8000/8000 [==============================] - 1s - loss: 0.4016 - acc: 0.8359 \n", "Epoch 42/100\n", "8000/8000 [==============================] - 1s - loss: 0.4011 - acc: 0.8347 \n", "Epoch 43/100\n", "8000/8000 [==============================] - 1s - loss: 0.4011 - acc: 0.8329 \n", "Epoch 44/100\n", "8000/8000 [==============================] - 1s - loss: 0.4011 - acc: 0.8350 \n", "Epoch 45/100\n", "8000/8000 [==============================] - 1s - loss: 0.4014 - acc: 0.8359 \n", "Epoch 46/100\n", "8000/8000 [==============================] - 1s - loss: 0.4009 - acc: 0.8362 \n", "Epoch 47/100\n", "8000/8000 [==============================] - 1s - loss: 0.4013 - acc: 0.8345 \n", "Epoch 48/100\n", "8000/8000 [==============================] - 1s - loss: 0.4010 - acc: 0.8357 \n", "Epoch 49/100\n", "8000/8000 [==============================] - 1s - loss: 0.4006 - acc: 0.8345 \n", "Epoch 50/100\n", "8000/8000 [==============================] - 1s - loss: 0.4011 - acc: 0.8349 \n", "Epoch 51/100\n", "8000/8000 [==============================] - 1s - loss: 0.4003 - acc: 0.8342 \n", "Epoch 52/100\n", "8000/8000 [==============================] - 1s - loss: 0.4003 - acc: 0.8346 \n", "Epoch 53/100\n", "8000/8000 [==============================] - 1s - loss: 0.4007 - acc: 0.8349 \n", "Epoch 54/100\n", "8000/8000 [==============================] - 1s - loss: 0.4013 - acc: 0.8355 \n", "Epoch 55/100\n", "8000/8000 [==============================] - 1s - loss: 0.4006 - acc: 0.8356 \n", "Epoch 56/100\n", "8000/8000 [==============================] - 1s - loss: 0.4006 - acc: 0.8352 \n", "Epoch 57/100\n", "8000/8000 [==============================] - 1s - loss: 0.4007 - acc: 0.8342 \n", "Epoch 58/100\n", "8000/8000 [==============================] - 1s - loss: 0.4007 - acc: 0.8354 \n", "Epoch 59/100\n", "8000/8000 [==============================] - 1s - loss: 0.4007 - acc: 0.8350 \n", "Epoch 60/100\n", "8000/8000 [==============================] - 1s - loss: 0.4010 - acc: 0.8366 \n", "Epoch 61/100\n", "8000/8000 [==============================] - 1s - loss: 0.4007 - acc: 0.8337 \n", "Epoch 62/100\n", "8000/8000 [==============================] - 1s - loss: 0.4007 - acc: 0.8346 \n", "Epoch 63/100\n", "8000/8000 [==============================] - 1s - loss: 0.3999 - acc: 0.8361 \n", "Epoch 64/100\n", "8000/8000 [==============================] - 1s - loss: 0.4006 - acc: 0.8354 \n", "Epoch 65/100\n", "8000/8000 [==============================] - 1s - loss: 0.4004 - acc: 0.8351 \n", "Epoch 66/100\n", "8000/8000 [==============================] - 1s - loss: 0.4009 - acc: 0.8364 \n", "Epoch 67/100\n", "8000/8000 [==============================] - 1s - loss: 0.4000 - acc: 0.8342 \n", "Epoch 68/100\n", "8000/8000 [==============================] - 1s - loss: 0.4006 - acc: 0.8330 \n", "Epoch 69/100\n", "8000/8000 [==============================] - 1s - loss: 0.4006 - acc: 0.8341 \n", "Epoch 70/100\n", "8000/8000 [==============================] - 1s - loss: 0.3999 - acc: 0.8337 \n", "Epoch 71/100\n", "8000/8000 [==============================] - 1s - loss: 0.4004 - acc: 0.8350 \n", "Epoch 72/100\n", "8000/8000 [==============================] - 1s - loss: 0.4006 - acc: 0.8351 \n", "Epoch 73/100\n", "8000/8000 [==============================] - 1s - loss: 0.4008 - acc: 0.8344 \n", "Epoch 74/100\n", "8000/8000 [==============================] - 1s - loss: 0.4002 - acc: 0.8352 \n", "Epoch 75/100\n", "8000/8000 [==============================] - 1s - loss: 0.3995 - acc: 0.8347 \n", "Epoch 76/100\n", "8000/8000 [==============================] - 1s - loss: 0.4007 - acc: 0.8347 \n", "Epoch 77/100\n", "8000/8000 [==============================] - 1s - loss: 0.4005 - acc: 0.8339 \n", "Epoch 78/100\n", "8000/8000 [==============================] - 1s - loss: 0.4005 - acc: 0.8342 \n", "Epoch 79/100\n", "8000/8000 [==============================] - 1s - loss: 0.4006 - acc: 0.8347 \n", "Epoch 80/100\n", "8000/8000 [==============================] - 1s - loss: 0.4004 - acc: 0.8360 \n", "Epoch 81/100\n", "8000/8000 [==============================] - 1s - loss: 0.4000 - acc: 0.8344 \n", "Epoch 82/100\n", "8000/8000 [==============================] - 1s - loss: 0.3999 - acc: 0.8356 \n", "Epoch 83/100\n", "8000/8000 [==============================] - 1s - loss: 0.4007 - acc: 0.8336 \n", "Epoch 84/100\n", "8000/8000 [==============================] - 1s - loss: 0.4001 - acc: 0.8334 \n", "Epoch 85/100\n", "8000/8000 [==============================] - 1s - loss: 0.4000 - acc: 0.8342 \n", "Epoch 86/100\n", "8000/8000 [==============================] - 1s - loss: 0.4010 - acc: 0.8336 \n", "Epoch 87/100\n", "8000/8000 [==============================] - 1s - loss: 0.4002 - acc: 0.8341 \n", "Epoch 88/100\n", "8000/8000 [==============================] - 1s - loss: 0.3997 - acc: 0.8346 \n", "Epoch 89/100\n", "8000/8000 [==============================] - 1s - loss: 0.4004 - acc: 0.8344 \n", "Epoch 90/100\n", "8000/8000 [==============================] - 1s - loss: 0.3999 - acc: 0.8354 \n", "Epoch 91/100\n", "8000/8000 [==============================] - 1s - loss: 0.4004 - acc: 0.8336 \n", "Epoch 92/100\n", "8000/8000 [==============================] - 1s - loss: 0.4000 - acc: 0.8350 \n", "Epoch 93/100\n", "8000/8000 [==============================] - 1s - loss: 0.4002 - acc: 0.8341 \n", "Epoch 94/100\n", "8000/8000 [==============================] - 1s - loss: 0.3998 - acc: 0.8346 \n", "Epoch 95/100\n", "8000/8000 [==============================] - 1s - loss: 0.4000 - acc: 0.8344 \n", "Epoch 96/100\n", "8000/8000 [==============================] - 1s - loss: 0.4002 - acc: 0.8344 \n", "Epoch 97/100\n", "8000/8000 [==============================] - 1s - loss: 0.3997 - acc: 0.8341 \n", "Epoch 98/100\n", "8000/8000 [==============================] - 1s - loss: 0.4002 - acc: 0.8339 \n", "Epoch 99/100\n", "8000/8000 [==============================] - 1s - loss: 0.4001 - acc: 0.8360 \n", "Epoch 100/100\n", "8000/8000 [==============================] - 1s - loss: 0.4005 - acc: 0.8347 \n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# ANN Eğitim\n", "classifier.fit(X_train, y_train, batch_size = 10, epochs = 100)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Test verisi sonuclari: \n", "\n" ] }, { "data": { "text/plain": [ "array([[False],\n", " [False],\n", " [False],\n", " ..., \n", " [False],\n", " [False],\n", " [False]], dtype=bool)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Part 3 - Tahmin yapma ve modelin değerlendirilmesi\n", "# Test seti sonuçlarının tahmini\n", "\n", "y_pred = classifier.predict(X_test)\n", "y_pred = (y_pred > 0.5)\n", "print(\"Test verisi sonuclari: \\n\")\n", "y_pred" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " Confusion Matrix: \n", "\n", "[[1538 57]\n", " [ 266 139]]\n" ] } ], "source": [ "# Confusion Matrix\n", "from sklearn.metrics import confusion_matrix\n", "cm = confusion_matrix(y_test, y_pred)\n", "print(\"\\n Confusion Matrix: \\n\")\n", "print(cm)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[False]], dtype=bool)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\"\"\"Asagidaki bilgilere sahip musteri bankayı terk edecek mi?:\n", "Geography: France\n", "Credit Score: 600\n", "Gender: Female\n", "Age: 45\n", "Tenure: 3\n", "Balance: 75000\n", "Number of Products: 2\n", "Has Credit Card: Yes\n", "Is Active Member: Yes\n", "Estimated Salary: 60000\"\"\"\n", "\n", "predict_customer = classifier.predict(sc.transform(np.array([[0.0, 0, 600, 1, 45, 3, 75000, 2, 1, 1, 60000]])))\n", "predict_customer = (predict_customer > 0.5)\n", "\n", "predict_customer" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Musteri bankayla calismaya devam ediyor." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Part 4 - Evaluating, Improving and Tuning the ANN\n", "\n", "# Evaluating the ANN\n", "from keras.wrappers.scikit_learn import KerasClassifier\n", "from sklearn.model_selection import cross_val_score" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def build_classifier():\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 = 'adam', loss = 'binary_crossentropy', metrics = ['accuracy'])\n", " return classifier" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": true }, "outputs": [], "source": [ "classifier = KerasClassifier(build_fn = build_classifier, batch_size = 10, epochs = 100)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/100\n", "7200/7200 [==============================] - 1s - loss: 0.4913 - acc: 0.7965 \n", "Epoch 2/100\n", "7200/7200 [==============================] - 1s - loss: 0.4288 - acc: 0.7971 \n", "Epoch 3/100\n", "7200/7200 [==============================] - 1s - loss: 0.4232 - acc: 0.7971 \n", "Epoch 4/100\n", "7200/7200 [==============================] - 0s - loss: 0.4191 - acc: 0.8108 \n", "Epoch 5/100\n", "7200/7200 [==============================] - 1s - loss: 0.4166 - acc: 0.8244 \n", "Epoch 6/100\n", "7200/7200 [==============================] - 1s - loss: 0.4151 - acc: 0.8271 \n", "Epoch 7/100\n", "7200/7200 [==============================] - 1s - loss: 0.4135 - acc: 0.8265 \n", "Epoch 8/100\n", "7200/7200 [==============================] - 0s - loss: 0.4124 - acc: 0.8294 \n", "Epoch 9/100\n", "7200/7200 [==============================] - 0s - loss: 0.4116 - acc: 0.8315 \n", "Epoch 10/100\n", "7200/7200 [==============================] - 1s - loss: 0.4107 - acc: 0.8319 \n", "Epoch 11/100\n", "7200/7200 [==============================] - 1s - loss: 0.4099 - acc: 0.8321 \n", "Epoch 12/100\n", "7200/7200 [==============================] - 1s - loss: 0.4094 - acc: 0.8339 \n", "Epoch 13/100\n", "7200/7200 [==============================] - 1s - loss: 0.4082 - acc: 0.8333 \n", "Epoch 14/100\n", "7200/7200 [==============================] - 1s - loss: 0.4080 - acc: 0.8333 \n", "Epoch 15/100\n", "7200/7200 [==============================] - 1s - loss: 0.4076 - acc: 0.8339 \n", "Epoch 16/100\n", "7200/7200 [==============================] - 1s - loss: 0.4070 - acc: 0.8328 \n", "Epoch 17/100\n", "7200/7200 [==============================] - 1s - loss: 0.4064 - acc: 0.8336 \n", "Epoch 18/100\n", "7200/7200 [==============================] - 0s - loss: 0.4057 - acc: 0.8358 \n", "Epoch 19/100\n", "7200/7200 [==============================] - 1s - loss: 0.4058 - acc: 0.8336 \n", "Epoch 20/100\n", "7200/7200 [==============================] - 1s - loss: 0.4050 - acc: 0.8350 \n", "Epoch 21/100\n", "7200/7200 [==============================] - 1s - loss: 0.4047 - acc: 0.8335 \n", "Epoch 22/100\n", "7200/7200 [==============================] - 1s - loss: 0.4043 - acc: 0.8369 \n", "Epoch 23/100\n", "7200/7200 [==============================] - 1s - loss: 0.4044 - acc: 0.8339 \n", "Epoch 24/100\n", "7200/7200 [==============================] - 1s - loss: 0.4034 - acc: 0.8344 \n", "Epoch 25/100\n", "7200/7200 [==============================] - 1s - loss: 0.4034 - acc: 0.8346 \n", "Epoch 26/100\n", "7200/7200 [==============================] - 1s - loss: 0.4034 - acc: 0.8350 \n", "Epoch 27/100\n", "7200/7200 [==============================] - 0s - loss: 0.4027 - acc: 0.8360 \n", "Epoch 28/100\n", "7200/7200 [==============================] - 0s - loss: 0.4031 - acc: 0.8365 \n", "Epoch 29/100\n", "7200/7200 [==============================] - 1s - loss: 0.4026 - acc: 0.8358 \n", "Epoch 30/100\n", "7200/7200 [==============================] - 1s - loss: 0.4023 - acc: 0.8340 \n", "Epoch 31/100\n", "7200/7200 [==============================] - 1s - loss: 0.4025 - acc: 0.8356 \n", "Epoch 32/100\n", "7200/7200 [==============================] - 1s - loss: 0.4022 - acc: 0.8336 \n", "Epoch 33/100\n", "7200/7200 [==============================] - 1s - loss: 0.4020 - acc: 0.8339 \n", "Epoch 34/100\n", "7200/7200 [==============================] - 1s - loss: 0.4017 - acc: 0.8358 \n", "Epoch 35/100\n", "7200/7200 [==============================] - 1s - loss: 0.4024 - acc: 0.8344 \n", "Epoch 36/100\n", "7200/7200 [==============================] - 1s - loss: 0.4019 - acc: 0.8344 \n", "Epoch 37/100\n", "7200/7200 [==============================] - 1s - loss: 0.4015 - acc: 0.8367 \n", "Epoch 38/100\n", "7200/7200 [==============================] - 0s - loss: 0.4015 - acc: 0.8354 \n", "Epoch 39/100\n", "7200/7200 [==============================] - 0s - loss: 0.4013 - acc: 0.8362 \n", "Epoch 40/100\n", "7200/7200 [==============================] - 1s - loss: 0.4015 - acc: 0.8350 \n", "Epoch 41/100\n", "7200/7200 [==============================] - 1s - loss: 0.4010 - acc: 0.8354 \n", "Epoch 42/100\n", "7200/7200 [==============================] - 1s - loss: 0.4014 - acc: 0.8351 \n", "Epoch 43/100\n", "7200/7200 [==============================] - 1s - loss: 0.4013 - acc: 0.8353 \n", "Epoch 44/100\n", "7200/7200 [==============================] - 1s - loss: 0.4009 - acc: 0.8358 \n", "Epoch 45/100\n", "7200/7200 [==============================] - 1s - loss: 0.4014 - acc: 0.8365 \n", "Epoch 46/100\n", "7200/7200 [==============================] - 1s - loss: 0.4011 - acc: 0.8346 \n", "Epoch 47/100\n", "7200/7200 [==============================] - 1s - loss: 0.4009 - acc: 0.8357 \n", "Epoch 48/100\n", "7200/7200 [==============================] - 1s - loss: 0.4010 - acc: 0.8336 \n", "Epoch 49/100\n", "7200/7200 [==============================] - 1s - loss: 0.3999 - acc: 0.8342 \n", "Epoch 50/100\n", "7200/7200 [==============================] - 0s - loss: 0.4010 - acc: 0.8342 \n", "Epoch 51/100\n", "7200/7200 [==============================] - 1s - loss: 0.4007 - acc: 0.8346 \n", "Epoch 52/100\n", "7200/7200 [==============================] - 1s - loss: 0.4006 - acc: 0.8361 \n", "Epoch 53/100\n", "7200/7200 [==============================] - 1s - loss: 0.4006 - acc: 0.8353 \n", "Epoch 54/100\n", "7200/7200 [==============================] - 1s - loss: 0.4005 - acc: 0.8342 \n", "Epoch 55/100\n", "7200/7200 [==============================] - 1s - loss: 0.4008 - acc: 0.8340 \n", "Epoch 56/100\n", "7200/7200 [==============================] - 1s - loss: 0.4003 - acc: 0.8362 \n", "Epoch 57/100\n", "7200/7200 [==============================] - 1s - loss: 0.3998 - acc: 0.8339 \n", "Epoch 58/100\n", "7200/7200 [==============================] - 1s - loss: 0.4008 - acc: 0.8340 \n", "Epoch 59/100\n", "7200/7200 [==============================] - 1s - loss: 0.4006 - acc: 0.8343 \n", "Epoch 60/100\n", "7200/7200 [==============================] - 1s - loss: 0.4008 - acc: 0.8337 \n", "Epoch 61/100\n", "7200/7200 [==============================] - 1s - loss: 0.4003 - acc: 0.8357 \n", "Epoch 62/100\n", "7200/7200 [==============================] - 1s - loss: 0.4002 - acc: 0.8360 \n", "Epoch 63/100\n", "7200/7200 [==============================] - 1s - loss: 0.4005 - acc: 0.8353 \n", "Epoch 64/100\n", "7200/7200 [==============================] - 1s - loss: 0.4004 - acc: 0.8351 \n", "Epoch 65/100\n", "7200/7200 [==============================] - 1s - loss: 0.4004 - acc: 0.8349 \n", "Epoch 66/100\n", "7200/7200 [==============================] - 1s - loss: 0.3998 - acc: 0.8353 \n", "Epoch 67/100\n", "7200/7200 [==============================] - 1s - loss: 0.4003 - acc: 0.8360 \n", "Epoch 68/100\n", "7200/7200 [==============================] - 1s - loss: 0.4002 - acc: 0.8356 \n", "Epoch 69/100\n", "7200/7200 [==============================] - 1s - loss: 0.3999 - acc: 0.8361 \n", "Epoch 70/100\n", "7200/7200 [==============================] - 1s - loss: 0.4004 - acc: 0.8350 \n", "Epoch 71/100\n", "7200/7200 [==============================] - 1s - loss: 0.3998 - acc: 0.8346 \n", "Epoch 72/100\n", "7200/7200 [==============================] - 1s - loss: 0.4003 - acc: 0.8344 \n", "Epoch 73/100\n", "7200/7200 [==============================] - 1s - loss: 0.4004 - acc: 0.8336 \n", "Epoch 74/100\n", "7200/7200 [==============================] - 1s - loss: 0.4001 - acc: 0.8354 \n", "Epoch 75/100\n", "7200/7200 [==============================] - 1s - loss: 0.4001 - acc: 0.8351 \n", "Epoch 76/100\n", "7200/7200 [==============================] - 0s - loss: 0.3998 - acc: 0.8350 \n", "Epoch 77/100\n", "7200/7200 [==============================] - 1s - loss: 0.4002 - acc: 0.8353 \n", "Epoch 78/100\n", "7200/7200 [==============================] - 1s - loss: 0.4001 - acc: 0.8367 \n", "Epoch 79/100\n", "7200/7200 [==============================] - 1s - loss: 0.4001 - acc: 0.8364 \n", "Epoch 80/100\n", "7200/7200 [==============================] - 1s - loss: 0.4001 - acc: 0.8346 \n", "Epoch 81/100\n", "7200/7200 [==============================] - 1s - loss: 0.4003 - acc: 0.8353 \n", "Epoch 82/100\n", "7200/7200 [==============================] - 1s - loss: 0.3999 - acc: 0.8350 \n", "Epoch 83/100\n", "7200/7200 [==============================] - 0s - loss: 0.4004 - acc: 0.8346 \n", "Epoch 84/100\n", "7200/7200 [==============================] - 1s - loss: 0.3994 - acc: 0.8349 \n", "Epoch 85/100\n", "7200/7200 [==============================] - ETA: 0s - loss: 0.3980 - acc: 0.836 - 1s - loss: 0.4003 - acc: 0.8350 \n", "Epoch 86/100\n", "7200/7200 [==============================] - 1s - loss: 0.4002 - acc: 0.8357 \n", "Epoch 87/100\n", "7200/7200 [==============================] - 1s - loss: 0.3994 - acc: 0.8361 \n", "Epoch 88/100\n", "7200/7200 [==============================] - 1s - loss: 0.3997 - acc: 0.8354 \n", "Epoch 89/100\n", "7200/7200 [==============================] - 1s - loss: 0.4001 - acc: 0.8375 \n", "Epoch 90/100\n", "7200/7200 [==============================] - 1s - loss: 0.3999 - acc: 0.8350 \n", "Epoch 91/100\n", "7200/7200 [==============================] - 1s - loss: 0.4001 - acc: 0.8350 \n", "Epoch 92/100\n", "7200/7200 [==============================] - 1s - loss: 0.3999 - acc: 0.8344 \n", "Epoch 93/100\n", "7200/7200 [==============================] - 1s - loss: 0.4002 - acc: 0.8344 \n", "Epoch 94/100\n", "7200/7200 [==============================] - 1s - loss: 0.3999 - acc: 0.8372 \n", "Epoch 95/100\n", "7200/7200 [==============================] - 1s - loss: 0.4002 - acc: 0.8357 \n", "Epoch 96/100\n", "7200/7200 [==============================] - 1s - loss: 0.4001 - acc: 0.8339 \n", "Epoch 97/100\n", "7200/7200 [==============================] - 1s - loss: 0.3998 - acc: 0.8360 \n", "Epoch 98/100\n", "7200/7200 [==============================] - 1s - loss: 0.4002 - acc: 0.8337 \n", "Epoch 99/100\n", "7200/7200 [==============================] - 1s - loss: 0.3997 - acc: 0.8346 \n", "Epoch 100/100\n", "7200/7200 [==============================] - 1s - loss: 0.3999 - acc: 0.8351 \n", "750/800 [===========================>..] - ETA: 0sEpoch 1/100\n", "7200/7200 [==============================] - 1s - loss: 0.4796 - acc: 0.7967 \n", "Epoch 2/100\n", "7200/7200 [==============================] - 1s - loss: 0.4274 - acc: 0.7967 \n", "Epoch 3/100\n", "7200/7200 [==============================] - 1s - loss: 0.4222 - acc: 0.7967 \n", "Epoch 4/100\n", "7200/7200 [==============================] - 1s - loss: 0.4185 - acc: 0.8154 \n", "Epoch 5/100\n", "7200/7200 [==============================] - 1s - loss: 0.4155 - acc: 0.8271 \n", "Epoch 6/100\n", "7200/7200 [==============================] - 1s - loss: 0.4150 - acc: 0.8294 \n", "Epoch 7/100\n", "7200/7200 [==============================] - 1s - loss: 0.4134 - acc: 0.8292 \n", "Epoch 8/100\n", "7200/7200 [==============================] - 1s - loss: 0.4129 - acc: 0.8311 \n", "Epoch 9/100\n", "7200/7200 [==============================] - 1s - loss: 0.4118 - acc: 0.8307 \n", "Epoch 10/100\n", "7200/7200 [==============================] - 1s - loss: 0.4111 - acc: 0.8312 \n", "Epoch 11/100\n", "7200/7200 [==============================] - 1s - loss: 0.4107 - acc: 0.8325 \n", "Epoch 12/100\n", "7200/7200 [==============================] - 1s - loss: 0.4100 - acc: 0.8333 \n", "Epoch 13/100\n", "7200/7200 [==============================] - 1s - loss: 0.4088 - acc: 0.8328 \n", "Epoch 14/100\n", "7200/7200 [==============================] - 1s - loss: 0.4087 - acc: 0.8347 \n", "Epoch 15/100\n", "7200/7200 [==============================] - 1s - loss: 0.4079 - acc: 0.8349 \n", "Epoch 16/100\n", "7200/7200 [==============================] - 1s - loss: 0.4072 - acc: 0.8339 \n", "Epoch 17/100\n", "7200/7200 [==============================] - 1s - loss: 0.4071 - acc: 0.8335 \n", "Epoch 18/100\n", "7200/7200 [==============================] - 1s - loss: 0.4068 - acc: 0.8336 \n", "Epoch 19/100\n", "7200/7200 [==============================] - 1s - loss: 0.4065 - acc: 0.8332 \n", "Epoch 20/100\n", "7200/7200 [==============================] - 1s - loss: 0.4060 - acc: 0.8344 \n", "Epoch 21/100\n", "7200/7200 [==============================] - 1s - loss: 0.4056 - acc: 0.8344 \n", "Epoch 22/100\n", "7200/7200 [==============================] - 1s - loss: 0.4051 - acc: 0.8343 \n", "Epoch 23/100\n", "7200/7200 [==============================] - 1s - loss: 0.4050 - acc: 0.8357 \n", "Epoch 24/100\n", "7200/7200 [==============================] - 1s - loss: 0.4044 - acc: 0.8342 \n", "Epoch 25/100\n", "7200/7200 [==============================] - 1s - loss: 0.4039 - acc: 0.8350 \n", "Epoch 26/100\n", "7200/7200 [==============================] - 1s - loss: 0.4041 - acc: 0.8354 \n", "Epoch 27/100\n", "7200/7200 [==============================] - 1s - loss: 0.4038 - acc: 0.8356 \n", "Epoch 28/100\n", "7200/7200 [==============================] - 1s - loss: 0.4029 - acc: 0.8357 \n", "Epoch 29/100\n", "7200/7200 [==============================] - 1s - loss: 0.4034 - acc: 0.8336 \n", "Epoch 30/100\n", "7200/7200 [==============================] - 1s - loss: 0.4022 - acc: 0.8351 \n", "Epoch 31/100\n", "7200/7200 [==============================] - 1s - loss: 0.4033 - acc: 0.8350 \n", "Epoch 32/100\n", "7200/7200 [==============================] - 1s - loss: 0.4030 - acc: 0.8350 \n", "Epoch 33/100\n", "7200/7200 [==============================] - 1s - loss: 0.4027 - acc: 0.8342 \n", "Epoch 34/100\n", "7200/7200 [==============================] - 1s - loss: 0.4024 - acc: 0.8354 \n", "Epoch 35/100\n", "7200/7200 [==============================] - 1s - loss: 0.4023 - acc: 0.8365 \n", "Epoch 36/100\n", "7200/7200 [==============================] - 1s - loss: 0.4020 - acc: 0.8347 \n", "Epoch 37/100\n", "7200/7200 [==============================] - 1s - loss: 0.4025 - acc: 0.8360 \n", "Epoch 38/100\n", "7200/7200 [==============================] - 1s - loss: 0.4028 - acc: 0.8353 \n", "Epoch 39/100\n", "7200/7200 [==============================] - 1s - loss: 0.4023 - acc: 0.8357 \n", "Epoch 40/100\n", "7200/7200 [==============================] - 0s - loss: 0.4021 - acc: 0.8364 \n", "Epoch 41/100\n", "7200/7200 [==============================] - 1s - loss: 0.4016 - acc: 0.8353 \n", "Epoch 42/100\n", "7200/7200 [==============================] - 1s - loss: 0.4023 - acc: 0.8368 \n", "Epoch 43/100\n", "7200/7200 [==============================] - 1s - loss: 0.4019 - acc: 0.8357 \n", "Epoch 44/100\n", "7200/7200 [==============================] - 1s - loss: 0.4019 - acc: 0.8344 \n", "Epoch 45/100\n", "7200/7200 [==============================] - 1s - loss: 0.4019 - acc: 0.8364 \n", "Epoch 46/100\n", "7200/7200 [==============================] - 1s - loss: 0.4019 - acc: 0.8354 \n", "Epoch 47/100\n", "7200/7200 [==============================] - 1s - loss: 0.4021 - acc: 0.8361 \n", "Epoch 48/100\n", "7200/7200 [==============================] - 0s - loss: 0.4021 - acc: 0.8358 \n", "Epoch 49/100\n", "7200/7200 [==============================] - 0s - loss: 0.4019 - acc: 0.8360 \n", "Epoch 50/100\n", "7200/7200 [==============================] - 1s - loss: 0.4016 - acc: 0.8360 \n", "Epoch 51/100\n", "7200/7200 [==============================] - 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1s - loss: 0.4015 - acc: 0.8361 \n", "Epoch 62/100\n", "7200/7200 [==============================] - 1s - loss: 0.4011 - acc: 0.8360 \n", "Epoch 63/100\n", "7200/7200 [==============================] - 1s - loss: 0.4016 - acc: 0.8362 \n", "Epoch 64/100\n", "7200/7200 [==============================] - 1s - loss: 0.4014 - acc: 0.8361 \n", "Epoch 65/100\n", "7200/7200 [==============================] - 1s - loss: 0.4016 - acc: 0.8360 \n", "Epoch 66/100\n", "7200/7200 [==============================] - 1s - loss: 0.4015 - acc: 0.8350 \n", "Epoch 67/100\n", "7200/7200 [==============================] - 1s - loss: 0.4011 - acc: 0.8349 \n", "Epoch 68/100\n", "7200/7200 [==============================] - 1s - loss: 0.4012 - acc: 0.8360 \n", "Epoch 69/100\n", "7200/7200 [==============================] - 1s - loss: 0.4013 - acc: 0.8350 \n", "Epoch 70/100\n", "7200/7200 [==============================] - 1s - loss: 0.4008 - acc: 0.8361 \n", "Epoch 71/100\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7200/7200 [==============================] - 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1s - loss: 0.3301 - acc: 0.8642 \n", "Epoch 62/100\n", "7200/7200 [==============================] - 1s - loss: 0.3305 - acc: 0.8654 \n", "Epoch 63/100\n", "7200/7200 [==============================] - 1s - loss: 0.3302 - acc: 0.8619 \n", "Epoch 64/100\n", "7200/7200 [==============================] - 1s - loss: 0.3304 - acc: 0.8650 \n", "Epoch 65/100\n", "7200/7200 [==============================] - 1s - loss: 0.3298 - acc: 0.8653 \n", "Epoch 66/100\n", "7200/7200 [==============================] - 1s - loss: 0.3298 - acc: 0.8657 \n", "Epoch 67/100\n", "7200/7200 [==============================] - 1s - loss: 0.3299 - acc: 0.8651 \n", "Epoch 68/100\n", "7200/7200 [==============================] - 1s - loss: 0.3298 - acc: 0.8649 \n", "Epoch 69/100\n", "7200/7200 [==============================] - 1s - loss: 0.3297 - acc: 0.8649 \n", "Epoch 70/100\n", "7200/7200 [==============================] - 1s - loss: 0.3294 - acc: 0.8654 \n", "Epoch 71/100\n", "7200/7200 [==============================] - 1s - loss: 0.3302 - acc: 0.8632 \n", "Epoch 72/100\n", "7200/7200 [==============================] - 1s - loss: 0.3297 - acc: 0.8626 \n", "Epoch 73/100\n", "7200/7200 [==============================] - 1s - loss: 0.3293 - acc: 0.8639 \n", "Epoch 74/100\n", "7200/7200 [==============================] - 1s - loss: 0.3298 - acc: 0.8639 \n", "Epoch 75/100\n", "7200/7200 [==============================] - 1s - loss: 0.3294 - acc: 0.8664 \n", "Epoch 76/100\n", "7200/7200 [==============================] - 1s - loss: 0.3297 - acc: 0.8654 \n", "Epoch 77/100\n", "7200/7200 [==============================] - 1s - loss: 0.3295 - acc: 0.8650 \n", "Epoch 78/100\n", "7200/7200 [==============================] - 1s - loss: 0.3294 - acc: 0.8649 \n", "Epoch 79/100\n", "7200/7200 [==============================] - 1s - loss: 0.3299 - acc: 0.8644 \n", "Epoch 80/100\n", "7200/7200 [==============================] - 1s - loss: 0.3291 - acc: 0.8674 \n", "Epoch 81/100\n", "7200/7200 [==============================] - 1s - loss: 0.3291 - acc: 0.8660 \n", "Epoch 82/100\n", "7200/7200 [==============================] - 1s - loss: 0.3300 - acc: 0.8657 \n", "Epoch 83/100\n", "7200/7200 [==============================] - 1s - loss: 0.3288 - acc: 0.8639 \n", "Epoch 84/100\n", "7200/7200 [==============================] - 1s - loss: 0.3290 - acc: 0.8667 \n", "Epoch 85/100\n", "7200/7200 [==============================] - 1s - loss: 0.3294 - acc: 0.8653 \n", "Epoch 86/100\n", "7200/7200 [==============================] - 1s - loss: 0.3281 - acc: 0.8667 \n", "Epoch 87/100\n", "7200/7200 [==============================] - 1s - loss: 0.3293 - acc: 0.8669 \n", "Epoch 88/100\n", "7200/7200 [==============================] - 1s - loss: 0.3288 - acc: 0.8665 \n", "Epoch 89/100\n", "7200/7200 [==============================] - 1s - loss: 0.3288 - acc: 0.8657 \n", "Epoch 90/100\n", "7200/7200 [==============================] - 1s - loss: 0.3288 - acc: 0.8642 \n", "Epoch 91/100\n", "7200/7200 [==============================] - 1s - loss: 0.3289 - acc: 0.8657 \n", "Epoch 92/100\n", "7200/7200 [==============================] - 1s - loss: 0.3291 - acc: 0.8646 \n", "Epoch 93/100\n", "7200/7200 [==============================] - 1s - loss: 0.3292 - acc: 0.8642 \n", "Epoch 94/100\n", "7200/7200 [==============================] - 1s - loss: 0.3290 - acc: 0.8662 \n", "Epoch 95/100\n", "7200/7200 [==============================] - 1s - loss: 0.3290 - acc: 0.8660 \n", "Epoch 96/100\n", "7200/7200 [==============================] - 1s - loss: 0.3286 - acc: 0.8671 \n", "Epoch 97/100\n", "7200/7200 [==============================] - 1s - loss: 0.3288 - acc: 0.8668 \n", "Epoch 98/100\n", "7200/7200 [==============================] - 1s - loss: 0.3290 - acc: 0.8686 \n", "Epoch 99/100\n", "7200/7200 [==============================] - 1s - loss: 0.3291 - acc: 0.8675 \n", "Epoch 100/100\n", "7200/7200 [==============================] - 1s - loss: 0.3285 - acc: 0.8661 \n", " 10/800 [..............................] - ETA: 3sEpoch 1/100\n", "7200/7200 [==============================] - 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1s - loss: 0.4126 - acc: 0.8318 \n", "Epoch 12/100\n", "7200/7200 [==============================] - 1s - loss: 0.4118 - acc: 0.8318 \n", "Epoch 13/100\n", "7200/7200 [==============================] - 1s - loss: 0.4108 - acc: 0.8304 \n", "Epoch 14/100\n", "7200/7200 [==============================] - 1s - loss: 0.4104 - acc: 0.8319 \n", "Epoch 15/100\n", "7200/7200 [==============================] - 1s - loss: 0.4097 - acc: 0.8321 \n", "Epoch 16/100\n", "7200/7200 [==============================] - 1s - loss: 0.4096 - acc: 0.8324 \n", "Epoch 17/100\n", "7200/7200 [==============================] - 1s - loss: 0.4088 - acc: 0.8312 \n", "Epoch 18/100\n", "7200/7200 [==============================] - 1s - loss: 0.4085 - acc: 0.8312 \n", "Epoch 19/100\n", "7200/7200 [==============================] - 1s - loss: 0.4081 - acc: 0.8331 \n", "Epoch 20/100\n", "7200/7200 [==============================] - 1s - loss: 0.4077 - acc: 0.8331 \n", "Epoch 21/100\n", "7200/7200 [==============================] - 1s - loss: 0.4080 - acc: 0.8329 \n", "Epoch 22/100\n", "7200/7200 [==============================] - 1s - loss: 0.4073 - acc: 0.8328 \n", "Epoch 23/100\n", "7200/7200 [==============================] - 1s - loss: 0.4069 - acc: 0.8307 \n", "Epoch 24/100\n", "7200/7200 [==============================] - 1s - loss: 0.4067 - acc: 0.8318 \n", "Epoch 25/100\n", "7200/7200 [==============================] - 1s - loss: 0.4074 - acc: 0.8310 \n", "Epoch 26/100\n", "7200/7200 [==============================] - 1s - loss: 0.4067 - acc: 0.8326 \n", "Epoch 27/100\n", "7200/7200 [==============================] - 1s - loss: 0.4066 - acc: 0.8325 \n", "Epoch 28/100\n", "7200/7200 [==============================] - 1s - loss: 0.4060 - acc: 0.8328 \n", "Epoch 29/100\n", "7200/7200 [==============================] - 1s - loss: 0.4065 - acc: 0.8314 \n", "Epoch 30/100\n", "7200/7200 [==============================] - 1s - loss: 0.4059 - acc: 0.8326 \n", "Epoch 31/100\n", "7200/7200 [==============================] - 1s - loss: 0.4059 - acc: 0.8329 \n", "Epoch 32/100\n", "7200/7200 [==============================] - 1s - loss: 0.4060 - acc: 0.8325 \n", "Epoch 33/100\n", "7200/7200 [==============================] - 1s - loss: 0.4061 - acc: 0.8315 \n", "Epoch 34/100\n", "7200/7200 [==============================] - 1s - loss: 0.4055 - acc: 0.8326 \n", "Epoch 35/100\n", "7200/7200 [==============================] - 1s - loss: 0.4058 - acc: 0.8322 \n", "Epoch 36/100\n", "7200/7200 [==============================] - 1s - loss: 0.4057 - acc: 0.8332 \n", "Epoch 37/100\n", "7200/7200 [==============================] - 1s - loss: 0.4052 - acc: 0.8319 \n", "Epoch 38/100\n", "7200/7200 [==============================] - 1s - loss: 0.4057 - acc: 0.8333 \n", "Epoch 39/100\n", "7200/7200 [==============================] - 1s - loss: 0.4055 - acc: 0.8321 \n", "Epoch 40/100\n", "7200/7200 [==============================] - 1s - loss: 0.4047 - acc: 0.8328 \n", "Epoch 41/100\n", "7200/7200 [==============================] - 1s - loss: 0.4055 - acc: 0.8315 \n", "Epoch 42/100\n", "7200/7200 [==============================] - 1s - loss: 0.4053 - acc: 0.8318 \n", "Epoch 43/100\n", "7200/7200 [==============================] - 1s - loss: 0.4049 - acc: 0.8315 \n", "Epoch 44/100\n", "7200/7200 [==============================] - 1s - loss: 0.4049 - acc: 0.8310 \n", "Epoch 45/100\n", "7200/7200 [==============================] - 1s - loss: 0.4047 - acc: 0.8318 \n", "Epoch 46/100\n", "7200/7200 [==============================] - 1s - loss: 0.4053 - acc: 0.8325 \n", "Epoch 47/100\n", "7200/7200 [==============================] - 1s - loss: 0.4050 - acc: 0.8321 \n", "Epoch 48/100\n", "7200/7200 [==============================] - 1s - loss: 0.4051 - acc: 0.8325 \n", "Epoch 49/100\n", "7200/7200 [==============================] - 1s - loss: 0.4046 - acc: 0.8325 \n", "Epoch 50/100\n", "7200/7200 [==============================] - 1s - loss: 0.4051 - acc: 0.8322 \n", "Epoch 51/100\n", "7200/7200 [==============================] - 1s - loss: 0.4044 - acc: 0.8311 \n", "Epoch 52/100\n", "7200/7200 [==============================] - 1s - loss: 0.4050 - acc: 0.8314 \n", "Epoch 53/100\n", "7200/7200 [==============================] - 1s - loss: 0.4049 - acc: 0.8331 \n", "Epoch 54/100\n", "7200/7200 [==============================] - 1s - loss: 0.4049 - acc: 0.8321 \n", "Epoch 55/100\n", "7200/7200 [==============================] - 1s - loss: 0.4045 - acc: 0.8317 \n", "Epoch 56/100\n", "7200/7200 [==============================] - 1s - loss: 0.4044 - acc: 0.8337 \n", "Epoch 57/100\n", "7200/7200 [==============================] - 1s - loss: 0.4047 - acc: 0.8326 \n", "Epoch 58/100\n", "7200/7200 [==============================] - 1s - loss: 0.4047 - acc: 0.8317 \n", "Epoch 59/100\n", "7200/7200 [==============================] - 1s - loss: 0.4045 - acc: 0.8322 \n", "Epoch 60/100\n", "7200/7200 [==============================] - 1s - loss: 0.4047 - acc: 0.8329 \n", "Epoch 61/100\n", "7200/7200 [==============================] - 1s - loss: 0.4042 - acc: 0.8324 \n", "Epoch 62/100\n", "7200/7200 [==============================] - 1s - loss: 0.4043 - acc: 0.8314 \n", "Epoch 63/100\n", "7200/7200 [==============================] - 1s - loss: 0.4044 - acc: 0.8322 \n", "Epoch 64/100\n", "7200/7200 [==============================] - 1s - loss: 0.4044 - acc: 0.8301 \n", "Epoch 65/100\n", "7200/7200 [==============================] - 1s - loss: 0.4042 - acc: 0.8329 \n", "Epoch 66/100\n", "7200/7200 [==============================] - ETA: 0s - loss: 0.4047 - acc: 0.832 - 1s - loss: 0.4050 - acc: 0.8333 \n", "Epoch 67/100\n", "7200/7200 [==============================] - 1s - loss: 0.4044 - acc: 0.8318 \n", "Epoch 68/100\n", "7200/7200 [==============================] - 1s - loss: 0.4045 - acc: 0.8326 \n", "Epoch 69/100\n", "7200/7200 [==============================] - 1s - loss: 0.4046 - acc: 0.8326 \n", "Epoch 70/100\n", "7200/7200 [==============================] - 1s - loss: 0.4040 - acc: 0.8315 \n", "Epoch 71/100\n", "7200/7200 [==============================] - 1s - loss: 0.4041 - acc: 0.8322 \n", "Epoch 72/100\n", "7200/7200 [==============================] - 1s - loss: 0.4045 - acc: 0.8346 \n", "Epoch 73/100\n", "7200/7200 [==============================] - 1s - loss: 0.4043 - acc: 0.8314 \n", "Epoch 74/100\n", "7200/7200 [==============================] - 1s - loss: 0.4044 - acc: 0.8300 \n", "Epoch 75/100\n", "7200/7200 [==============================] - 1s - loss: 0.4039 - acc: 0.8321 \n", "Epoch 76/100\n", "7200/7200 [==============================] - 1s - loss: 0.4041 - acc: 0.8321 \n", "Epoch 77/100\n", "7200/7200 [==============================] - 1s - loss: 0.4040 - acc: 0.8326 \n", "Epoch 78/100\n", "7200/7200 [==============================] - 1s - loss: 0.4042 - acc: 0.8322 \n", "Epoch 79/100\n", "7200/7200 [==============================] - 1s - loss: 0.4040 - acc: 0.8324 \n", "Epoch 80/100\n", "7200/7200 [==============================] - 1s - loss: 0.4040 - acc: 0.8326 \n", "Epoch 81/100\n", "7200/7200 [==============================] - 1s - loss: 0.4042 - acc: 0.8349 \n", "Epoch 82/100\n", "7200/7200 [==============================] - 1s - loss: 0.4044 - acc: 0.8304 \n", "Epoch 83/100\n", "7200/7200 [==============================] - 1s - loss: 0.4039 - acc: 0.8312 \n", "Epoch 84/100\n", "7200/7200 [==============================] - 1s - loss: 0.4040 - acc: 0.8332 \n", "Epoch 85/100\n", "7200/7200 [==============================] - 1s - loss: 0.4031 - acc: 0.8308 \n", "Epoch 86/100\n", "7200/7200 [==============================] - 1s - loss: 0.4035 - acc: 0.8324 \n", "Epoch 87/100\n", "7200/7200 [==============================] - 1s - loss: 0.4041 - acc: 0.8340 \n", "Epoch 88/100\n", "7200/7200 [==============================] - 1s - loss: 0.4042 - acc: 0.8319 \n", "Epoch 89/100\n", "7200/7200 [==============================] - 1s - loss: 0.4039 - acc: 0.8329 \n", "Epoch 90/100\n", "7200/7200 [==============================] - 1s - loss: 0.4043 - acc: 0.8315 \n", "Epoch 91/100\n", "7200/7200 [==============================] - 1s - loss: 0.4044 - acc: 0.8317 \n", "Epoch 92/100\n", "7200/7200 [==============================] - 1s - loss: 0.4040 - acc: 0.8310 \n", "Epoch 93/100\n", "7200/7200 [==============================] - 1s - loss: 0.4041 - acc: 0.8331 \n", "Epoch 94/100\n", "7200/7200 [==============================] - 1s - loss: 0.4035 - acc: 0.8317 \n", "Epoch 95/100\n", "7200/7200 [==============================] - 1s - loss: 0.4039 - acc: 0.8340 \n", "Epoch 96/100\n", "7200/7200 [==============================] - 1s - loss: 0.4044 - acc: 0.8329 \n", "Epoch 97/100\n", "7200/7200 [==============================] - 1s - loss: 0.4038 - acc: 0.8315 \n", "Epoch 98/100\n", "7200/7200 [==============================] - 1s - loss: 0.4041 - acc: 0.8322 \n", "Epoch 99/100\n", "7200/7200 [==============================] - 1s - loss: 0.4042 - acc: 0.8325 \n", "Epoch 100/100\n", "7200/7200 [==============================] - 1s - loss: 0.4039 - acc: 0.8308 \n", "740/800 [==========================>...] - ETA: 0sEpoch 1/100\n", "7200/7200 [==============================] - 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1s - loss: 0.3470 - acc: 0.8604 \n", "Epoch 62/100\n", "7200/7200 [==============================] - 1s - loss: 0.3464 - acc: 0.8597 \n", "Epoch 63/100\n", "7200/7200 [==============================] - 1s - loss: 0.3455 - acc: 0.8601 \n", "Epoch 64/100\n", "7200/7200 [==============================] - 1s - loss: 0.3462 - acc: 0.8606 \n", "Epoch 65/100\n", "7200/7200 [==============================] - 1s - loss: 0.3462 - acc: 0.8575 \n", "Epoch 66/100\n", "7200/7200 [==============================] - 1s - loss: 0.3444 - acc: 0.8607 \n", "Epoch 67/100\n", "7200/7200 [==============================] - 1s - loss: 0.3454 - acc: 0.8612 \n", "Epoch 68/100\n", "7200/7200 [==============================] - 1s - loss: 0.3451 - acc: 0.8590 \n", "Epoch 69/100\n", "7200/7200 [==============================] - 1s - loss: 0.3451 - acc: 0.8617 \n", "Epoch 70/100\n", "7200/7200 [==============================] - 1s - loss: 0.3456 - acc: 0.8604 \n", "Epoch 71/100\n", "7200/7200 [==============================] - 1s - loss: 0.3448 - acc: 0.8600 \n", "Epoch 72/100\n", "7200/7200 [==============================] - 1s - loss: 0.3454 - acc: 0.8594 \n", "Epoch 73/100\n", "7200/7200 [==============================] - 1s - loss: 0.3451 - acc: 0.8592 \n", "Epoch 74/100\n", "7200/7200 [==============================] - 1s - loss: 0.3449 - acc: 0.8593 \n", "Epoch 75/100\n", "7200/7200 [==============================] - 1s - loss: 0.3455 - acc: 0.8592 \n", "Epoch 76/100\n", "7200/7200 [==============================] - 1s - loss: 0.3458 - acc: 0.8585 \n", "Epoch 77/100\n", "7200/7200 [==============================] - 1s - loss: 0.3441 - acc: 0.8608 \n", "Epoch 78/100\n", "7200/7200 [==============================] - 1s - loss: 0.3457 - acc: 0.8597 \n", "Epoch 79/100\n", "7200/7200 [==============================] - 1s - loss: 0.3446 - acc: 0.8601 \n", "Epoch 80/100\n", "7200/7200 [==============================] - 1s - loss: 0.3446 - acc: 0.8608 \n", "Epoch 81/100\n", "7200/7200 [==============================] - 1s - loss: 0.3446 - acc: 0.8586 \n", "Epoch 82/100\n", "7200/7200 [==============================] - 1s - loss: 0.3447 - acc: 0.8581 \n", "Epoch 83/100\n", "7200/7200 [==============================] - 1s - loss: 0.3441 - acc: 0.8628 \n", "Epoch 84/100\n", "7200/7200 [==============================] - 1s - loss: 0.3441 - acc: 0.8579 \n", "Epoch 85/100\n", "7200/7200 [==============================] - 1s - loss: 0.3442 - acc: 0.8593 \n", "Epoch 86/100\n", "7200/7200 [==============================] - 1s - loss: 0.3445 - acc: 0.8611 \n", "Epoch 87/100\n", "7200/7200 [==============================] - 1s - loss: 0.3441 - acc: 0.8603 \n", "Epoch 88/100\n", "7200/7200 [==============================] - 1s - loss: 0.3446 - acc: 0.8612 \n", "Epoch 89/100\n", "7200/7200 [==============================] - 1s - loss: 0.3438 - acc: 0.8604 \n", "Epoch 90/100\n", "7200/7200 [==============================] - 1s - loss: 0.3439 - acc: 0.8586 \n", "Epoch 91/100\n", "7200/7200 [==============================] - 1s - loss: 0.3443 - acc: 0.8575 \n", "Epoch 92/100\n", "7200/7200 [==============================] - 1s - loss: 0.3442 - acc: 0.8581 \n", "Epoch 93/100\n", "7200/7200 [==============================] - 1s - loss: 0.3433 - acc: 0.8636 \n", "Epoch 94/100\n", "7200/7200 [==============================] - 1s - loss: 0.3437 - acc: 0.8597 \n", "Epoch 95/100\n", "7200/7200 [==============================] - 1s - loss: 0.3444 - acc: 0.8599 \n", "Epoch 96/100\n", "7200/7200 [==============================] - 1s - loss: 0.3440 - acc: 0.8608 \n", "Epoch 97/100\n", "7200/7200 [==============================] - 1s - loss: 0.3432 - acc: 0.8572 \n", "Epoch 98/100\n", "7200/7200 [==============================] - 1s - loss: 0.3432 - acc: 0.8593 \n", "Epoch 99/100\n", "7200/7200 [==============================] - 1s - loss: 0.3437 - acc: 0.8592 \n", "Epoch 100/100\n", "7200/7200 [==============================] - 1s - loss: 0.3426 - acc: 0.8614 \n", "760/800 [===========================>..] - ETA: 0sEpoch 1/100\n", "7200/7200 [==============================] - 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1s - loss: 0.4016 - acc: 0.8340 \n", "Epoch 12/100\n", "7200/7200 [==============================] - 1s - loss: 0.4007 - acc: 0.8349 \n", "Epoch 13/100\n", "7200/7200 [==============================] - 1s - loss: 0.4002 - acc: 0.8340 \n", "Epoch 14/100\n", "7200/7200 [==============================] - 1s - loss: 0.3997 - acc: 0.8343 \n", "Epoch 15/100\n", "7200/7200 [==============================] - 1s - loss: 0.3992 - acc: 0.8342 \n", "Epoch 16/100\n", "7200/7200 [==============================] - 1s - loss: 0.3996 - acc: 0.8349 \n", "Epoch 17/100\n", "7200/7200 [==============================] - 1s - loss: 0.3988 - acc: 0.8328 \n", "Epoch 18/100\n", "7200/7200 [==============================] - 1s - loss: 0.3985 - acc: 0.8342 \n", "Epoch 19/100\n", "7200/7200 [==============================] - 1s - loss: 0.3982 - acc: 0.8336 \n", "Epoch 20/100\n", "7200/7200 [==============================] - 1s - loss: 0.3976 - acc: 0.8346 \n", "Epoch 21/100\n", "7200/7200 [==============================] - 1s - loss: 0.3982 - acc: 0.8343 \n", "Epoch 22/100\n", "7200/7200 [==============================] - 1s - loss: 0.3971 - acc: 0.8346 \n", "Epoch 23/100\n", "7200/7200 [==============================] - 1s - loss: 0.3973 - acc: 0.8343 \n", "Epoch 24/100\n", "7200/7200 [==============================] - 1s - loss: 0.3971 - acc: 0.8324 \n", "Epoch 25/100\n", "7200/7200 [==============================] - 1s - loss: 0.3968 - acc: 0.8350 \n", "Epoch 26/100\n", "7200/7200 [==============================] - 1s - loss: 0.3965 - acc: 0.8332 \n", "Epoch 27/100\n", "7200/7200 [==============================] - 1s - loss: 0.3964 - acc: 0.8339 \n", "Epoch 28/100\n", "7200/7200 [==============================] - 1s - loss: 0.3963 - acc: 0.8353 \n", "Epoch 29/100\n", "7200/7200 [==============================] - 1s - loss: 0.3960 - acc: 0.8354 \n", "Epoch 30/100\n", "7200/7200 [==============================] - 1s - loss: 0.3962 - acc: 0.8354 \n", "Epoch 31/100\n", "7200/7200 [==============================] - 1s - loss: 0.3966 - acc: 0.8354 \n", "Epoch 32/100\n", "7200/7200 [==============================] - 1s - loss: 0.3953 - acc: 0.8357 \n", "Epoch 33/100\n", "7200/7200 [==============================] - 1s - loss: 0.3959 - acc: 0.8354 \n", "Epoch 34/100\n", "7200/7200 [==============================] - 1s - loss: 0.3952 - acc: 0.8358 \n", "Epoch 35/100\n", "7200/7200 [==============================] - 1s - loss: 0.3952 - acc: 0.8371 \n", "Epoch 36/100\n", "7200/7200 [==============================] - 1s - loss: 0.3954 - acc: 0.8343 \n", "Epoch 37/100\n", "7200/7200 [==============================] - 1s - loss: 0.3952 - acc: 0.8350 \n", "Epoch 38/100\n", "7200/7200 [==============================] - 1s - loss: 0.3945 - acc: 0.8379 \n", "Epoch 39/100\n", "7200/7200 [==============================] - 1s - loss: 0.3950 - acc: 0.8356 \n", "Epoch 40/100\n", "7200/7200 [==============================] - 1s - loss: 0.3950 - acc: 0.8357 \n", "Epoch 41/100\n", "7200/7200 [==============================] - 1s - loss: 0.3947 - acc: 0.8351 \n", "Epoch 42/100\n", "7200/7200 [==============================] - 1s - loss: 0.3943 - acc: 0.8364 \n", "Epoch 43/100\n", "7200/7200 [==============================] - 1s - loss: 0.3939 - acc: 0.8353 \n", "Epoch 44/100\n", "7200/7200 [==============================] - 1s - loss: 0.3937 - acc: 0.8347 \n", "Epoch 45/100\n", "7200/7200 [==============================] - 1s - loss: 0.3921 - acc: 0.8372 \n", "Epoch 46/100\n", "7200/7200 [==============================] - 1s - loss: 0.3913 - acc: 0.8367 \n", "Epoch 47/100\n", "7200/7200 [==============================] - 1s - loss: 0.3894 - acc: 0.8387 \n", "Epoch 48/100\n", "7200/7200 [==============================] - 1s - loss: 0.3876 - acc: 0.8379 \n", "Epoch 49/100\n", "7200/7200 [==============================] - 1s - loss: 0.3861 - acc: 0.8367 \n", "Epoch 50/100\n", "7200/7200 [==============================] - 1s - loss: 0.3848 - acc: 0.8376 \n", "Epoch 51/100\n", "7200/7200 [==============================] - 1s - loss: 0.3819 - acc: 0.8371 \n", "Epoch 52/100\n", "7200/7200 [==============================] - 1s - loss: 0.3803 - acc: 0.8367 \n", "Epoch 53/100\n", "7200/7200 [==============================] - 1s - loss: 0.3786 - acc: 0.8381 \n", "Epoch 54/100\n", "7200/7200 [==============================] - 1s - loss: 0.3773 - acc: 0.8356 \n", "Epoch 55/100\n", "7200/7200 [==============================] - 1s - loss: 0.3759 - acc: 0.8378 \n", "Epoch 56/100\n", "7200/7200 [==============================] - 1s - loss: 0.3753 - acc: 0.8356 \n", "Epoch 57/100\n", "7200/7200 [==============================] - 1s - loss: 0.3740 - acc: 0.8356 \n", "Epoch 58/100\n", "7200/7200 [==============================] - 1s - loss: 0.3731 - acc: 0.8360 \n", "Epoch 59/100\n", "7200/7200 [==============================] - 1s - loss: 0.3726 - acc: 0.8371 \n", "Epoch 60/100\n", "7200/7200 [==============================] - 1s - loss: 0.3719 - acc: 0.8343 \n", "Epoch 61/100\n", "7200/7200 [==============================] - 1s - loss: 0.3702 - acc: 0.8379 \n", "Epoch 62/100\n", "7200/7200 [==============================] - 1s - loss: 0.3694 - acc: 0.8378 \n", "Epoch 63/100\n", "7200/7200 [==============================] - 1s - loss: 0.3681 - acc: 0.8381 \n", "Epoch 64/100\n", "7200/7200 [==============================] - 1s - loss: 0.3671 - acc: 0.8449 \n", "Epoch 65/100\n", "7200/7200 [==============================] - 1s - loss: 0.3658 - acc: 0.8439 \n", "Epoch 66/100\n", "7200/7200 [==============================] - 1s - loss: 0.3643 - acc: 0.8458 \n", "Epoch 67/100\n", "7200/7200 [==============================] - 1s - loss: 0.3634 - acc: 0.8496 \n", "Epoch 68/100\n", "7200/7200 [==============================] - 1s - loss: 0.3620 - acc: 0.8487 \n", "Epoch 69/100\n", "7200/7200 [==============================] - 1s - loss: 0.3605 - acc: 0.8528 \n", "Epoch 70/100\n", "7200/7200 [==============================] - 1s - loss: 0.3606 - acc: 0.8504 \n", "Epoch 71/100\n", "7200/7200 [==============================] - 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1s - loss: 0.3988 - acc: 0.8361 \n", "Epoch 12/100\n", "7200/7200 [==============================] - 1s - loss: 0.3982 - acc: 0.8349 \n", "Epoch 13/100\n", "7200/7200 [==============================] - 1s - loss: 0.3980 - acc: 0.8361 \n", "Epoch 14/100\n", "7200/7200 [==============================] - 1s - loss: 0.3973 - acc: 0.8357 \n", "Epoch 15/100\n", "7200/7200 [==============================] - 1s - loss: 0.3962 - acc: 0.8364 \n", "Epoch 16/100\n", "7200/7200 [==============================] - 1s - loss: 0.3965 - acc: 0.8362 \n", "Epoch 17/100\n", "7200/7200 [==============================] - 1s - loss: 0.3967 - acc: 0.8371 \n", "Epoch 18/100\n", "7200/7200 [==============================] - 1s - loss: 0.3968 - acc: 0.8365 \n", "Epoch 19/100\n", "7200/7200 [==============================] - 1s - loss: 0.3961 - acc: 0.8367 \n", "Epoch 20/100\n", "7200/7200 [==============================] - 1s - loss: 0.3965 - acc: 0.8369 \n", "Epoch 21/100\n", "7200/7200 [==============================] - 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1s - loss: 0.3929 - acc: 0.8372 \n", "Epoch 52/100\n", "7200/7200 [==============================] - 1s - loss: 0.3928 - acc: 0.8386 \n", "Epoch 53/100\n", "7200/7200 [==============================] - 1s - loss: 0.3927 - acc: 0.8368 \n", "Epoch 54/100\n", "7200/7200 [==============================] - 1s - loss: 0.3927 - acc: 0.8375 \n", "Epoch 55/100\n", "7200/7200 [==============================] - 1s - loss: 0.3927 - acc: 0.8387 \n", "Epoch 56/100\n", "7200/7200 [==============================] - 1s - loss: 0.3926 - acc: 0.8371 \n", "Epoch 57/100\n", "7200/7200 [==============================] - 1s - loss: 0.3923 - acc: 0.8386 \n", "Epoch 58/100\n", "7200/7200 [==============================] - 1s - loss: 0.3920 - acc: 0.8357 \n", "Epoch 59/100\n", "7200/7200 [==============================] - 1s - loss: 0.3923 - acc: 0.8372 \n", "Epoch 60/100\n", "7200/7200 [==============================] - 1s - loss: 0.3920 - acc: 0.8389 \n", "Epoch 61/100\n", "7200/7200 [==============================] - 1s - loss: 0.3922 - acc: 0.8375 \n", "Epoch 62/100\n", "7200/7200 [==============================] - 1s - loss: 0.3917 - acc: 0.8382 \n", "Epoch 63/100\n", "7200/7200 [==============================] - 1s - loss: 0.3919 - acc: 0.8375 \n", "Epoch 64/100\n", "7200/7200 [==============================] - 1s - loss: 0.3918 - acc: 0.8375 \n", "Epoch 65/100\n", "7200/7200 [==============================] - 1s - loss: 0.3920 - acc: 0.8357 \n", "Epoch 66/100\n", "7200/7200 [==============================] - 1s - loss: 0.3915 - acc: 0.8368 \n", "Epoch 67/100\n", "7200/7200 [==============================] - 1s - loss: 0.3916 - acc: 0.8393 \n", "Epoch 68/100\n", "7200/7200 [==============================] - 1s - loss: 0.3915 - acc: 0.8382 \n", "Epoch 69/100\n", "7200/7200 [==============================] - 1s - loss: 0.3914 - acc: 0.8379 \n", "Epoch 70/100\n", "7200/7200 [==============================] - 1s - loss: 0.3913 - acc: 0.8393 \n", "Epoch 71/100\n", "7200/7200 [==============================] - 1s - loss: 0.3912 - acc: 0.8387 \n", "Epoch 72/100\n", "7200/7200 [==============================] - 1s - loss: 0.3904 - acc: 0.8374 \n", "Epoch 73/100\n", "7200/7200 [==============================] - 1s - loss: 0.3902 - acc: 0.8393 \n", "Epoch 74/100\n", "7200/7200 [==============================] - 1s - loss: 0.3894 - acc: 0.8378 \n", "Epoch 75/100\n", "7200/7200 [==============================] - 1s - loss: 0.3899 - acc: 0.8387 \n", "Epoch 76/100\n", "7200/7200 [==============================] - 1s - loss: 0.3897 - acc: 0.8392 \n", "Epoch 77/100\n", "7200/7200 [==============================] - 1s - loss: 0.3884 - acc: 0.8396 \n", "Epoch 78/100\n", "7200/7200 [==============================] - 1s - loss: 0.3874 - acc: 0.8389 \n", "Epoch 79/100\n", "7200/7200 [==============================] - 1s - loss: 0.3871 - acc: 0.8401 \n", "Epoch 80/100\n", "7200/7200 [==============================] - 1s - loss: 0.3849 - acc: 0.8399 \n", "Epoch 81/100\n", "7200/7200 [==============================] - 1s - loss: 0.3833 - acc: 0.8392 \n", "Epoch 82/100\n", "7200/7200 [==============================] - 1s - loss: 0.3795 - acc: 0.8417 \n", "Epoch 83/100\n", "7200/7200 [==============================] - 1s - loss: 0.3771 - acc: 0.8411 \n", "Epoch 84/100\n", "7200/7200 [==============================] - 1s - loss: 0.3731 - acc: 0.8431 \n", "Epoch 85/100\n", "7200/7200 [==============================] - 1s - loss: 0.3695 - acc: 0.8464 \n", "Epoch 86/100\n", "7200/7200 [==============================] - 1s - loss: 0.3665 - acc: 0.8478 \n", "Epoch 87/100\n", "7200/7200 [==============================] - 1s - loss: 0.3636 - acc: 0.8496 \n", "Epoch 88/100\n", "7200/7200 [==============================] - 1s - loss: 0.3616 - acc: 0.8499 \n", "Epoch 89/100\n", "7200/7200 [==============================] - 1s - loss: 0.3601 - acc: 0.8521 \n", "Epoch 90/100\n", "7200/7200 [==============================] - 1s - loss: 0.3575 - acc: 0.8531 \n", "Epoch 91/100\n", "7200/7200 [==============================] - 1s - loss: 0.3561 - acc: 0.8557 \n", "Epoch 92/100\n", "7200/7200 [==============================] - 1s - loss: 0.3538 - acc: 0.8581 \n", "Epoch 93/100\n", "7200/7200 [==============================] - 1s - loss: 0.3519 - acc: 0.8608 \n", "Epoch 94/100\n", "7200/7200 [==============================] - 1s - loss: 0.3506 - acc: 0.8589 \n", "Epoch 95/100\n", "7200/7200 [==============================] - 1s - loss: 0.3498 - acc: 0.8585 \n", "Epoch 96/100\n", "7200/7200 [==============================] - 1s - loss: 0.3494 - acc: 0.8608 \n", "Epoch 97/100\n", "7200/7200 [==============================] - 1s - loss: 0.3487 - acc: 0.8594 \n", "Epoch 98/100\n", "7200/7200 [==============================] - 1s - loss: 0.3477 - acc: 0.8622 \n", "Epoch 99/100\n", "7200/7200 [==============================] - 1s - loss: 0.3478 - acc: 0.8600 \n", "Epoch 100/100\n", "7200/7200 [==============================] - 1s - loss: 0.3467 - acc: 0.8603 \n", "740/800 [==========================>...] - ETA: 0sEpoch 1/100\n", "7200/7200 [==============================] - 1s - loss: 0.4892 - acc: 0.7954 \n", "Epoch 2/100\n", "7200/7200 [==============================] - 1s - loss: 0.4221 - acc: 0.7957 \n", "Epoch 3/100\n", "7200/7200 [==============================] - 1s - loss: 0.4182 - acc: 0.7957 \n", "Epoch 4/100\n", "7200/7200 [==============================] - 1s - loss: 0.4154 - acc: 0.8283 \n", "Epoch 5/100\n", "7200/7200 [==============================] - 1s - loss: 0.4130 - acc: 0.8301 \n", "Epoch 6/100\n", "7200/7200 [==============================] - 1s - loss: 0.4111 - acc: 0.8318 \n", "Epoch 7/100\n", "7200/7200 [==============================] - 1s - loss: 0.4096 - acc: 0.8335 \n", "Epoch 8/100\n", "7200/7200 [==============================] - 1s - loss: 0.4087 - acc: 0.8339 \n", "Epoch 9/100\n", "7200/7200 [==============================] - 1s - loss: 0.4076 - acc: 0.8360 \n", "Epoch 10/100\n", "7200/7200 [==============================] - 1s - loss: 0.4067 - acc: 0.8349 \n", "Epoch 11/100\n", "7200/7200 [==============================] - 1s - loss: 0.4058 - acc: 0.8365 \n", "Epoch 12/100\n", "7200/7200 [==============================] - 1s - loss: 0.4051 - acc: 0.8365 \n", "Epoch 13/100\n", "7200/7200 [==============================] - 1s - loss: 0.4041 - acc: 0.8358 \n", "Epoch 14/100\n", "7200/7200 [==============================] - 1s - loss: 0.4030 - acc: 0.8365 \n", "Epoch 15/100\n", "7200/7200 [==============================] - 1s - loss: 0.4016 - acc: 0.8386 \n", "Epoch 16/100\n", "7200/7200 [==============================] - 1s - loss: 0.3984 - acc: 0.8383 \n", "Epoch 17/100\n", "7200/7200 [==============================] - 1s - loss: 0.3946 - acc: 0.8387 \n", "Epoch 18/100\n", "7200/7200 [==============================] - 1s - loss: 0.3878 - acc: 0.8400 \n", "Epoch 19/100\n", "7200/7200 [==============================] - 1s - loss: 0.3810 - acc: 0.8421 \n", "Epoch 20/100\n", "7200/7200 [==============================] - 1s - loss: 0.3758 - acc: 0.8451 \n", "Epoch 21/100\n", "7200/7200 [==============================] - 1s - loss: 0.3713 - acc: 0.8462 \n", "Epoch 22/100\n", "7200/7200 [==============================] - 1s - loss: 0.3679 - acc: 0.8487 \n", "Epoch 23/100\n", "7200/7200 [==============================] - 1s - loss: 0.3642 - acc: 0.8501 \n", "Epoch 24/100\n", "7200/7200 [==============================] - ETA: 0s - loss: 0.3598 - acc: 0.853 - 1s - loss: 0.3625 - acc: 0.8519 \n", "Epoch 25/100\n", "7200/7200 [==============================] - 1s - loss: 0.3602 - acc: 0.8522 \n", "Epoch 26/100\n", "7200/7200 [==============================] - 1s - loss: 0.3588 - acc: 0.8556 \n", "Epoch 27/100\n", "7200/7200 [==============================] - 1s - loss: 0.3573 - acc: 0.8564 \n", "Epoch 28/100\n", "7200/7200 [==============================] - 1s - loss: 0.3561 - acc: 0.8560 \n", "Epoch 29/100\n", "7200/7200 [==============================] - 1s - loss: 0.3527 - acc: 0.8586 \n", "Epoch 30/100\n", "7200/7200 [==============================] - 1s - loss: 0.3522 - acc: 0.8589 \n", "Epoch 31/100\n", "7200/7200 [==============================] - 1s - loss: 0.3507 - acc: 0.8579 \n", "Epoch 32/100\n", "7200/7200 [==============================] - 1s - loss: 0.3501 - acc: 0.8589 \n", "Epoch 33/100\n", "7200/7200 [==============================] - 1s - loss: 0.3489 - acc: 0.8582 \n", "Epoch 34/100\n", "7200/7200 [==============================] - 1s - loss: 0.3485 - acc: 0.8583 \n", "Epoch 35/100\n", "7200/7200 [==============================] - 1s - loss: 0.3476 - acc: 0.8600 \n", "Epoch 36/100\n", "7200/7200 [==============================] - 1s - loss: 0.3472 - acc: 0.8606 \n", "Epoch 37/100\n", "7200/7200 [==============================] - 1s - loss: 0.3464 - acc: 0.8593 \n", "Epoch 38/100\n", "7200/7200 [==============================] - 1s - loss: 0.3456 - acc: 0.8604 \n", "Epoch 39/100\n", "7200/7200 [==============================] - 1s - loss: 0.3461 - acc: 0.8617 \n", "Epoch 40/100\n", "7200/7200 [==============================] - 1s - loss: 0.3449 - acc: 0.8610 \n", "Epoch 41/100\n", "7200/7200 [==============================] - 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1s - loss: 0.3384 - acc: 0.8629 \n", "Epoch 72/100\n", "7200/7200 [==============================] - 1s - loss: 0.3376 - acc: 0.8617 \n", "Epoch 73/100\n", "7200/7200 [==============================] - 1s - loss: 0.3373 - acc: 0.8626 \n", "Epoch 74/100\n", "7200/7200 [==============================] - 1s - loss: 0.3382 - acc: 0.8619 \n", "Epoch 75/100\n", "7200/7200 [==============================] - 1s - loss: 0.3372 - acc: 0.8629 \n", "Epoch 76/100\n", "7200/7200 [==============================] - 1s - loss: 0.3381 - acc: 0.8618 \n", "Epoch 77/100\n", "7200/7200 [==============================] - 1s - loss: 0.3367 - acc: 0.8643 \n", "Epoch 78/100\n", "7200/7200 [==============================] - 1s - loss: 0.3373 - acc: 0.8612 \n", "Epoch 79/100\n", "7200/7200 [==============================] - 1s - loss: 0.3362 - acc: 0.8635 \n", "Epoch 80/100\n", "7200/7200 [==============================] - 1s - loss: 0.3375 - acc: 0.8614 \n", "Epoch 81/100\n", "7200/7200 [==============================] - 1s - loss: 0.3377 - acc: 0.8621 \n", "Epoch 82/100\n", "7200/7200 [==============================] - 1s - loss: 0.3371 - acc: 0.8633 \n", "Epoch 83/100\n", "7200/7200 [==============================] - 1s - loss: 0.3367 - acc: 0.8619 \n", "Epoch 84/100\n", "7200/7200 [==============================] - 1s - loss: 0.3370 - acc: 0.8631 \n", "Epoch 85/100\n", "7200/7200 [==============================] - 1s - loss: 0.3377 - acc: 0.8624 \n", "Epoch 86/100\n", "7200/7200 [==============================] - 1s - loss: 0.3372 - acc: 0.8601 \n", "Epoch 87/100\n", "7200/7200 [==============================] - 1s - loss: 0.3359 - acc: 0.8626 \n", "Epoch 88/100\n", "7200/7200 [==============================] - 1s - loss: 0.3372 - acc: 0.8635 \n", "Epoch 89/100\n", "7200/7200 [==============================] - 1s - loss: 0.3365 - acc: 0.8614 \n", "Epoch 90/100\n", "7200/7200 [==============================] - 1s - loss: 0.3372 - acc: 0.8631 \n", "Epoch 91/100\n", "7200/7200 [==============================] - 1s - loss: 0.3367 - acc: 0.8622 \n", "Epoch 92/100\n", "7200/7200 [==============================] - 1s - loss: 0.3362 - acc: 0.8604 \n", "Epoch 93/100\n", "7200/7200 [==============================] - 1s - loss: 0.3369 - acc: 0.8621 \n", "Epoch 94/100\n", "7200/7200 [==============================] - 1s - loss: 0.3363 - acc: 0.8624 \n", "Epoch 95/100\n", "7200/7200 [==============================] - 1s - loss: 0.3370 - acc: 0.8614 \n", "Epoch 96/100\n", "7200/7200 [==============================] - 1s - loss: 0.3363 - acc: 0.8618 \n", "Epoch 97/100\n", "7200/7200 [==============================] - 1s - loss: 0.3364 - acc: 0.8625 \n", "Epoch 98/100\n", "7200/7200 [==============================] - 1s - loss: 0.3371 - acc: 0.8628 \n", "Epoch 99/100\n", "7200/7200 [==============================] - 1s - loss: 0.3363 - acc: 0.8640 \n", "Epoch 100/100\n", "7200/7200 [==============================] - 1s - loss: 0.3371 - acc: 0.8632 \n", "750/800 [===========================>..] - ETA: 0sEpoch 1/100\n", "7200/7200 [==============================] - 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1s - loss: 0.4112 - acc: 0.8332 \n", "Epoch 12/100\n", "7200/7200 [==============================] - 1s - loss: 0.4113 - acc: 0.8343 \n", "Epoch 13/100\n", "7200/7200 [==============================] - 1s - loss: 0.4105 - acc: 0.8342 \n", "Epoch 14/100\n", "7200/7200 [==============================] - 1s - loss: 0.4101 - acc: 0.8339 \n", "Epoch 15/100\n", "7200/7200 [==============================] - 1s - loss: 0.4093 - acc: 0.8331 \n", "Epoch 16/100\n", "7200/7200 [==============================] - 1s - loss: 0.4094 - acc: 0.8339 \n", "Epoch 17/100\n", "7200/7200 [==============================] - 1s - loss: 0.4091 - acc: 0.8343 \n", "Epoch 18/100\n", "7200/7200 [==============================] - 1s - loss: 0.4085 - acc: 0.8337 \n", "Epoch 19/100\n", "7200/7200 [==============================] - 1s - loss: 0.4083 - acc: 0.8342 \n", "Epoch 20/100\n", "7200/7200 [==============================] - 1s - loss: 0.4074 - acc: 0.8351 \n", "Epoch 21/100\n", "7200/7200 [==============================] - 1s - loss: 0.4077 - acc: 0.8350 \n", "Epoch 22/100\n", "7200/7200 [==============================] - 1s - loss: 0.4072 - acc: 0.8356 \n", "Epoch 23/100\n", "7200/7200 [==============================] - 1s - loss: 0.4069 - acc: 0.8337 \n", "Epoch 24/100\n", "7200/7200 [==============================] - 1s - loss: 0.4066 - acc: 0.8344 \n", "Epoch 25/100\n", "7200/7200 [==============================] - 1s - loss: 0.4066 - acc: 0.8333 \n", "Epoch 26/100\n", "7200/7200 [==============================] - 1s - loss: 0.4065 - acc: 0.8340 \n", "Epoch 27/100\n", "7200/7200 [==============================] - 1s - loss: 0.4064 - acc: 0.8337 \n", "Epoch 28/100\n", "7200/7200 [==============================] - 1s - loss: 0.4064 - acc: 0.8332 \n", "Epoch 29/100\n", "7200/7200 [==============================] - 1s - loss: 0.4059 - acc: 0.8340 \n", "Epoch 30/100\n", "7200/7200 [==============================] - 1s - loss: 0.4062 - acc: 0.8336 \n", "Epoch 31/100\n", "7200/7200 [==============================] - 1s - loss: 0.4054 - acc: 0.8351 \n", "Epoch 32/100\n", "7200/7200 [==============================] - 1s - loss: 0.4056 - acc: 0.8358 \n", "Epoch 33/100\n", "7200/7200 [==============================] - 1s - loss: 0.4052 - acc: 0.8342 \n", "Epoch 34/100\n", "7200/7200 [==============================] - 1s - loss: 0.4053 - acc: 0.8346 \n", "Epoch 35/100\n", "7200/7200 [==============================] - 1s - loss: 0.4053 - acc: 0.8350 \n", "Epoch 36/100\n", "7200/7200 [==============================] - 1s - loss: 0.4048 - acc: 0.8349 \n", "Epoch 37/100\n", "7200/7200 [==============================] - 1s - loss: 0.4049 - acc: 0.8339 \n", "Epoch 38/100\n", "7200/7200 [==============================] - 1s - loss: 0.4054 - acc: 0.8339 \n", "Epoch 39/100\n", "7200/7200 [==============================] - 1s - loss: 0.4049 - acc: 0.8342 \n", "Epoch 40/100\n", "7200/7200 [==============================] - 1s - loss: 0.4054 - acc: 0.8343 \n", "Epoch 41/100\n", "7200/7200 [==============================] - 1s - loss: 0.4052 - acc: 0.8347 \n", "Epoch 42/100\n", "7200/7200 [==============================] - 1s - loss: 0.4045 - acc: 0.8353 \n", "Epoch 43/100\n", "7200/7200 [==============================] - 1s - loss: 0.4046 - acc: 0.8361 \n", "Epoch 44/100\n", "7200/7200 [==============================] - 1s - loss: 0.4051 - acc: 0.8346 \n", "Epoch 45/100\n", "7200/7200 [==============================] - 1s - loss: 0.4043 - acc: 0.8342 \n", "Epoch 46/100\n", "7200/7200 [==============================] - 1s - loss: 0.4046 - acc: 0.8343 \n", "Epoch 47/100\n", "7200/7200 [==============================] - 1s - loss: 0.4047 - acc: 0.8333 \n", "Epoch 48/100\n", "7200/7200 [==============================] - 1s - loss: 0.4046 - acc: 0.8332 \n", "Epoch 49/100\n", "7200/7200 [==============================] - 1s - loss: 0.4043 - acc: 0.8356 \n", "Epoch 50/100\n", "7200/7200 [==============================] - 1s - loss: 0.4040 - acc: 0.8329 \n", "Epoch 51/100\n", "7200/7200 [==============================] - 1s - loss: 0.4041 - acc: 0.8353 \n", "Epoch 52/100\n", "7200/7200 [==============================] - 1s - loss: 0.4043 - acc: 0.8339 \n", "Epoch 53/100\n", "7200/7200 [==============================] - 1s - loss: 0.4037 - acc: 0.8337 \n", "Epoch 54/100\n", "7200/7200 [==============================] - 1s - loss: 0.4044 - acc: 0.8342 \n", "Epoch 55/100\n", "7200/7200 [==============================] - 1s - loss: 0.4043 - acc: 0.8350 \n", "Epoch 56/100\n", "7200/7200 [==============================] - 1s - loss: 0.4035 - acc: 0.8362 \n", "Epoch 57/100\n", "7200/7200 [==============================] - 1s - loss: 0.4033 - acc: 0.8350 \n", "Epoch 58/100\n", "7200/7200 [==============================] - 1s - loss: 0.4043 - acc: 0.8339 \n", "Epoch 59/100\n", "7200/7200 [==============================] - 1s - loss: 0.4036 - acc: 0.8347 \n", "Epoch 60/100\n", "7200/7200 [==============================] - 1s - loss: 0.4038 - acc: 0.8343 \n", "Epoch 61/100\n", "7200/7200 [==============================] - 1s - loss: 0.4033 - acc: 0.8337 \n", "Epoch 62/100\n", "7200/7200 [==============================] - 1s - loss: 0.4032 - acc: 0.8347 \n", "Epoch 63/100\n", "7200/7200 [==============================] - 1s - loss: 0.4038 - acc: 0.8353 \n", "Epoch 64/100\n", "7200/7200 [==============================] - 1s - loss: 0.4034 - acc: 0.8350 \n", "Epoch 65/100\n", "7200/7200 [==============================] - 1s - loss: 0.4036 - acc: 0.8343 \n", "Epoch 66/100\n", "7200/7200 [==============================] - 1s - loss: 0.4039 - acc: 0.8349 \n", "Epoch 67/100\n", "7200/7200 [==============================] - 1s - loss: 0.4037 - acc: 0.8354 \n", "Epoch 68/100\n", "7200/7200 [==============================] - 1s - loss: 0.4040 - acc: 0.8336 \n", "Epoch 69/100\n", "7200/7200 [==============================] - 1s - loss: 0.4034 - acc: 0.8343 \n", "Epoch 70/100\n", "7200/7200 [==============================] - 1s - loss: 0.4036 - acc: 0.8356 \n", "Epoch 71/100\n", "7200/7200 [==============================] - 1s - loss: 0.4034 - acc: 0.8335 \n", "Epoch 72/100\n", "7200/7200 [==============================] - 1s - loss: 0.4034 - acc: 0.8337 \n", "Epoch 73/100\n", "7200/7200 [==============================] - 1s - loss: 0.4033 - acc: 0.8333 \n", "Epoch 74/100\n", "7200/7200 [==============================] - 1s - loss: 0.4037 - acc: 0.8343 \n", "Epoch 75/100\n", "7200/7200 [==============================] - 1s - loss: 0.4028 - acc: 0.8354 \n", "Epoch 76/100\n", "7200/7200 [==============================] - 1s - loss: 0.4028 - acc: 0.8353 \n", "Epoch 77/100\n", "7200/7200 [==============================] - 1s - loss: 0.4033 - acc: 0.8353 \n", "Epoch 78/100\n", "7200/7200 [==============================] - 1s - loss: 0.4031 - acc: 0.8337 \n", "Epoch 79/100\n", "7200/7200 [==============================] - 1s - loss: 0.4034 - acc: 0.8342 \n", "Epoch 80/100\n", "7200/7200 [==============================] - 1s - loss: 0.4028 - acc: 0.8346 \n", "Epoch 81/100\n", "7200/7200 [==============================] - 1s - loss: 0.4034 - acc: 0.8343 \n", "Epoch 82/100\n", "7200/7200 [==============================] - 1s - loss: 0.4033 - acc: 0.8343 \n", "Epoch 83/100\n", "7200/7200 [==============================] - 1s - loss: 0.4032 - acc: 0.8353 \n", "Epoch 84/100\n", "7200/7200 [==============================] - 1s - loss: 0.4022 - acc: 0.8337 \n", "Epoch 85/100\n", "7200/7200 [==============================] - 1s - loss: 0.4033 - acc: 0.8347 \n", "Epoch 86/100\n", "7200/7200 [==============================] - 1s - loss: 0.4031 - acc: 0.8329 \n", "Epoch 87/100\n", "7200/7200 [==============================] - 1s - loss: 0.4032 - acc: 0.8342 \n", "Epoch 88/100\n", "7200/7200 [==============================] - 1s - loss: 0.4030 - acc: 0.8349 \n", "Epoch 89/100\n", "7200/7200 [==============================] - 1s - loss: 0.4033 - acc: 0.8333 \n", "Epoch 90/100\n", "7200/7200 [==============================] - 1s - loss: 0.4031 - acc: 0.8336 \n", "Epoch 91/100\n", "7200/7200 [==============================] - 1s - loss: 0.4028 - acc: 0.8332 \n", "Epoch 92/100\n", "7200/7200 [==============================] - 1s - loss: 0.4030 - acc: 0.8353 \n", "Epoch 93/100\n", "7200/7200 [==============================] - 1s - loss: 0.4026 - acc: 0.8347 - ETA: 1s - loss\n", "Epoch 94/100\n", "7200/7200 [==============================] - 1s - loss: 0.4026 - acc: 0.8351 \n", "Epoch 95/100\n", "7200/7200 [==============================] - 1s - loss: 0.4027 - acc: 0.8335 \n", "Epoch 96/100\n", "7200/7200 [==============================] - 1s - loss: 0.4032 - acc: 0.8347 \n", "Epoch 97/100\n", "7200/7200 [==============================] - 1s - loss: 0.4028 - acc: 0.8347 \n", "Epoch 98/100\n", "7200/7200 [==============================] - 1s - loss: 0.4026 - acc: 0.8339 \n", "Epoch 99/100\n", "7200/7200 [==============================] - 1s - loss: 0.4031 - acc: 0.8335 \n", "Epoch 100/100\n", "7200/7200 [==============================] - 1s - loss: 0.4030 - acc: 0.8361 \n", "730/800 [==========================>...] - ETA: 0s" ] } ], "source": [ "accuracies = cross_val_score(estimator = classifier, X = X_train, y = y_train, cv = 10, n_jobs=1)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.845624994598\n", "0.00934160696796\n" ] } ], "source": [ "mean = accuracies.mean()\n", "variance = accuracies.std()\n", "print(mean)\n", "print(variance)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Doğruluk artırma\n", "# Dropout Regularization: Overfitting i azaltmak için\n", "\n", "# Tuning \n", "from keras.wrappers.scikit_learn import KerasClassifier\n", "from sklearn.model_selection import GridSearchCV\n", "\n", "def build_classifier(optimizer):\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": 24, "metadata": { "collapsed": true }, "outputs": [], "source": [ "classifier = KerasClassifier(build_fn = build_classifier)\n", "parameters = {'batch_size': [25, 32],\n", " 'epochs': [100,300],\n", " 'optimizer': ['adam', 'rmsprop']}" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": true }, "outputs": [], "source": [ "grid_search = GridSearchCV(estimator = classifier,\n", " param_grid = parameters,\n", " scoring = 'accuracy',\n", " cv = 10)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/100\n", "7200/7200 [==============================] - 0s - loss: 0.5791 - acc: 0.7946 \n", "Epoch 2/100\n", "7200/7200 [==============================] - 0s - loss: 0.4332 - acc: 0.8007 \n", "Epoch 3/100\n", "7200/7200 [==============================] - 0s - loss: 0.4083 - acc: 0.8117 \n", "Epoch 4/100\n", "7200/7200 [==============================] - 0s - loss: 0.3894 - acc: 0.8193 \n", "Epoch 5/100\n", "7200/7200 [==============================] - 0s - loss: 0.3737 - acc: 0.8444 \n", "Epoch 6/100\n", "7200/7200 [==============================] - 0s - loss: 0.3629 - acc: 0.8543 \n", "Epoch 7/100\n", "7200/7200 [==============================] - 0s - loss: 0.3554 - acc: 0.8557 \n", "Epoch 8/100\n", "7200/7200 [==============================] - 0s - loss: 0.3508 - acc: 0.8578 \n", "Epoch 9/100\n", "7200/7200 [==============================] - 0s - loss: 0.3479 - acc: 0.8607 \n", "Epoch 10/100\n", "7200/7200 [==============================] - 0s - loss: 0.3464 - acc: 0.8600 \n", "Epoch 11/100\n", "7200/7200 [==============================] - 0s - loss: 0.3448 - acc: 0.8601 \n", "Epoch 12/100\n", "7200/7200 [==============================] - 0s - loss: 0.3437 - acc: 0.8601 \n", "Epoch 13/100\n", "7200/7200 [==============================] - 0s - loss: 0.3427 - acc: 0.8596 \n", "Epoch 14/100\n", "7200/7200 [==============================] - 0s - loss: 0.3417 - acc: 0.8614 \n", "Epoch 15/100\n", "7200/7200 [==============================] - 0s - loss: 0.3416 - acc: 0.8604 \n", "Epoch 16/100\n", "7200/7200 [==============================] - 0s - loss: 0.3410 - acc: 0.8610 \n", "Epoch 17/100\n", "7200/7200 [==============================] - 0s - loss: 0.3404 - acc: 0.8612 \n", "Epoch 18/100\n", "7200/7200 [==============================] - 0s - loss: 0.3398 - acc: 0.8614 \n", "Epoch 19/100\n", "7200/7200 [==============================] - 0s - loss: 0.3396 - acc: 0.8615 \n", "Epoch 20/100\n", "7200/7200 [==============================] - 0s - loss: 0.3393 - acc: 0.8622 \n", "Epoch 21/100\n", "7200/7200 [==============================] - 0s - loss: 0.3388 - acc: 0.8615 \n", "Epoch 22/100\n", "7200/7200 [==============================] - 0s - loss: 0.3388 - acc: 0.8607 \n", "Epoch 23/100\n", "7200/7200 [==============================] - 0s - loss: 0.3383 - acc: 0.8597 \n", "Epoch 24/100\n", "7200/7200 [==============================] - 0s - loss: 0.3378 - acc: 0.8618 \n", "Epoch 25/100\n", "7200/7200 [==============================] - 0s - loss: 0.3379 - acc: 0.8601 \n", "Epoch 26/100\n", "7200/7200 [==============================] - 0s - loss: 0.3372 - acc: 0.8596 \n", "Epoch 27/100\n", "7200/7200 [==============================] - 0s - loss: 0.3374 - acc: 0.8612 \n", "Epoch 28/100\n", "7200/7200 [==============================] - 0s - loss: 0.3373 - acc: 0.8625 \n", "Epoch 29/100\n", "7200/7200 [==============================] - 0s - loss: 0.3370 - acc: 0.8631 \n", "Epoch 30/100\n", "7200/7200 [==============================] - 0s - loss: 0.3374 - acc: 0.8635 \n", "Epoch 31/100\n", "7200/7200 [==============================] - 0s - loss: 0.3368 - acc: 0.8629 \n", "Epoch 32/100\n", "7200/7200 [==============================] - 0s - loss: 0.3365 - acc: 0.8624 \n", "Epoch 33/100\n", "7200/7200 [==============================] - 0s - loss: 0.3370 - acc: 0.8615 \n", "Epoch 34/100\n", "7200/7200 [==============================] - 0s - loss: 0.3366 - acc: 0.8622 \n", "Epoch 35/100\n", "7200/7200 [==============================] - 0s - loss: 0.3362 - acc: 0.8631 \n", "Epoch 36/100\n", "7200/7200 [==============================] - 0s - loss: 0.3365 - acc: 0.8622 \n", "Epoch 37/100\n", "7200/7200 [==============================] - 0s - loss: 0.3366 - acc: 0.8629 \n", "Epoch 38/100\n", "7200/7200 [==============================] - 0s - loss: 0.3360 - acc: 0.8622 \n", "Epoch 39/100\n", "7200/7200 [==============================] - 0s - loss: 0.3359 - acc: 0.8624 \n", "Epoch 40/100\n", "7200/7200 [==============================] - 0s - loss: 0.3356 - acc: 0.8628 \n", "Epoch 41/100\n", "7200/7200 [==============================] - 0s - loss: 0.3361 - acc: 0.8635 \n", "Epoch 42/100\n", "7200/7200 [==============================] - 0s - loss: 0.3355 - acc: 0.8626 \n", "Epoch 43/100\n", "7200/7200 [==============================] - 0s - loss: 0.3354 - acc: 0.8615 \n", "Epoch 44/100\n", "7200/7200 [==============================] - 0s - loss: 0.3349 - acc: 0.8631 \n", "Epoch 45/100\n", "7200/7200 [==============================] - 0s - loss: 0.3354 - acc: 0.8621 \n", "Epoch 46/100\n", "7200/7200 [==============================] - 0s - loss: 0.3353 - acc: 0.8629 \n", "Epoch 47/100\n", "7200/7200 [==============================] - 0s - loss: 0.3356 - acc: 0.8618 \n", "Epoch 48/100\n", "7200/7200 [==============================] - 0s - loss: 0.3351 - acc: 0.8611 \n", "Epoch 49/100\n", "7200/7200 [==============================] - 0s - loss: 0.3345 - acc: 0.8633 \n", "Epoch 50/100\n", "7200/7200 [==============================] - 0s - loss: 0.3351 - acc: 0.8629 \n", "Epoch 51/100\n", "7200/7200 [==============================] - 0s - loss: 0.3346 - acc: 0.8628 \n", "Epoch 52/100\n", "7200/7200 [==============================] - 0s - loss: 0.3350 - acc: 0.8612 \n", "Epoch 53/100\n", "7200/7200 [==============================] - 0s - loss: 0.3349 - acc: 0.8619 \n", "Epoch 54/100\n", "7200/7200 [==============================] - 0s - loss: 0.3346 - acc: 0.8644 \n", "Epoch 55/100\n", "7200/7200 [==============================] - 0s - loss: 0.3346 - acc: 0.8649 \n", "Epoch 56/100\n", "7200/7200 [==============================] - 0s - loss: 0.3343 - acc: 0.8618 \n", "Epoch 57/100\n", "7200/7200 [==============================] - 0s - loss: 0.3350 - acc: 0.8625 \n", "Epoch 58/100\n", "7200/7200 [==============================] - 0s - loss: 0.3343 - acc: 0.8639 \n", "Epoch 59/100\n", "7200/7200 [==============================] - 0s - loss: 0.3350 - acc: 0.8637 \n", "Epoch 60/100\n", "7200/7200 [==============================] - 0s - loss: 0.3341 - acc: 0.8639 \n", "Epoch 61/100\n", "7200/7200 [==============================] - 0s - loss: 0.3342 - acc: 0.8631 \n", "Epoch 62/100\n", "7200/7200 [==============================] - 0s - loss: 0.3344 - acc: 0.8625 \n", "Epoch 63/100\n", "7200/7200 [==============================] - 0s - loss: 0.3342 - acc: 0.8635 \n", "Epoch 64/100\n", "7200/7200 [==============================] - 0s - loss: 0.3341 - acc: 0.8650 \n", "Epoch 65/100\n", "7200/7200 [==============================] - 0s - loss: 0.3344 - acc: 0.8624 \n", "Epoch 66/100\n", "7200/7200 [==============================] - 0s - loss: 0.3341 - acc: 0.8636 \n", "Epoch 67/100\n", "7200/7200 [==============================] - 0s - loss: 0.3339 - acc: 0.8646 \n", "Epoch 68/100\n", "7200/7200 [==============================] - 0s - loss: 0.3335 - acc: 0.8635 \n", "Epoch 69/100\n", "7200/7200 [==============================] - 0s - loss: 0.3342 - acc: 0.8626 \n", "Epoch 70/100\n", "7200/7200 [==============================] - 0s - loss: 0.3339 - acc: 0.8642 \n", "Epoch 71/100\n", "7200/7200 [==============================] - 0s - loss: 0.3344 - acc: 0.8642 \n", "Epoch 72/100\n", "7200/7200 [==============================] - 0s - loss: 0.3343 - acc: 0.8629 \n", "Epoch 73/100\n", "7200/7200 [==============================] - 0s - loss: 0.3339 - acc: 0.8635 \n", "Epoch 74/100\n", "7200/7200 [==============================] - 0s - loss: 0.3331 - acc: 0.8625 \n", "Epoch 75/100\n", "7200/7200 [==============================] - 0s - loss: 0.3341 - acc: 0.8628 \n", "Epoch 76/100\n", "7200/7200 [==============================] - 0s - loss: 0.3334 - acc: 0.8646 \n", "Epoch 77/100\n", "7200/7200 [==============================] - 0s - loss: 0.3339 - acc: 0.8628 \n", "Epoch 78/100\n", "7200/7200 [==============================] - 0s - loss: 0.3334 - acc: 0.8644 \n", "Epoch 79/100\n", "7200/7200 [==============================] - 0s - loss: 0.3333 - acc: 0.8631 \n", "Epoch 80/100\n", "7200/7200 [==============================] - 0s - loss: 0.3336 - acc: 0.8628 \n", "Epoch 81/100\n", "7200/7200 [==============================] - 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0s - loss: 0.3978 - acc: 0.8364 \n", "Epoch 72/100\n", "7200/7200 [==============================] - 0s - loss: 0.3976 - acc: 0.8374 \n", "Epoch 73/100\n", "7200/7200 [==============================] - 0s - loss: 0.3977 - acc: 0.8357 \n", "Epoch 74/100\n", "7200/7200 [==============================] - 0s - loss: 0.3976 - acc: 0.8362 \n", "Epoch 75/100\n", "7200/7200 [==============================] - 0s - loss: 0.3977 - acc: 0.8364 \n", "Epoch 76/100\n", "7200/7200 [==============================] - 0s - loss: 0.3976 - acc: 0.8368 \n", "Epoch 77/100\n", "7200/7200 [==============================] - 0s - loss: 0.3975 - acc: 0.8362 \n", "Epoch 78/100\n", "7200/7200 [==============================] - 0s - loss: 0.3973 - acc: 0.8369 \n", "Epoch 79/100\n", "7200/7200 [==============================] - 0s - loss: 0.3975 - acc: 0.8368 \n", "Epoch 80/100\n", "7200/7200 [==============================] - 0s - loss: 0.3974 - acc: 0.8371 \n", "Epoch 81/100\n", "7200/7200 [==============================] - 0s - loss: 0.3974 - acc: 0.8362 \n", "Epoch 82/100\n", "7200/7200 [==============================] - 0s - loss: 0.3975 - acc: 0.8371 \n", "Epoch 83/100\n", "7200/7200 [==============================] - 0s - loss: 0.3972 - acc: 0.8365 \n", "Epoch 84/100\n", "7200/7200 [==============================] - 0s - loss: 0.3972 - acc: 0.8374 \n", "Epoch 85/100\n", "7200/7200 [==============================] - 0s - loss: 0.3974 - acc: 0.8376 \n", "Epoch 86/100\n", "7200/7200 [==============================] - 0s - loss: 0.3969 - acc: 0.8372 \n", "Epoch 87/100\n", "7200/7200 [==============================] - 0s - loss: 0.3971 - acc: 0.8367 \n", "Epoch 88/100\n", "7200/7200 [==============================] - 0s - loss: 0.3971 - acc: 0.8368 \n", "Epoch 89/100\n", "7200/7200 [==============================] - 0s - loss: 0.3967 - acc: 0.8372 \n", "Epoch 90/100\n", "7200/7200 [==============================] - 0s - loss: 0.3968 - acc: 0.8364 \n", "Epoch 91/100\n", "7200/7200 [==============================] - 0s - loss: 0.3968 - acc: 0.8383 \n", "Epoch 92/100\n", "7200/7200 [==============================] - 0s - loss: 0.3966 - acc: 0.8368 \n", "Epoch 93/100\n", "7200/7200 [==============================] - 0s - loss: 0.3967 - acc: 0.8367 \n", "Epoch 94/100\n", "7200/7200 [==============================] - 0s - loss: 0.3965 - acc: 0.8365 \n", "Epoch 95/100\n", "7200/7200 [==============================] - 0s - loss: 0.3967 - acc: 0.8382 \n", "Epoch 96/100\n", "7200/7200 [==============================] - 0s - loss: 0.3961 - acc: 0.8375 \n", "Epoch 97/100\n", "7200/7200 [==============================] - 0s - loss: 0.3961 - acc: 0.8368 \n", "Epoch 98/100\n", "7200/7200 [==============================] - 0s - loss: 0.3961 - acc: 0.8374 \n", "Epoch 99/100\n", "7200/7200 [==============================] - 0s - loss: 0.3957 - acc: 0.8376 \n", "Epoch 100/100\n", "7200/7200 [==============================] - 0s - loss: 0.3959 - acc: 0.8369 \n", "6575/7200 [==========================>...] - ETA: 0sEpoch 1/100\n", "7200/7200 [==============================] - 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0s - loss: 0.3933 - acc: 0.8361 \n", "Epoch 72/300\n", "7200/7200 [==============================] - 0s - loss: 0.3926 - acc: 0.8368 \n", "Epoch 73/300\n", "7200/7200 [==============================] - 0s - loss: 0.3928 - acc: 0.8365 \n", "Epoch 74/300\n", "7200/7200 [==============================] - 0s - loss: 0.3925 - acc: 0.8356 \n", "Epoch 75/300\n", "7200/7200 [==============================] - 0s - loss: 0.3928 - acc: 0.8354 \n", "Epoch 76/300\n", "7200/7200 [==============================] - 0s - loss: 0.3927 - acc: 0.8344 \n", "Epoch 77/300\n", "7200/7200 [==============================] - 0s - loss: 0.3924 - acc: 0.8350 \n", "Epoch 78/300\n", "7200/7200 [==============================] - 0s - loss: 0.3929 - acc: 0.8358 \n", "Epoch 79/300\n", "7200/7200 [==============================] - 0s - loss: 0.3928 - acc: 0.8360 \n", "Epoch 80/300\n", "7200/7200 [==============================] - 0s - loss: 0.3925 - acc: 0.8365 \n", "Epoch 81/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3439 - acc: 0.8604 \n", "Epoch 192/300\n", "7200/7200 [==============================] - 0s - loss: 0.3438 - acc: 0.8608 \n", "Epoch 193/300\n", "7200/7200 [==============================] - 0s - loss: 0.3425 - acc: 0.8592 \n", "Epoch 194/300\n", "7200/7200 [==============================] - 0s - loss: 0.3421 - acc: 0.8603 \n", "Epoch 195/300\n", "7200/7200 [==============================] - 0s - loss: 0.3429 - acc: 0.8603 \n", "Epoch 196/300\n", "7200/7200 [==============================] - 0s - loss: 0.3424 - acc: 0.8606 \n", "Epoch 197/300\n", "7200/7200 [==============================] - 0s - loss: 0.3412 - acc: 0.8615 \n", "Epoch 198/300\n", "7200/7200 [==============================] - 0s - loss: 0.3417 - acc: 0.8593 \n", "Epoch 199/300\n", "7200/7200 [==============================] - 0s - loss: 0.3422 - acc: 0.8608 \n", "Epoch 200/300\n", "7200/7200 [==============================] - 0s - loss: 0.3414 - acc: 0.8603 \n", "Epoch 201/300\n", "7200/7200 [==============================] - 0s - loss: 0.3404 - acc: 0.8610 \n", "Epoch 202/300\n", "7200/7200 [==============================] - 0s - loss: 0.3409 - acc: 0.8590 \n", "Epoch 203/300\n", "7200/7200 [==============================] - 0s - loss: 0.3407 - acc: 0.8604 \n", "Epoch 204/300\n", "7200/7200 [==============================] - 0s - loss: 0.3411 - acc: 0.8611 \n", "Epoch 205/300\n", "7200/7200 [==============================] - 0s - loss: 0.3404 - acc: 0.8603 \n", "Epoch 206/300\n", "7200/7200 [==============================] - 0s - loss: 0.3404 - acc: 0.8608 - ETA: 0s - loss: 0.3447 - acc\n", "Epoch 207/300\n", "7200/7200 [==============================] - 0s - loss: 0.3403 - acc: 0.8611 \n", "Epoch 208/300\n", "7200/7200 [==============================] - 0s - loss: 0.3391 - acc: 0.8619 \n", "Epoch 209/300\n", "7200/7200 [==============================] - 0s - loss: 0.3393 - acc: 0.8601 \n", "Epoch 210/300\n", "7200/7200 [==============================] - 0s - loss: 0.3398 - acc: 0.8612 \n", "Epoch 211/300\n", "7200/7200 [==============================] - 0s - loss: 0.3390 - acc: 0.8611 \n", "Epoch 212/300\n", "7200/7200 [==============================] - 0s - loss: 0.3397 - acc: 0.8600 \n", "Epoch 213/300\n", "7200/7200 [==============================] - 0s - loss: 0.3389 - acc: 0.8626 \n", "Epoch 214/300\n", "7200/7200 [==============================] - 0s - loss: 0.3383 - acc: 0.8618 \n", "Epoch 215/300\n", "7200/7200 [==============================] - 0s - loss: 0.3390 - acc: 0.8615 \n", "Epoch 216/300\n", "7200/7200 [==============================] - 0s - loss: 0.3381 - acc: 0.8618 \n", "Epoch 217/300\n", "7200/7200 [==============================] - 0s - loss: 0.3382 - acc: 0.8629 \n", "Epoch 218/300\n", "7200/7200 [==============================] - 0s - loss: 0.3372 - acc: 0.8629 \n", "Epoch 219/300\n", "7200/7200 [==============================] - 0s - loss: 0.3377 - acc: 0.8611 \n", "Epoch 220/300\n", "7200/7200 [==============================] - 0s - loss: 0.3369 - acc: 0.8633 \n", "Epoch 221/300\n", "7200/7200 [==============================] - 0s - loss: 0.3373 - acc: 0.8612 \n", "Epoch 222/300\n", "7200/7200 [==============================] - 0s - loss: 0.3371 - acc: 0.8617 \n", "Epoch 223/300\n", "7200/7200 [==============================] - 0s - loss: 0.3370 - acc: 0.8617 \n", "Epoch 224/300\n", "7200/7200 [==============================] - 0s - loss: 0.3368 - acc: 0.8618 \n", "Epoch 225/300\n", "7200/7200 [==============================] - 0s - loss: 0.3377 - acc: 0.8633 \n", "Epoch 226/300\n", "7200/7200 [==============================] - 0s - loss: 0.3377 - acc: 0.8611 \n", "Epoch 227/300\n", "7200/7200 [==============================] - 0s - loss: 0.3370 - acc: 0.8629 \n", "Epoch 228/300\n", "7200/7200 [==============================] - 0s - loss: 0.3369 - acc: 0.8607 \n", "Epoch 229/300\n", "7200/7200 [==============================] - 0s - loss: 0.3371 - acc: 0.8619 \n", "Epoch 230/300\n", "7200/7200 [==============================] - 0s - loss: 0.3366 - acc: 0.8633 \n", "Epoch 231/300\n", "7200/7200 [==============================] - 0s - loss: 0.3363 - acc: 0.8635 \n", "Epoch 232/300\n", "7200/7200 [==============================] - 0s - loss: 0.3364 - acc: 0.8647 \n", "Epoch 233/300\n", "7200/7200 [==============================] - 0s - loss: 0.3371 - acc: 0.8624 \n", "Epoch 234/300\n", "7200/7200 [==============================] - 0s - loss: 0.3360 - acc: 0.8615 \n", "Epoch 235/300\n", "7200/7200 [==============================] - 0s - loss: 0.3371 - acc: 0.8615 \n", "Epoch 236/300\n", "7200/7200 [==============================] - 0s - loss: 0.3371 - acc: 0.8624 \n", "Epoch 237/300\n", "7200/7200 [==============================] - 0s - loss: 0.3364 - acc: 0.8628 \n", "Epoch 238/300\n", "7200/7200 [==============================] - 0s - loss: 0.3366 - acc: 0.8631 \n", "Epoch 239/300\n", "7200/7200 [==============================] - 0s - loss: 0.3352 - acc: 0.8617 \n", "Epoch 240/300\n", "7200/7200 [==============================] - 0s - loss: 0.3376 - acc: 0.8611 \n", "Epoch 241/300\n", "7200/7200 [==============================] - 0s - loss: 0.3356 - acc: 0.8619 \n", "Epoch 242/300\n", "7200/7200 [==============================] - 0s - loss: 0.3364 - acc: 0.8624 \n", "Epoch 243/300\n", "7200/7200 [==============================] - 0s - loss: 0.3361 - acc: 0.8628 \n", "Epoch 244/300\n", "7200/7200 [==============================] - 0s - loss: 0.3350 - acc: 0.8622 \n", "Epoch 245/300\n", "7200/7200 [==============================] - 0s - loss: 0.3360 - acc: 0.8612 \n", "Epoch 246/300\n", "7200/7200 [==============================] - 0s - loss: 0.3351 - acc: 0.8619 \n", "Epoch 247/300\n", "7200/7200 [==============================] - 0s - loss: 0.3363 - acc: 0.8606 \n", "Epoch 248/300\n", "7200/7200 [==============================] - 0s - loss: 0.3351 - acc: 0.8628 \n", "Epoch 249/300\n", "7200/7200 [==============================] - 0s - loss: 0.3357 - acc: 0.8632 \n", "Epoch 250/300\n", "7200/7200 [==============================] - 0s - loss: 0.3352 - acc: 0.8629 \n", "Epoch 251/300\n", "7200/7200 [==============================] - 0s - loss: 0.3353 - acc: 0.8621 \n", "Epoch 252/300\n", "7200/7200 [==============================] - 0s - loss: 0.3356 - acc: 0.8610 \n", "Epoch 253/300\n", "7200/7200 [==============================] - 0s - loss: 0.3357 - acc: 0.8646 \n", "Epoch 254/300\n", "7200/7200 [==============================] - 0s - loss: 0.3353 - acc: 0.8625 \n", "Epoch 255/300\n", "7200/7200 [==============================] - 0s - loss: 0.3349 - acc: 0.8632 \n", "Epoch 256/300\n", "7200/7200 [==============================] - 0s - loss: 0.3346 - acc: 0.8619 \n", "Epoch 257/300\n", "7200/7200 [==============================] - 0s - loss: 0.3351 - acc: 0.8617 \n", "Epoch 258/300\n", "7200/7200 [==============================] - 0s - loss: 0.3346 - acc: 0.8625 \n", "Epoch 259/300\n", "7200/7200 [==============================] - 0s - loss: 0.3350 - acc: 0.8637 \n", "Epoch 260/300\n", "7200/7200 [==============================] - 0s - loss: 0.3341 - acc: 0.8619 \n", "Epoch 261/300\n", "7200/7200 [==============================] - 0s - loss: 0.3359 - acc: 0.8593 \n", "Epoch 262/300\n", "7200/7200 [==============================] - 0s - loss: 0.3344 - acc: 0.8632 \n", "Epoch 263/300\n", "7200/7200 [==============================] - 0s - loss: 0.3351 - acc: 0.8631 \n", "Epoch 264/300\n", "7200/7200 [==============================] - 0s - loss: 0.3345 - acc: 0.8625 \n", "Epoch 265/300\n", "7200/7200 [==============================] - 0s - loss: 0.3348 - acc: 0.8629 \n", "Epoch 266/300\n", "7200/7200 [==============================] - 0s - loss: 0.3346 - acc: 0.8610 \n", "Epoch 267/300\n", "7200/7200 [==============================] - 0s - loss: 0.3346 - acc: 0.8632 \n", "Epoch 268/300\n", "7200/7200 [==============================] - 0s - loss: 0.3345 - acc: 0.8624 \n", "Epoch 269/300\n", "7200/7200 [==============================] - 0s - loss: 0.3352 - acc: 0.8615 \n", "Epoch 270/300\n", "7200/7200 [==============================] - 0s - loss: 0.3339 - acc: 0.8612 \n", "Epoch 271/300\n", "7200/7200 [==============================] - 0s - loss: 0.3339 - acc: 0.8639 \n", "Epoch 272/300\n", "7200/7200 [==============================] - 0s - loss: 0.3355 - acc: 0.8606 \n", "Epoch 273/300\n", "7200/7200 [==============================] - 0s - loss: 0.3337 - acc: 0.8642 \n", "Epoch 274/300\n", "7200/7200 [==============================] - 0s - loss: 0.3341 - acc: 0.8626 \n", "Epoch 275/300\n", "7200/7200 [==============================] - 0s - loss: 0.3353 - acc: 0.8619 \n", "Epoch 276/300\n", "7200/7200 [==============================] - 0s - loss: 0.3346 - acc: 0.8619 \n", "Epoch 277/300\n", "7200/7200 [==============================] - 0s - loss: 0.3352 - acc: 0.8604 \n", "Epoch 278/300\n", "7200/7200 [==============================] - 0s - loss: 0.3336 - acc: 0.8618 \n", "Epoch 279/300\n", "7200/7200 [==============================] - 0s - loss: 0.3347 - acc: 0.8617 \n", "Epoch 280/300\n", "7200/7200 [==============================] - 0s - loss: 0.3345 - acc: 0.8617 \n", "Epoch 281/300\n", "7200/7200 [==============================] - 0s - loss: 0.3344 - acc: 0.8633 \n", "Epoch 282/300\n", "7200/7200 [==============================] - 0s - loss: 0.3342 - acc: 0.8619 \n", "Epoch 283/300\n", "7200/7200 [==============================] - 0s - loss: 0.3340 - acc: 0.8624 \n", "Epoch 284/300\n", "7200/7200 [==============================] - 0s - loss: 0.3342 - acc: 0.8622 \n", "Epoch 285/300\n", "7200/7200 [==============================] - 0s - loss: 0.3342 - acc: 0.8639 \n", "Epoch 286/300\n", "7200/7200 [==============================] - 0s - loss: 0.3349 - acc: 0.8628 \n", "Epoch 287/300\n", "7200/7200 [==============================] - 0s - loss: 0.3341 - acc: 0.8615 \n", "Epoch 288/300\n", "7200/7200 [==============================] - 0s - loss: 0.3338 - acc: 0.8622 \n", "Epoch 289/300\n", "7200/7200 [==============================] - 0s - loss: 0.3341 - acc: 0.8587 \n", "Epoch 290/300\n", "7200/7200 [==============================] - 0s - loss: 0.3339 - acc: 0.8610 \n", "Epoch 291/300\n", "7200/7200 [==============================] - 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ETA: 0sEpoch 1/300\n", "7200/7200 [==============================] - 1s - loss: 0.6570 - acc: 0.7950 \n", "Epoch 2/300\n", "7200/7200 [==============================] - 0s - loss: 0.5956 - acc: 0.8044 \n", "Epoch 3/300\n", "7200/7200 [==============================] - 0s - loss: 0.4837 - acc: 0.8175 \n", "Epoch 4/300\n", "7200/7200 [==============================] - 0s - loss: 0.4142 - acc: 0.8176 \n", "Epoch 5/300\n", "7200/7200 [==============================] - 0s - loss: 0.3954 - acc: 0.8212 \n", "Epoch 6/300\n", "7200/7200 [==============================] - 0s - loss: 0.3844 - acc: 0.8221 \n", "Epoch 7/300\n", "7200/7200 [==============================] - 0s - loss: 0.3769 - acc: 0.8226 \n", "Epoch 8/300\n", "7200/7200 [==============================] - 0s - loss: 0.3711 - acc: 0.8231 \n", "Epoch 9/300\n", "7200/7200 [==============================] - 0s - loss: 0.3673 - acc: 0.8232 \n", "Epoch 10/300\n", "7200/7200 [==============================] - 0s - loss: 0.3645 - acc: 0.8231 \n", "Epoch 11/300\n", "7200/7200 [==============================] - 0s - loss: 0.3625 - acc: 0.8242 \n", "Epoch 12/300\n", "7200/7200 [==============================] - 0s - loss: 0.3600 - acc: 0.8237 \n", "Epoch 13/300\n", "7200/7200 [==============================] - 0s - loss: 0.3581 - acc: 0.8233 \n", "Epoch 14/300\n", "7200/7200 [==============================] - 0s - loss: 0.3561 - acc: 0.8529 \n", "Epoch 15/300\n", "7200/7200 [==============================] - 0s - loss: 0.3548 - acc: 0.8544 \n", "Epoch 16/300\n", "7200/7200 [==============================] - 0s - loss: 0.3535 - acc: 0.8567 \n", "Epoch 17/300\n", "7200/7200 [==============================] - 0s - loss: 0.3523 - acc: 0.8568 \n", "Epoch 18/300\n", "7200/7200 [==============================] - 0s - loss: 0.3513 - acc: 0.8592 \n", "Epoch 19/300\n", "7200/7200 [==============================] - 0s - loss: 0.3505 - acc: 0.8593 \n", "Epoch 20/300\n", "7200/7200 [==============================] - 0s - loss: 0.3493 - acc: 0.8586 \n", "Epoch 21/300\n", "7200/7200 [==============================] - 0s - loss: 0.3487 - acc: 0.8593 \n", "Epoch 22/300\n", "7200/7200 [==============================] - 0s - loss: 0.3481 - acc: 0.8601 \n", "Epoch 23/300\n", "7200/7200 [==============================] - 0s - loss: 0.3473 - acc: 0.8599 \n", "Epoch 24/300\n", "7200/7200 [==============================] - 0s - loss: 0.3468 - acc: 0.8604 \n", "Epoch 25/300\n", "7200/7200 [==============================] - 0s - loss: 0.3465 - acc: 0.8606 \n", "Epoch 26/300\n", "7200/7200 [==============================] - 0s - loss: 0.3454 - acc: 0.8619 \n", "Epoch 27/300\n", "7200/7200 [==============================] - 0s - loss: 0.3454 - acc: 0.8621 \n", "Epoch 28/300\n", "7200/7200 [==============================] - 0s - loss: 0.3450 - acc: 0.8612 \n", "Epoch 29/300\n", "7200/7200 [==============================] - 0s - loss: 0.3443 - acc: 0.8621 \n", "Epoch 30/300\n", "7200/7200 [==============================] - 0s - loss: 0.3443 - acc: 0.8607 \n", "Epoch 31/300\n", "7200/7200 [==============================] - 0s - loss: 0.3434 - acc: 0.8619 \n", "Epoch 32/300\n", "7200/7200 [==============================] - 0s - loss: 0.3436 - acc: 0.8619 \n", "Epoch 33/300\n", "7200/7200 [==============================] - 0s - loss: 0.3429 - acc: 0.8626 \n", "Epoch 34/300\n", "7200/7200 [==============================] - 0s - loss: 0.3427 - acc: 0.8621 \n", "Epoch 35/300\n", "7200/7200 [==============================] - 0s - loss: 0.3424 - acc: 0.8621 \n", "Epoch 36/300\n", "7200/7200 [==============================] - 0s - loss: 0.3424 - acc: 0.8621 \n", "Epoch 37/300\n", "7200/7200 [==============================] - 0s - loss: 0.3419 - acc: 0.8628 \n", "Epoch 38/300\n", "7200/7200 [==============================] - 0s - loss: 0.3419 - acc: 0.8621 \n", "Epoch 39/300\n", "7200/7200 [==============================] - 0s - loss: 0.3413 - acc: 0.8625 \n", "Epoch 40/300\n", "7200/7200 [==============================] - 0s - loss: 0.3416 - acc: 0.8612 \n", "Epoch 41/300\n", "7200/7200 [==============================] - 0s - loss: 0.3409 - acc: 0.8611 \n", "Epoch 42/300\n", "7200/7200 [==============================] - 0s - loss: 0.3409 - acc: 0.8614 \n", "Epoch 43/300\n", "7200/7200 [==============================] - 0s - loss: 0.3407 - acc: 0.8617 \n", "Epoch 44/300\n", "7200/7200 [==============================] - 0s - loss: 0.3407 - acc: 0.8610 \n", "Epoch 45/300\n", "7200/7200 [==============================] - 0s - loss: 0.3401 - acc: 0.8628 \n", "Epoch 46/300\n", "7200/7200 [==============================] - 0s - loss: 0.3404 - acc: 0.8617 \n", "Epoch 47/300\n", "7200/7200 [==============================] - 0s - loss: 0.3400 - acc: 0.8610 \n", "Epoch 48/300\n", "7200/7200 [==============================] - 0s - loss: 0.3400 - acc: 0.8626 \n", "Epoch 49/300\n", "7200/7200 [==============================] - 0s - loss: 0.3397 - acc: 0.8612 \n", "Epoch 50/300\n", "7200/7200 [==============================] - 0s - loss: 0.3395 - acc: 0.8621 \n", "Epoch 51/300\n", "7200/7200 [==============================] - 0s - loss: 0.3397 - acc: 0.8611 \n", "Epoch 52/300\n", "7200/7200 [==============================] - 0s - loss: 0.3393 - acc: 0.8619 \n", "Epoch 53/300\n", "7200/7200 [==============================] - 0s - loss: 0.3393 - acc: 0.8622 \n", "Epoch 54/300\n", "7200/7200 [==============================] - 0s - loss: 0.3390 - acc: 0.8604 \n", "Epoch 55/300\n", "7200/7200 [==============================] - 0s - loss: 0.3389 - acc: 0.8632 \n", "Epoch 56/300\n", "7200/7200 [==============================] - 0s - loss: 0.3388 - acc: 0.8626 \n", "Epoch 57/300\n", "7200/7200 [==============================] - 0s - loss: 0.3388 - acc: 0.8622 \n", "Epoch 58/300\n", "7200/7200 [==============================] - ETA: 0s - loss: 0.3401 - acc: 0.863 - 0s - loss: 0.3385 - acc: 0.8626 \n", "Epoch 59/300\n", "7200/7200 [==============================] - 0s - loss: 0.3386 - acc: 0.8628 \n", "Epoch 60/300\n", "7200/7200 [==============================] - 0s - loss: 0.3382 - acc: 0.8615 \n", "Epoch 61/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3342 - acc: 0.8633 \n", "Epoch 112/300\n", "7200/7200 [==============================] - 0s - loss: 0.3341 - acc: 0.8635 \n", "Epoch 113/300\n", "7200/7200 [==============================] - 0s - loss: 0.3338 - acc: 0.8635 \n", "Epoch 114/300\n", "7200/7200 [==============================] - 0s - loss: 0.3338 - acc: 0.8619 \n", "Epoch 115/300\n", "7200/7200 [==============================] - 0s - loss: 0.3340 - acc: 0.8631 \n", "Epoch 116/300\n", "7200/7200 [==============================] - 0s - loss: 0.3337 - acc: 0.8619 \n", "Epoch 117/300\n", "7200/7200 [==============================] - 0s - loss: 0.3340 - acc: 0.8631 \n", "Epoch 118/300\n", "7200/7200 [==============================] - 0s - loss: 0.3340 - acc: 0.8643 \n", "Epoch 119/300\n", "7200/7200 [==============================] - 0s - loss: 0.3336 - acc: 0.8649 \n", "Epoch 120/300\n", "7200/7200 [==============================] - 0s - loss: 0.3339 - acc: 0.8625 \n", "Epoch 121/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3311 - acc: 0.8633 \n", "Epoch 272/300\n", "7200/7200 [==============================] - 0s - loss: 0.3308 - acc: 0.8653 \n", "Epoch 273/300\n", "7200/7200 [==============================] - 0s - loss: 0.3308 - acc: 0.8636 \n", "Epoch 274/300\n", "7200/7200 [==============================] - 0s - loss: 0.3310 - acc: 0.8643 \n", "Epoch 275/300\n", "7200/7200 [==============================] - 0s - loss: 0.3310 - acc: 0.8644 \n", "Epoch 276/300\n", "7200/7200 [==============================] - 0s - loss: 0.3310 - acc: 0.8657 \n", "Epoch 277/300\n", "7200/7200 [==============================] - 0s - loss: 0.3309 - acc: 0.8644 \n", "Epoch 278/300\n", "7200/7200 [==============================] - 0s - loss: 0.3307 - acc: 0.8642 \n", "Epoch 279/300\n", "7200/7200 [==============================] - 0s - loss: 0.3308 - acc: 0.8640 \n", "Epoch 280/300\n", "7200/7200 [==============================] - 0s - loss: 0.3309 - acc: 0.8636 \n", "Epoch 281/300\n", "7200/7200 [==============================] - 0s - loss: 0.3312 - acc: 0.8637 \n", "Epoch 282/300\n", "7200/7200 [==============================] - 0s - loss: 0.3307 - acc: 0.8643 \n", "Epoch 283/300\n", "7200/7200 [==============================] - 0s - loss: 0.3308 - acc: 0.8643 \n", "Epoch 284/300\n", "7200/7200 [==============================] - 0s - loss: 0.3307 - acc: 0.8649 \n", "Epoch 285/300\n", "7200/7200 [==============================] - 0s - loss: 0.3309 - acc: 0.8644 \n", "Epoch 286/300\n", "7200/7200 [==============================] - 0s - loss: 0.3306 - acc: 0.8643 \n", "Epoch 287/300\n", "7200/7200 [==============================] - 0s - loss: 0.3311 - acc: 0.8633 \n", "Epoch 288/300\n", "7200/7200 [==============================] - 0s - loss: 0.3310 - acc: 0.8644 \n", "Epoch 289/300\n", "7200/7200 [==============================] - 0s - loss: 0.3311 - acc: 0.8637 \n", "Epoch 290/300\n", "7200/7200 [==============================] - 0s - loss: 0.3309 - acc: 0.8653 \n", "Epoch 291/300\n", "7200/7200 [==============================] - 0s - loss: 0.3308 - acc: 0.8647 \n", "Epoch 292/300\n", "7200/7200 [==============================] - 0s - loss: 0.3310 - acc: 0.8650 \n", "Epoch 293/300\n", "7200/7200 [==============================] - 0s - loss: 0.3305 - acc: 0.8658 \n", "Epoch 294/300\n", "7200/7200 [==============================] - 0s - loss: 0.3308 - acc: 0.8637 \n", "Epoch 295/300\n", "7200/7200 [==============================] - 0s - loss: 0.3308 - acc: 0.8647 \n", "Epoch 296/300\n", "7200/7200 [==============================] - 0s - loss: 0.3306 - acc: 0.8642 \n", "Epoch 297/300\n", "7200/7200 [==============================] - 0s - loss: 0.3310 - acc: 0.8643 \n", "Epoch 298/300\n", "7200/7200 [==============================] - 0s - loss: 0.3307 - acc: 0.8657 \n", "Epoch 299/300\n", "7200/7200 [==============================] - 0s - loss: 0.3305 - acc: 0.8643 \n", "Epoch 300/300\n", "7200/7200 [==============================] - 0s - loss: 0.3310 - acc: 0.8647 \n", "6450/7200 [=========================>....] - 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0s - loss: 0.4145 - acc: 0.8275 \n", "Epoch 12/300\n", "7200/7200 [==============================] - 0s - loss: 0.4136 - acc: 0.8296 \n", "Epoch 13/300\n", "7200/7200 [==============================] - 0s - loss: 0.4123 - acc: 0.8314 \n", "Epoch 14/300\n", "7200/7200 [==============================] - 0s - loss: 0.4122 - acc: 0.8337 \n", "Epoch 15/300\n", "7200/7200 [==============================] - 0s - loss: 0.4114 - acc: 0.8331 \n", "Epoch 16/300\n", "7200/7200 [==============================] - 0s - loss: 0.4104 - acc: 0.8328 \n", "Epoch 17/300\n", "7200/7200 [==============================] - 0s - loss: 0.4100 - acc: 0.8347 \n", "Epoch 18/300\n", "7200/7200 [==============================] - 0s - loss: 0.4096 - acc: 0.8356 \n", "Epoch 19/300\n", "7200/7200 [==============================] - 0s - loss: 0.4092 - acc: 0.8358 \n", "Epoch 20/300\n", "7200/7200 [==============================] - 0s - loss: 0.4085 - acc: 0.8357 \n", "Epoch 21/300\n", "7200/7200 [==============================] - 0s - loss: 0.4068 - acc: 0.8358 \n", "Epoch 22/300\n", "7200/7200 [==============================] - 0s - loss: 0.4053 - acc: 0.8365 \n", "Epoch 23/300\n", "7200/7200 [==============================] - 0s - loss: 0.4037 - acc: 0.8368 \n", "Epoch 24/300\n", "7200/7200 [==============================] - 0s - loss: 0.4026 - acc: 0.8362 \n", "Epoch 25/300\n", "7200/7200 [==============================] - 0s - loss: 0.4021 - acc: 0.8358 \n", "Epoch 26/300\n", "7200/7200 [==============================] - 0s - loss: 0.4008 - acc: 0.8358 \n", "Epoch 27/300\n", "7200/7200 [==============================] - 0s - loss: 0.4001 - acc: 0.8356 \n", "Epoch 28/300\n", "7200/7200 [==============================] - 0s - loss: 0.3998 - acc: 0.8357 \n", "Epoch 29/300\n", "7200/7200 [==============================] - 0s - loss: 0.3992 - acc: 0.8361 \n", "Epoch 30/300\n", "7200/7200 [==============================] - 0s - loss: 0.3983 - acc: 0.8349 \n", "Epoch 31/300\n", "7200/7200 [==============================] - 0s - loss: 0.3981 - acc: 0.8368 \n", "Epoch 32/300\n", "7200/7200 [==============================] - 0s - loss: 0.3977 - acc: 0.8364 \n", "Epoch 33/300\n", "7200/7200 [==============================] - 0s - loss: 0.3979 - acc: 0.8360 \n", "Epoch 34/300\n", "7200/7200 [==============================] - 0s - loss: 0.3969 - acc: 0.8346 \n", "Epoch 35/300\n", "7200/7200 [==============================] - 0s - loss: 0.3966 - acc: 0.8367 \n", "Epoch 36/300\n", "7200/7200 [==============================] - 0s - loss: 0.3964 - acc: 0.8356 \n", "Epoch 37/300\n", "7200/7200 [==============================] - 0s - loss: 0.3961 - acc: 0.8362 \n", "Epoch 38/300\n", "7200/7200 [==============================] - 0s - loss: 0.3967 - acc: 0.8357 \n", "Epoch 39/300\n", "7200/7200 [==============================] - 0s - loss: 0.3958 - acc: 0.8356 \n", "Epoch 40/300\n", "7200/7200 [==============================] - 0s - loss: 0.3958 - acc: 0.8351 \n", "Epoch 41/300\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7200/7200 [==============================] - 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0s - loss: 0.3919 - acc: 0.8378 \n", "Epoch 182/300\n", "7200/7200 [==============================] - 0s - loss: 0.3920 - acc: 0.8382 \n", "Epoch 183/300\n", "7200/7200 [==============================] - 0s - loss: 0.3918 - acc: 0.8376 \n", "Epoch 184/300\n", "7200/7200 [==============================] - 0s - loss: 0.3920 - acc: 0.8372 \n", "Epoch 185/300\n", "7200/7200 [==============================] - 0s - loss: 0.3915 - acc: 0.8376 \n", "Epoch 186/300\n", "7200/7200 [==============================] - 0s - loss: 0.3923 - acc: 0.8382 \n", "Epoch 187/300\n", "7200/7200 [==============================] - 0s - loss: 0.3922 - acc: 0.8381 \n", "Epoch 188/300\n", "7200/7200 [==============================] - 0s - loss: 0.3921 - acc: 0.8385 \n", "Epoch 189/300\n", "7200/7200 [==============================] - 0s - loss: 0.3920 - acc: 0.8379 \n", "Epoch 190/300\n", "7200/7200 [==============================] - 0s - loss: 0.3922 - acc: 0.8378 \n", "Epoch 191/300\n", "7200/7200 [==============================] - 0s - loss: 0.3924 - acc: 0.8367 \n", "Epoch 192/300\n", "7200/7200 [==============================] - 0s - loss: 0.3919 - acc: 0.8379 \n", "Epoch 193/300\n", "7200/7200 [==============================] - 0s - loss: 0.3919 - acc: 0.8376 \n", "Epoch 194/300\n", "7200/7200 [==============================] - 0s - loss: 0.3918 - acc: 0.8390 \n", "Epoch 195/300\n", "7200/7200 [==============================] - 0s - loss: 0.3917 - acc: 0.8374 \n", "Epoch 196/300\n", "7200/7200 [==============================] - 0s - loss: 0.3918 - acc: 0.8371 \n", "Epoch 197/300\n", "7200/7200 [==============================] - 0s - loss: 0.3920 - acc: 0.8378 \n", "Epoch 198/300\n", "7200/7200 [==============================] - 0s - loss: 0.3921 - acc: 0.8365 \n", "Epoch 199/300\n", "7200/7200 [==============================] - 0s - loss: 0.3919 - acc: 0.8369 \n", "Epoch 200/300\n", "7200/7200 [==============================] - 0s - loss: 0.3924 - acc: 0.8364 \n", "Epoch 201/300\n", "7200/7200 [==============================] - 0s - loss: 0.3917 - acc: 0.8376 \n", "Epoch 202/300\n", "7200/7200 [==============================] - 0s - loss: 0.3914 - acc: 0.8379 \n", "Epoch 203/300\n", "7200/7200 [==============================] - 0s - loss: 0.3922 - acc: 0.8362 \n", "Epoch 204/300\n", "7200/7200 [==============================] - 0s - loss: 0.3917 - acc: 0.8371 \n", "Epoch 205/300\n", "7200/7200 [==============================] - 0s - loss: 0.3915 - acc: 0.8371 \n", "Epoch 206/300\n", "7200/7200 [==============================] - 0s - loss: 0.3917 - acc: 0.8382 \n", "Epoch 207/300\n", "7200/7200 [==============================] - 0s - loss: 0.3918 - acc: 0.8365 \n", "Epoch 208/300\n", "7200/7200 [==============================] - 0s - loss: 0.3915 - acc: 0.8374 \n", "Epoch 209/300\n", "7200/7200 [==============================] - 0s - loss: 0.3921 - acc: 0.8371 \n", "Epoch 210/300\n", "7200/7200 [==============================] - 0s - loss: 0.3921 - acc: 0.8379 \n", "Epoch 211/300\n", "7200/7200 [==============================] - 0s - loss: 0.3920 - acc: 0.8385 \n", "Epoch 212/300\n", "7200/7200 [==============================] - 0s - loss: 0.3916 - acc: 0.8387 \n", "Epoch 213/300\n", "7200/7200 [==============================] - 0s - loss: 0.3920 - acc: 0.8371 \n", "Epoch 214/300\n", "7200/7200 [==============================] - 0s - loss: 0.3918 - acc: 0.8372 \n", "Epoch 215/300\n", "7200/7200 [==============================] - 0s - loss: 0.3920 - acc: 0.8382 \n", "Epoch 216/300\n", "7200/7200 [==============================] - 0s - loss: 0.3916 - acc: 0.8369 \n", "Epoch 217/300\n", "7200/7200 [==============================] - 0s - loss: 0.3915 - acc: 0.8387 \n", "Epoch 218/300\n", "7200/7200 [==============================] - 0s - loss: 0.3919 - acc: 0.8367 \n", "Epoch 219/300\n", "7200/7200 [==============================] - 0s - loss: 0.3917 - acc: 0.8378 \n", "Epoch 220/300\n", "7200/7200 [==============================] - 0s - loss: 0.3923 - acc: 0.8371 \n", "Epoch 221/300\n", "7200/7200 [==============================] - 0s - loss: 0.3920 - acc: 0.8372 \n", "Epoch 222/300\n", "7200/7200 [==============================] - 0s - loss: 0.3918 - acc: 0.8378 \n", "Epoch 223/300\n", "7200/7200 [==============================] - 0s - loss: 0.3916 - acc: 0.8369 \n", "Epoch 224/300\n", "7200/7200 [==============================] - 0s - loss: 0.3917 - acc: 0.8386 \n", "Epoch 225/300\n", "7200/7200 [==============================] - 0s - loss: 0.3917 - acc: 0.8372 \n", "Epoch 226/300\n", "7200/7200 [==============================] - 0s - loss: 0.3915 - acc: 0.8376 \n", "Epoch 227/300\n", "7200/7200 [==============================] - 0s - loss: 0.3921 - acc: 0.8379 \n", "Epoch 228/300\n", "7200/7200 [==============================] - 0s - loss: 0.3917 - acc: 0.8389 \n", "Epoch 229/300\n", "7200/7200 [==============================] - 0s - loss: 0.3915 - acc: 0.8376 \n", "Epoch 230/300\n", "7200/7200 [==============================] - 0s - loss: 0.3916 - acc: 0.8378 \n", "Epoch 231/300\n", "7200/7200 [==============================] - 0s - loss: 0.3916 - acc: 0.8382 \n", "Epoch 232/300\n", "7200/7200 [==============================] - 0s - loss: 0.3917 - acc: 0.8381 \n", "Epoch 233/300\n", "7200/7200 [==============================] - 0s - loss: 0.3916 - acc: 0.8362 \n", "Epoch 234/300\n", "7200/7200 [==============================] - 0s - loss: 0.3921 - acc: 0.8367 \n", "Epoch 235/300\n", "7200/7200 [==============================] - 0s - loss: 0.3920 - acc: 0.8379 \n", "Epoch 236/300\n", "7200/7200 [==============================] - 0s - loss: 0.3913 - acc: 0.8374 \n", "Epoch 237/300\n", "7200/7200 [==============================] - 0s - loss: 0.3916 - acc: 0.8371 \n", "Epoch 238/300\n", "7200/7200 [==============================] - 0s - loss: 0.3913 - acc: 0.8374 \n", "Epoch 239/300\n", "7200/7200 [==============================] - 0s - loss: 0.3918 - acc: 0.8396 \n", "Epoch 240/300\n", "7200/7200 [==============================] - 0s - loss: 0.3916 - acc: 0.8367 \n", "Epoch 241/300\n", "7200/7200 [==============================] - 0s - loss: 0.3918 - acc: 0.8392 \n", "Epoch 242/300\n", "7200/7200 [==============================] - 0s - loss: 0.3919 - acc: 0.8364 \n", "Epoch 243/300\n", "7200/7200 [==============================] - 0s - loss: 0.3920 - acc: 0.8381 \n", "Epoch 244/300\n", "7200/7200 [==============================] - 0s - loss: 0.3914 - acc: 0.8354 \n", "Epoch 245/300\n", "7200/7200 [==============================] - 0s - loss: 0.3918 - acc: 0.8382 \n", "Epoch 246/300\n", "7200/7200 [==============================] - 0s - loss: 0.3914 - acc: 0.8379 \n", "Epoch 247/300\n", "7200/7200 [==============================] - 0s - loss: 0.3916 - acc: 0.8372 \n", "Epoch 248/300\n", "7200/7200 [==============================] - 0s - loss: 0.3918 - acc: 0.8382 \n", "Epoch 249/300\n", "7200/7200 [==============================] - 0s - loss: 0.3915 - acc: 0.8371 \n", "Epoch 250/300\n", "7200/7200 [==============================] - 0s - loss: 0.3920 - acc: 0.8386 \n", "Epoch 251/300\n", "7200/7200 [==============================] - 0s - loss: 0.3918 - acc: 0.8371 \n", "Epoch 252/300\n", "7200/7200 [==============================] - 0s - loss: 0.3917 - acc: 0.8362 \n", "Epoch 253/300\n", "7200/7200 [==============================] - 0s - loss: 0.3914 - acc: 0.8387 \n", "Epoch 254/300\n", "7200/7200 [==============================] - 0s - loss: 0.3914 - acc: 0.8367 \n", "Epoch 255/300\n", "7200/7200 [==============================] - 0s - loss: 0.3917 - acc: 0.8369 \n", "Epoch 256/300\n", "7200/7200 [==============================] - 0s - loss: 0.3915 - acc: 0.8386 \n", "Epoch 257/300\n", "7200/7200 [==============================] - 0s - loss: 0.3913 - acc: 0.8374 \n", "Epoch 258/300\n", "7200/7200 [==============================] - 0s - loss: 0.3912 - acc: 0.8386 \n", "Epoch 259/300\n", "7200/7200 [==============================] - 0s - loss: 0.3919 - acc: 0.8364 \n", "Epoch 260/300\n", "7200/7200 [==============================] - 0s - loss: 0.3917 - acc: 0.8371 \n", "Epoch 261/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3916 - acc: 0.8383 \n", "Epoch 292/300\n", "7200/7200 [==============================] - 0s - loss: 0.3916 - acc: 0.8378 \n", "Epoch 293/300\n", "7200/7200 [==============================] - 0s - loss: 0.3914 - acc: 0.8379 \n", "Epoch 294/300\n", "7200/7200 [==============================] - 0s - loss: 0.3916 - acc: 0.8372 \n", "Epoch 295/300\n", "7200/7200 [==============================] - 0s - loss: 0.3919 - acc: 0.8379 \n", "Epoch 296/300\n", "7200/7200 [==============================] - 0s - loss: 0.3911 - acc: 0.8379 \n", "Epoch 297/300\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7200/7200 [==============================] - 0s - loss: 0.3912 - acc: 0.8378 \n", "Epoch 298/300\n", "7200/7200 [==============================] - 0s - loss: 0.3915 - acc: 0.8378 \n", "Epoch 299/300\n", "7200/7200 [==============================] - 0s - loss: 0.3914 - acc: 0.8383 \n", "Epoch 300/300\n", "7200/7200 [==============================] - 0s - loss: 0.3918 - acc: 0.8374 \n", "5875/7200 [=======================>......] - 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0s - loss: 0.3840 - acc: 0.8424 \n", "Epoch 262/300\n", "7200/7200 [==============================] - 0s - loss: 0.3836 - acc: 0.8447 \n", "Epoch 263/300\n", "7200/7200 [==============================] - 0s - loss: 0.3834 - acc: 0.8424 \n", "Epoch 264/300\n", "7200/7200 [==============================] - 0s - loss: 0.3833 - acc: 0.8426 \n", "Epoch 265/300\n", "7200/7200 [==============================] - 0s - loss: 0.3831 - acc: 0.8418 \n", "Epoch 266/300\n", "7200/7200 [==============================] - 0s - loss: 0.3827 - acc: 0.8439 \n", "Epoch 267/300\n", "7200/7200 [==============================] - 0s - loss: 0.3816 - acc: 0.8431 \n", "Epoch 268/300\n", "7200/7200 [==============================] - 0s - loss: 0.3813 - acc: 0.8428 \n", "Epoch 269/300\n", "7200/7200 [==============================] - 0s - loss: 0.3805 - acc: 0.8425 \n", "Epoch 270/300\n", "7200/7200 [==============================] - 0s - loss: 0.3797 - acc: 0.8436 \n", "Epoch 271/300\n", "7200/7200 [==============================] - 0s - loss: 0.3780 - acc: 0.8436 \n", "Epoch 272/300\n", "7200/7200 [==============================] - 0s - loss: 0.3779 - acc: 0.8433 \n", "Epoch 273/300\n", "7200/7200 [==============================] - 0s - loss: 0.3758 - acc: 0.8444 \n", "Epoch 274/300\n", "7200/7200 [==============================] - 0s - loss: 0.3740 - acc: 0.8444 \n", "Epoch 275/300\n", "7200/7200 [==============================] - 0s - loss: 0.3731 - acc: 0.8461 \n", "Epoch 276/300\n", "7200/7200 [==============================] - 0s - loss: 0.3713 - acc: 0.8460 \n", "Epoch 277/300\n", "7200/7200 [==============================] - 0s - loss: 0.3688 - acc: 0.8453 \n", "Epoch 278/300\n", "7200/7200 [==============================] - 0s - loss: 0.3657 - acc: 0.8461 \n", "Epoch 279/300\n", "7200/7200 [==============================] - 0s - loss: 0.3640 - acc: 0.8483 \n", "Epoch 280/300\n", "7200/7200 [==============================] - 0s - loss: 0.3622 - acc: 0.8492 \n", "Epoch 281/300\n", "7200/7200 [==============================] - 0s - loss: 0.3604 - acc: 0.8490 \n", "Epoch 282/300\n", "7200/7200 [==============================] - 0s - loss: 0.3590 - acc: 0.8528 \n", "Epoch 283/300\n", "7200/7200 [==============================] - 0s - loss: 0.3591 - acc: 0.8531 \n", "Epoch 284/300\n", "7200/7200 [==============================] - 0s - loss: 0.3574 - acc: 0.8514 \n", "Epoch 285/300\n", "7200/7200 [==============================] - 0s - loss: 0.3570 - acc: 0.8537 \n", "Epoch 286/300\n", "7200/7200 [==============================] - 0s - loss: 0.3560 - acc: 0.8536 \n", "Epoch 287/300\n", "7200/7200 [==============================] - 0s - loss: 0.3547 - acc: 0.8547 \n", "Epoch 288/300\n", "7200/7200 [==============================] - 0s - loss: 0.3542 - acc: 0.8565 \n", "Epoch 289/300\n", "7200/7200 [==============================] - 0s - loss: 0.3534 - acc: 0.8551 \n", "Epoch 290/300\n", "7200/7200 [==============================] - 0s - loss: 0.3521 - acc: 0.8565 \n", "Epoch 291/300\n", "7200/7200 [==============================] - 0s - loss: 0.3520 - acc: 0.8599 \n", "Epoch 292/300\n", "7200/7200 [==============================] - 0s - loss: 0.3514 - acc: 0.8590 \n", "Epoch 293/300\n", "7200/7200 [==============================] - 0s - loss: 0.3508 - acc: 0.8564 \n", "Epoch 294/300\n", "7200/7200 [==============================] - 0s - loss: 0.3502 - acc: 0.8587 \n", "Epoch 295/300\n", "7200/7200 [==============================] - 0s - loss: 0.3494 - acc: 0.8579 \n", "Epoch 296/300\n", "7200/7200 [==============================] - 0s - loss: 0.3493 - acc: 0.8597 \n", "Epoch 297/300\n", "7200/7200 [==============================] - 0s - loss: 0.3489 - acc: 0.8579 \n", "Epoch 298/300\n", "7200/7200 [==============================] - 0s - loss: 0.3484 - acc: 0.8581 \n", "Epoch 299/300\n", "7200/7200 [==============================] - 0s - loss: 0.3487 - acc: 0.8574 \n", "Epoch 300/300\n", "7200/7200 [==============================] - 0s - loss: 0.3479 - acc: 0.8592 \n", "6825/7200 [===========================>..] - 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0s - loss: 0.3846 - acc: 0.8328 \n", "Epoch 12/300\n", "7200/7200 [==============================] - 0s - loss: 0.3816 - acc: 0.8400 \n", "Epoch 13/300\n", "7200/7200 [==============================] - 0s - loss: 0.3779 - acc: 0.8449 \n", "Epoch 14/300\n", "7200/7200 [==============================] - 0s - loss: 0.3761 - acc: 0.8453 \n", "Epoch 15/300\n", "7200/7200 [==============================] - 0s - loss: 0.3741 - acc: 0.8451 \n", "Epoch 16/300\n", "7200/7200 [==============================] - 0s - loss: 0.3714 - acc: 0.8476 \n", "Epoch 17/300\n", "7200/7200 [==============================] - 0s - loss: 0.3698 - acc: 0.8500 \n", "Epoch 18/300\n", "7200/7200 [==============================] - 0s - loss: 0.3687 - acc: 0.8492 \n", "Epoch 19/300\n", "7200/7200 [==============================] - 0s - loss: 0.3664 - acc: 0.8515 \n", "Epoch 20/300\n", "7200/7200 [==============================] - 0s - loss: 0.3653 - acc: 0.8515 \n", "Epoch 21/300\n", "7200/7200 [==============================] - 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ETA: 0sEpoch 1/300\n", "7200/7200 [==============================] - 1s - loss: 0.5627 - acc: 0.7939 \n", "Epoch 2/300\n", "7200/7200 [==============================] - 0s - loss: 0.4357 - acc: 0.7944 \n", "Epoch 3/300\n", "7200/7200 [==============================] - 0s - loss: 0.4309 - acc: 0.7944 \n", "Epoch 4/300\n", "7200/7200 [==============================] - 0s - loss: 0.4281 - acc: 0.7944 \n", "Epoch 5/300\n", "7200/7200 [==============================] - 0s - loss: 0.4252 - acc: 0.7944 \n", "Epoch 6/300\n", "7200/7200 [==============================] - 0s - loss: 0.4226 - acc: 0.7944 \n", "Epoch 7/300\n", "7200/7200 [==============================] - 0s - loss: 0.4200 - acc: 0.8061 \n", "Epoch 8/300\n", "7200/7200 [==============================] - 0s - loss: 0.4183 - acc: 0.8194 \n", "Epoch 9/300\n", "7200/7200 [==============================] - 0s - loss: 0.4167 - acc: 0.8235 \n", "Epoch 10/300\n", "7200/7200 [==============================] - 0s - loss: 0.4154 - acc: 0.8261 \n", "Epoch 11/300\n", "7200/7200 [==============================] - 0s - loss: 0.4141 - acc: 0.8296 \n", "Epoch 12/300\n", "7200/7200 [==============================] - 0s - loss: 0.4133 - acc: 0.8294 \n", "Epoch 13/300\n", "7200/7200 [==============================] - 0s - loss: 0.4126 - acc: 0.8315 \n", "Epoch 14/300\n", "7200/7200 [==============================] - 0s - loss: 0.4120 - acc: 0.8317 \n", "Epoch 15/300\n", "7200/7200 [==============================] - 0s - loss: 0.4114 - acc: 0.8310 \n", "Epoch 16/300\n", "7200/7200 [==============================] - 0s - loss: 0.4108 - acc: 0.8328 \n", "Epoch 17/300\n", "7200/7200 [==============================] - 0s - loss: 0.4102 - acc: 0.8333 \n", "Epoch 18/300\n", "7200/7200 [==============================] - 0s - loss: 0.4096 - acc: 0.8317 \n", "Epoch 19/300\n", "7200/7200 [==============================] - 0s - loss: 0.4090 - acc: 0.8335 \n", "Epoch 20/300\n", "7200/7200 [==============================] - 0s - loss: 0.4083 - acc: 0.8325 \n", "Epoch 21/300\n", "7200/7200 [==============================] - 0s - loss: 0.4077 - acc: 0.8350 \n", "Epoch 22/300\n", "7200/7200 [==============================] - 0s - loss: 0.4074 - acc: 0.8357 \n", "Epoch 23/300\n", "7200/7200 [==============================] - 0s - loss: 0.4071 - acc: 0.8346 \n", "Epoch 24/300\n", "7200/7200 [==============================] - 0s - loss: 0.4067 - acc: 0.8346 \n", "Epoch 25/300\n", "7200/7200 [==============================] - 0s - loss: 0.4061 - acc: 0.8346 \n", "Epoch 26/300\n", "7200/7200 [==============================] - 0s - loss: 0.4059 - acc: 0.8342 \n", "Epoch 27/300\n", "7200/7200 [==============================] - 0s - loss: 0.4052 - acc: 0.8340 \n", "Epoch 28/300\n", "7200/7200 [==============================] - 0s - loss: 0.4052 - acc: 0.8354 \n", "Epoch 29/300\n", "7200/7200 [==============================] - 0s - loss: 0.4051 - acc: 0.8344 \n", "Epoch 30/300\n", "7200/7200 [==============================] - 0s - loss: 0.4044 - acc: 0.8349 \n", "Epoch 31/300\n", "7200/7200 [==============================] - 0s - loss: 0.4047 - acc: 0.8346 \n", "Epoch 32/300\n", "7200/7200 [==============================] - 0s - loss: 0.4044 - acc: 0.8357 \n", "Epoch 33/300\n", "7200/7200 [==============================] - 0s - loss: 0.4038 - acc: 0.8350 \n", "Epoch 34/300\n", "7200/7200 [==============================] - 0s - loss: 0.4043 - acc: 0.8346 \n", "Epoch 35/300\n", "7200/7200 [==============================] - 0s - loss: 0.4037 - acc: 0.8349 \n", "Epoch 36/300\n", "7200/7200 [==============================] - 0s - loss: 0.4037 - acc: 0.8347 \n", "Epoch 37/300\n", "7200/7200 [==============================] - 0s - loss: 0.4034 - acc: 0.8358 \n", "Epoch 38/300\n", "7200/7200 [==============================] - 0s - loss: 0.4030 - acc: 0.8342 \n", "Epoch 39/300\n", "7200/7200 [==============================] - 0s - loss: 0.4031 - acc: 0.8351 \n", "Epoch 40/300\n", "7200/7200 [==============================] - 0s - loss: 0.4030 - acc: 0.8360 \n", "Epoch 41/300\n", "7200/7200 [==============================] - 0s - loss: 0.4030 - acc: 0.8361 \n", "Epoch 42/300\n", "7200/7200 [==============================] - 0s - loss: 0.4025 - acc: 0.8351 \n", "Epoch 43/300\n", "7200/7200 [==============================] - 0s - loss: 0.4027 - acc: 0.8351 \n", "Epoch 44/300\n", "7200/7200 [==============================] - 0s - loss: 0.4027 - acc: 0.8354 \n", "Epoch 45/300\n", "7200/7200 [==============================] - 0s - loss: 0.4025 - acc: 0.8354 \n", "Epoch 46/300\n", "7200/7200 [==============================] - 0s - loss: 0.4023 - acc: 0.8347 \n", "Epoch 47/300\n", "7200/7200 [==============================] - 0s - loss: 0.4022 - acc: 0.8354 \n", "Epoch 48/300\n", "7200/7200 [==============================] - 0s - loss: 0.4020 - acc: 0.8353 \n", "Epoch 49/300\n", "7200/7200 [==============================] - 0s - loss: 0.4021 - acc: 0.8347 \n", "Epoch 50/300\n", "7200/7200 [==============================] - 0s - loss: 0.4022 - acc: 0.8329 \n", "Epoch 51/300\n", "7200/7200 [==============================] - 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0s - loss: 0.4009 - acc: 0.8343 \n", "Epoch 62/300\n", "7200/7200 [==============================] - 0s - loss: 0.4011 - acc: 0.8353 \n", "Epoch 63/300\n", "7200/7200 [==============================] - 0s - loss: 0.4013 - acc: 0.8351 \n", "Epoch 64/300\n", "7200/7200 [==============================] - 0s - loss: 0.4013 - acc: 0.8353 \n", "Epoch 65/300\n", "7200/7200 [==============================] - 0s - loss: 0.4008 - acc: 0.8354 \n", "Epoch 66/300\n", "7200/7200 [==============================] - 0s - loss: 0.4010 - acc: 0.8346 \n", "Epoch 67/300\n", "7200/7200 [==============================] - 0s - loss: 0.4008 - acc: 0.8343 \n", "Epoch 68/300\n", "7200/7200 [==============================] - 0s - loss: 0.4010 - acc: 0.8353 \n", "Epoch 69/300\n", "7200/7200 [==============================] - 0s - loss: 0.4009 - acc: 0.8346 \n", "Epoch 70/300\n", "7200/7200 [==============================] - 0s - loss: 0.4006 - acc: 0.8332 \n", "Epoch 71/300\n", "7200/7200 [==============================] - 0s - loss: 0.4010 - acc: 0.8343 \n", "Epoch 72/300\n", "7200/7200 [==============================] - 0s - loss: 0.4006 - acc: 0.8357 \n", "Epoch 73/300\n", "7200/7200 [==============================] - 0s - loss: 0.4008 - acc: 0.8347 \n", "Epoch 74/300\n", "7200/7200 [==============================] - 0s - loss: 0.4011 - acc: 0.8340 \n", "Epoch 75/300\n", "7200/7200 [==============================] - 0s - loss: 0.4009 - acc: 0.8343 \n", "Epoch 76/300\n", "7200/7200 [==============================] - 0s - loss: 0.4007 - acc: 0.8349 \n", "Epoch 77/300\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7200/7200 [==============================] - 0s - loss: 0.4005 - acc: 0.8349 \n", "Epoch 78/300\n", "7200/7200 [==============================] - 0s - loss: 0.4008 - acc: 0.8351 \n", "Epoch 79/300\n", "7200/7200 [==============================] - 0s - loss: 0.3999 - acc: 0.8349 \n", "Epoch 80/300\n", "7200/7200 [==============================] - 0s - loss: 0.4008 - acc: 0.8336 \n", "Epoch 81/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3989 - acc: 0.8347 \n", "Epoch 232/300\n", "7200/7200 [==============================] - 0s - loss: 0.3989 - acc: 0.8351 \n", "Epoch 233/300\n", "7200/7200 [==============================] - 0s - loss: 0.3991 - acc: 0.8336 \n", "Epoch 234/300\n", "7200/7200 [==============================] - 0s - loss: 0.3992 - acc: 0.8346 \n", "Epoch 235/300\n", "7200/7200 [==============================] - 0s - loss: 0.3989 - acc: 0.8346 \n", "Epoch 236/300\n", "7200/7200 [==============================] - 0s - loss: 0.3989 - acc: 0.8342 \n", "Epoch 237/300\n", "7200/7200 [==============================] - 0s - loss: 0.3989 - acc: 0.8347 \n", "Epoch 238/300\n", "7200/7200 [==============================] - 0s - loss: 0.3990 - acc: 0.8343 \n", "Epoch 239/300\n", "7200/7200 [==============================] - 0s - loss: 0.3987 - acc: 0.8343 \n", "Epoch 240/300\n", "7200/7200 [==============================] - 0s - loss: 0.3986 - acc: 0.8350 \n", "Epoch 241/300\n", "7200/7200 [==============================] - 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ETA: 0sEpoch 1/300\n", "7200/7200 [==============================] - 1s - loss: 0.5533 - acc: 0.7969 \n", "Epoch 2/300\n", "7200/7200 [==============================] - 0s - loss: 0.4367 - acc: 0.7969 \n", "Epoch 3/300\n", "7200/7200 [==============================] - 0s - loss: 0.4300 - acc: 0.7969 \n", "Epoch 4/300\n", "7200/7200 [==============================] - 0s - loss: 0.4269 - acc: 0.7969 \n", "Epoch 5/300\n", "7200/7200 [==============================] - 0s - loss: 0.4241 - acc: 0.7969 \n", "Epoch 6/300\n", "7200/7200 [==============================] - 0s - loss: 0.4217 - acc: 0.8004 \n", "Epoch 7/300\n", "7200/7200 [==============================] - 0s - loss: 0.4180 - acc: 0.8225 \n", "Epoch 8/300\n", "7200/7200 [==============================] - 0s - loss: 0.4143 - acc: 0.8292 \n", "Epoch 9/300\n", "7200/7200 [==============================] - 0s - loss: 0.4118 - acc: 0.8317 \n", "Epoch 10/300\n", "7200/7200 [==============================] - 0s - loss: 0.4095 - acc: 0.8319 \n", "Epoch 11/300\n", "7200/7200 [==============================] - 0s - loss: 0.4083 - acc: 0.8336 \n", "Epoch 12/300\n", "7200/7200 [==============================] - 0s - loss: 0.4064 - acc: 0.8339 \n", "Epoch 13/300\n", "7200/7200 [==============================] - 0s - loss: 0.4050 - acc: 0.8354 \n", "Epoch 14/300\n", "7200/7200 [==============================] - 0s - loss: 0.4041 - acc: 0.8350 \n", "Epoch 15/300\n", "7200/7200 [==============================] - 0s - loss: 0.4031 - acc: 0.8347 \n", "Epoch 16/300\n", "7200/7200 [==============================] - 0s - loss: 0.4020 - acc: 0.8337 \n", "Epoch 17/300\n", "7200/7200 [==============================] - 0s - loss: 0.4011 - acc: 0.8354 \n", "Epoch 18/300\n", "7200/7200 [==============================] - 0s - loss: 0.4009 - acc: 0.8364 \n", "Epoch 19/300\n", "7200/7200 [==============================] - 0s - loss: 0.3995 - acc: 0.8362 \n", "Epoch 20/300\n", "7200/7200 [==============================] - 0s - loss: 0.4001 - acc: 0.8358 \n", "Epoch 21/300\n", "7200/7200 [==============================] - 0s - loss: 0.3995 - acc: 0.8349 \n", "Epoch 22/300\n", "7200/7200 [==============================] - 0s - loss: 0.3991 - acc: 0.8353 \n", "Epoch 23/300\n", "7200/7200 [==============================] - 0s - loss: 0.3985 - acc: 0.8346 \n", "Epoch 24/300\n", "7200/7200 [==============================] - 0s - loss: 0.3979 - acc: 0.8350 \n", "Epoch 25/300\n", "7200/7200 [==============================] - 0s - loss: 0.3982 - acc: 0.8358 \n", "Epoch 26/300\n", "7200/7200 [==============================] - 0s - loss: 0.3975 - acc: 0.8353 \n", "Epoch 27/300\n", "7200/7200 [==============================] - 0s - loss: 0.3971 - acc: 0.8365 \n", "Epoch 28/300\n", "7200/7200 [==============================] - 0s - loss: 0.3970 - acc: 0.8372 \n", "Epoch 29/300\n", "7200/7200 [==============================] - 0s - loss: 0.3963 - acc: 0.8354 \n", "Epoch 30/300\n", "7200/7200 [==============================] - 0s - loss: 0.3961 - acc: 0.8364 \n", "Epoch 31/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3966 - acc: 0.8351 \n", "Epoch 222/300\n", "7200/7200 [==============================] - 0s - loss: 0.3965 - acc: 0.8365 \n", "Epoch 223/300\n", "7200/7200 [==============================] - 0s - loss: 0.3967 - acc: 0.8350 \n", "Epoch 224/300\n", "7200/7200 [==============================] - 0s - loss: 0.3968 - acc: 0.8374 \n", "Epoch 225/300\n", "7200/7200 [==============================] - 0s - loss: 0.3966 - acc: 0.8354 \n", "Epoch 226/300\n", "7200/7200 [==============================] - 0s - loss: 0.3965 - acc: 0.8354 \n", "Epoch 227/300\n", "7200/7200 [==============================] - 0s - loss: 0.3966 - acc: 0.8361 \n", "Epoch 228/300\n", "7200/7200 [==============================] - 0s - loss: 0.3962 - acc: 0.8364 \n", "Epoch 229/300\n", "7200/7200 [==============================] - 0s - loss: 0.3968 - acc: 0.8372 \n", "Epoch 230/300\n", "7200/7200 [==============================] - 0s - loss: 0.3964 - acc: 0.8343 \n", "Epoch 231/300\n", "7200/7200 [==============================] - 0s - loss: 0.3969 - acc: 0.8376 \n", "Epoch 232/300\n", "7200/7200 [==============================] - 0s - loss: 0.3969 - acc: 0.8367 \n", "Epoch 233/300\n", "7200/7200 [==============================] - 0s - loss: 0.3967 - acc: 0.8367 \n", "Epoch 234/300\n", "7200/7200 [==============================] - 0s - loss: 0.3965 - acc: 0.8354 \n", "Epoch 235/300\n", "7200/7200 [==============================] - 0s - loss: 0.3967 - acc: 0.8353 \n", "Epoch 236/300\n", "7200/7200 [==============================] - 0s - loss: 0.3961 - acc: 0.8357 \n", "Epoch 237/300\n", "7200/7200 [==============================] - 0s - loss: 0.3968 - acc: 0.8354 \n", "Epoch 238/300\n", "7200/7200 [==============================] - 0s - loss: 0.3965 - acc: 0.8367 \n", "Epoch 239/300\n", "7200/7200 [==============================] - 0s - loss: 0.3964 - acc: 0.8368 \n", "Epoch 240/300\n", "7200/7200 [==============================] - 0s - loss: 0.3962 - acc: 0.8364 \n", "Epoch 241/300\n", "7200/7200 [==============================] - 0s - loss: 0.3966 - acc: 0.8367 \n", "Epoch 242/300\n", "7200/7200 [==============================] - 0s - loss: 0.3970 - acc: 0.8365 \n", "Epoch 243/300\n", "7200/7200 [==============================] - 0s - loss: 0.3964 - acc: 0.8365 \n", "Epoch 244/300\n", "7200/7200 [==============================] - 0s - loss: 0.3966 - acc: 0.8374 \n", "Epoch 245/300\n", "7200/7200 [==============================] - 0s - loss: 0.3967 - acc: 0.8351 \n", "Epoch 246/300\n", "7200/7200 [==============================] - 0s - loss: 0.3964 - acc: 0.8360 \n", "Epoch 247/300\n", "7200/7200 [==============================] - 0s - loss: 0.3960 - acc: 0.8381 \n", "Epoch 248/300\n", "7200/7200 [==============================] - 0s - loss: 0.3965 - acc: 0.8360 \n", "Epoch 249/300\n", "7200/7200 [==============================] - 0s - loss: 0.3968 - acc: 0.8364 \n", "Epoch 250/300\n", "7200/7200 [==============================] - 0s - loss: 0.3961 - acc: 0.8368 \n", "Epoch 251/300\n", "7200/7200 [==============================] - 0s - loss: 0.3968 - acc: 0.8351 \n", "Epoch 252/300\n", "7200/7200 [==============================] - 0s - loss: 0.3966 - acc: 0.8357 \n", "Epoch 253/300\n", "7200/7200 [==============================] - 0s - loss: 0.3968 - acc: 0.8367 \n", "Epoch 254/300\n", "7200/7200 [==============================] - 0s - loss: 0.3967 - acc: 0.8360 \n", "Epoch 255/300\n", "7200/7200 [==============================] - 0s - loss: 0.3965 - acc: 0.8371 \n", "Epoch 256/300\n", "7200/7200 [==============================] - 0s - loss: 0.3963 - acc: 0.8378 \n", "Epoch 257/300\n", "7200/7200 [==============================] - 0s - loss: 0.3967 - acc: 0.8354 \n", "Epoch 258/300\n", "7200/7200 [==============================] - 0s - loss: 0.3964 - acc: 0.8372 \n", "Epoch 259/300\n", "7200/7200 [==============================] - 0s - loss: 0.3965 - acc: 0.8364 \n", "Epoch 260/300\n", "7200/7200 [==============================] - 0s - loss: 0.3962 - acc: 0.8362 \n", "Epoch 261/300\n", "7200/7200 [==============================] - 0s - loss: 0.3967 - acc: 0.8356 \n", "Epoch 262/300\n", "7200/7200 [==============================] - 0s - loss: 0.3966 - acc: 0.8368 \n", "Epoch 263/300\n", "7200/7200 [==============================] - 0s - loss: 0.3964 - acc: 0.8368 \n", "Epoch 264/300\n", "7200/7200 [==============================] - 0s - loss: 0.3961 - acc: 0.8354 \n", "Epoch 265/300\n", "7200/7200 [==============================] - 0s - loss: 0.3966 - acc: 0.8357 \n", "Epoch 266/300\n", "7200/7200 [==============================] - 0s - loss: 0.3965 - acc: 0.8369 \n", "Epoch 267/300\n", "7200/7200 [==============================] - 0s - loss: 0.3969 - acc: 0.8365 \n", "Epoch 268/300\n", "7200/7200 [==============================] - 0s - loss: 0.3963 - acc: 0.8362 \n", "Epoch 269/300\n", "7200/7200 [==============================] - 0s - loss: 0.3965 - acc: 0.8354 \n", "Epoch 270/300\n", "7200/7200 [==============================] - 0s - loss: 0.3959 - acc: 0.8353 \n", "Epoch 271/300\n", "7200/7200 [==============================] - 0s - loss: 0.3967 - acc: 0.8361 \n", "Epoch 272/300\n", "7200/7200 [==============================] - 0s - loss: 0.3968 - acc: 0.8369 \n", "Epoch 273/300\n", "7200/7200 [==============================] - 0s - loss: 0.3964 - acc: 0.8333 \n", "Epoch 274/300\n", "7200/7200 [==============================] - 0s - loss: 0.3966 - acc: 0.8364 \n", "Epoch 275/300\n", "7200/7200 [==============================] - 0s - loss: 0.3967 - acc: 0.8372 \n", "Epoch 276/300\n", "7200/7200 [==============================] - 0s - loss: 0.3965 - acc: 0.8362 \n", "Epoch 277/300\n", "7200/7200 [==============================] - 0s - loss: 0.3969 - acc: 0.8381 \n", "Epoch 278/300\n", "7200/7200 [==============================] - 0s - loss: 0.3966 - acc: 0.8365 \n", "Epoch 279/300\n", "7200/7200 [==============================] - 0s - loss: 0.3968 - acc: 0.8368 \n", "Epoch 280/300\n", "7200/7200 [==============================] - 0s - loss: 0.3962 - acc: 0.8357 \n", "Epoch 281/300\n", "7200/7200 [==============================] - 0s - loss: 0.3966 - acc: 0.8367 \n", "Epoch 282/300\n", "7200/7200 [==============================] - 0s - loss: 0.3963 - acc: 0.8372 \n", "Epoch 283/300\n", "7200/7200 [==============================] - 0s - loss: 0.3971 - acc: 0.8360 \n", "Epoch 284/300\n", "7200/7200 [==============================] - 0s - loss: 0.3963 - acc: 0.8354 \n", "Epoch 285/300\n", "7200/7200 [==============================] - 0s - loss: 0.3962 - acc: 0.8365 \n", "Epoch 286/300\n", "7200/7200 [==============================] - 0s - loss: 0.3966 - acc: 0.8369 \n", "Epoch 287/300\n", "7200/7200 [==============================] - 0s - loss: 0.3963 - acc: 0.8360 \n", "Epoch 288/300\n", "7200/7200 [==============================] - 0s - loss: 0.3965 - acc: 0.8357 \n", "Epoch 289/300\n", "7200/7200 [==============================] - 0s - loss: 0.3963 - acc: 0.8371 \n", "Epoch 290/300\n", "7200/7200 [==============================] - 0s - loss: 0.3968 - acc: 0.8346 \n", "Epoch 291/300\n", "7200/7200 [==============================] - 0s - loss: 0.3963 - acc: 0.8376 \n", "Epoch 292/300\n", "7200/7200 [==============================] - 0s - loss: 0.3966 - acc: 0.8362 \n", "Epoch 293/300\n", "7200/7200 [==============================] - 0s - loss: 0.3965 - acc: 0.8372 \n", "Epoch 294/300\n", "7200/7200 [==============================] - 0s - loss: 0.3966 - acc: 0.8372 \n", "Epoch 295/300\n", "7200/7200 [==============================] - 0s - loss: 0.3961 - acc: 0.8356 \n", "Epoch 296/300\n", "7200/7200 [==============================] - 0s - loss: 0.3970 - acc: 0.8356 \n", "Epoch 297/300\n", "7200/7200 [==============================] - 0s - loss: 0.3964 - acc: 0.8371 \n", "Epoch 298/300\n", "7200/7200 [==============================] - 0s - loss: 0.3969 - acc: 0.8364 \n", "Epoch 299/300\n", "7200/7200 [==============================] - 0s - loss: 0.3966 - acc: 0.8364 \n", "Epoch 300/300\n", "7200/7200 [==============================] - 0s - loss: 0.3960 - acc: 0.8367 - ETA: 0s - loss: 0.3738 - a\n", "6525/7200 [==========================>...] - 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0s - loss: 0.4095 - acc: 0.8332 \n", "Epoch 12/300\n", "7200/7200 [==============================] - 0s - loss: 0.4086 - acc: 0.8340 \n", "Epoch 13/300\n", "7200/7200 [==============================] - 0s - loss: 0.4076 - acc: 0.8361 \n", "Epoch 14/300\n", "7200/7200 [==============================] - 0s - loss: 0.4065 - acc: 0.8361 \n", "Epoch 15/300\n", "7200/7200 [==============================] - 0s - loss: 0.4059 - acc: 0.8375 \n", "Epoch 16/300\n", "7200/7200 [==============================] - 0s - loss: 0.4057 - acc: 0.8375 \n", "Epoch 17/300\n", "7200/7200 [==============================] - 0s - loss: 0.4046 - acc: 0.8369 \n", "Epoch 18/300\n", "7200/7200 [==============================] - 0s - loss: 0.4040 - acc: 0.8371 \n", "Epoch 19/300\n", "7200/7200 [==============================] - 0s - loss: 0.4033 - acc: 0.8371 \n", "Epoch 20/300\n", "7200/7200 [==============================] - 0s - loss: 0.4029 - acc: 0.8365 \n", "Epoch 21/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3933 - acc: 0.8400 \n", "Epoch 82/300\n", "7200/7200 [==============================] - 0s - loss: 0.3936 - acc: 0.8396 \n", "Epoch 83/300\n", "7200/7200 [==============================] - 0s - loss: 0.3933 - acc: 0.8408 \n", "Epoch 84/300\n", "7200/7200 [==============================] - 0s - loss: 0.3934 - acc: 0.8396 \n", "Epoch 85/300\n", "7200/7200 [==============================] - 0s - loss: 0.3932 - acc: 0.8417 \n", "Epoch 86/300\n", "7200/7200 [==============================] - 0s - loss: 0.3933 - acc: 0.8404 \n", "Epoch 87/300\n", "7200/7200 [==============================] - 0s - loss: 0.3933 - acc: 0.8397 \n", "Epoch 88/300\n", "7200/7200 [==============================] - 0s - loss: 0.3930 - acc: 0.8407 \n", "Epoch 89/300\n", "7200/7200 [==============================] - 0s - loss: 0.3934 - acc: 0.8397 \n", "Epoch 90/300\n", "7200/7200 [==============================] - 0s - loss: 0.3930 - acc: 0.8407 \n", "Epoch 91/300\n", "7200/7200 [==============================] - 0s - loss: 0.3930 - acc: 0.8401 \n", "Epoch 92/300\n", "7200/7200 [==============================] - 0s - loss: 0.3928 - acc: 0.8397 \n", "Epoch 93/300\n", "7200/7200 [==============================] - 0s - loss: 0.3928 - acc: 0.8403 \n", "Epoch 94/300\n", "7200/7200 [==============================] - 0s - loss: 0.3930 - acc: 0.8399 \n", "Epoch 95/300\n", "7200/7200 [==============================] - 0s - loss: 0.3927 - acc: 0.8404 \n", "Epoch 96/300\n", "7200/7200 [==============================] - 0s - loss: 0.3931 - acc: 0.8397 \n", "Epoch 97/300\n", "7200/7200 [==============================] - 0s - loss: 0.3927 - acc: 0.8401 \n", "Epoch 98/300\n", "7200/7200 [==============================] - 0s - loss: 0.3925 - acc: 0.8394 \n", "Epoch 99/300\n", "7200/7200 [==============================] - 0s - loss: 0.3927 - acc: 0.8385 \n", "Epoch 100/300\n", "7200/7200 [==============================] - 0s - loss: 0.3927 - acc: 0.8404 \n", "Epoch 101/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3921 - acc: 0.8403 \n", "Epoch 112/300\n", "7200/7200 [==============================] - 0s - loss: 0.3923 - acc: 0.8401 \n", "Epoch 113/300\n", "7200/7200 [==============================] - 0s - loss: 0.3921 - acc: 0.8396 \n", "Epoch 114/300\n", "7200/7200 [==============================] - 0s - loss: 0.3921 - acc: 0.8394 \n", "Epoch 115/300\n", "7200/7200 [==============================] - 0s - loss: 0.3922 - acc: 0.8400 \n", "Epoch 116/300\n", "7200/7200 [==============================] - 0s - loss: 0.3920 - acc: 0.8397 \n", "Epoch 117/300\n", "7200/7200 [==============================] - 0s - loss: 0.3916 - acc: 0.8403 \n", "Epoch 118/300\n", "7200/7200 [==============================] - 0s - loss: 0.3919 - acc: 0.8396 \n", "Epoch 119/300\n", "7200/7200 [==============================] - 0s - loss: 0.3921 - acc: 0.8403 \n", "Epoch 120/300\n", "7200/7200 [==============================] - 0s - loss: 0.3919 - acc: 0.8419 \n", "Epoch 121/300\n", "7200/7200 [==============================] - 0s - loss: 0.3921 - acc: 0.8399 \n", "Epoch 122/300\n", "7200/7200 [==============================] - 0s - loss: 0.3919 - acc: 0.8410 \n", "Epoch 123/300\n", "7200/7200 [==============================] - 0s - loss: 0.3918 - acc: 0.8411 \n", "Epoch 124/300\n", "7200/7200 [==============================] - 0s - loss: 0.3921 - acc: 0.8418 \n", "Epoch 125/300\n", "7200/7200 [==============================] - 0s - loss: 0.3919 - acc: 0.8399 \n", "Epoch 126/300\n", "7200/7200 [==============================] - 0s - loss: 0.3917 - acc: 0.8407 \n", "Epoch 127/300\n", "7200/7200 [==============================] - 0s - loss: 0.3920 - acc: 0.8399 \n", "Epoch 128/300\n", "7200/7200 [==============================] - 0s - loss: 0.3918 - acc: 0.8400 \n", "Epoch 129/300\n", "7200/7200 [==============================] - 0s - loss: 0.3916 - acc: 0.8403 \n", "Epoch 130/300\n", "7200/7200 [==============================] - 0s - loss: 0.3916 - acc: 0.8403 \n", "Epoch 131/300\n", "7200/7200 [==============================] - 0s - loss: 0.3917 - acc: 0.8411 \n", "Epoch 132/300\n", "7200/7200 [==============================] - 0s - loss: 0.3916 - acc: 0.8426 \n", "Epoch 133/300\n", "7200/7200 [==============================] - 0s - loss: 0.3912 - acc: 0.8417 \n", "Epoch 134/300\n", "7200/7200 [==============================] - 0s - loss: 0.3919 - acc: 0.8408 \n", "Epoch 135/300\n", "7200/7200 [==============================] - 0s - loss: 0.3917 - acc: 0.8403 \n", "Epoch 136/300\n", "7200/7200 [==============================] - 0s - loss: 0.3911 - acc: 0.8410 \n", "Epoch 137/300\n", "7200/7200 [==============================] - 0s - loss: 0.3916 - acc: 0.8404 \n", "Epoch 138/300\n", "7200/7200 [==============================] - 0s - loss: 0.3918 - acc: 0.8392 \n", "Epoch 139/300\n", "7200/7200 [==============================] - 0s - loss: 0.3915 - acc: 0.8411 \n", "Epoch 140/300\n", "7200/7200 [==============================] - 0s - loss: 0.3913 - acc: 0.8403 \n", "Epoch 141/300\n", "7200/7200 [==============================] - 0s - loss: 0.3912 - acc: 0.8415 \n", "Epoch 142/300\n", "7200/7200 [==============================] - 0s - loss: 0.3920 - acc: 0.8400 \n", "Epoch 143/300\n", "7200/7200 [==============================] - 0s - loss: 0.3918 - acc: 0.8399 \n", "Epoch 144/300\n", "7200/7200 [==============================] - 0s - loss: 0.3915 - acc: 0.8412 \n", "Epoch 145/300\n", "7200/7200 [==============================] - 0s - loss: 0.3916 - acc: 0.8410 \n", "Epoch 146/300\n", "7200/7200 [==============================] - 0s - loss: 0.3912 - acc: 0.8407 \n", "Epoch 147/300\n", "7200/7200 [==============================] - 0s - loss: 0.3915 - acc: 0.8401 \n", "Epoch 148/300\n", "7200/7200 [==============================] - 0s - loss: 0.3911 - acc: 0.8401 \n", "Epoch 149/300\n", "7200/7200 [==============================] - 0s - loss: 0.3913 - acc: 0.8404 \n", "Epoch 150/300\n", "7200/7200 [==============================] - 0s - loss: 0.3916 - acc: 0.8404 \n", "Epoch 151/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3906 - acc: 0.8410 \n", "Epoch 182/300\n", "7200/7200 [==============================] - 0s - loss: 0.3911 - acc: 0.8410 \n", "Epoch 183/300\n", "7200/7200 [==============================] - 0s - loss: 0.3911 - acc: 0.8404 \n", "Epoch 184/300\n", "7200/7200 [==============================] - 0s - loss: 0.3909 - acc: 0.8408 \n", "Epoch 185/300\n", "7200/7200 [==============================] - 0s - loss: 0.3907 - acc: 0.8415 \n", "Epoch 186/300\n", "7200/7200 [==============================] - 0s - loss: 0.3912 - acc: 0.8400 \n", "Epoch 187/300\n", "7200/7200 [==============================] - 0s - loss: 0.3909 - acc: 0.8396 \n", "Epoch 188/300\n", "7200/7200 [==============================] - 0s - loss: 0.3912 - acc: 0.8414 \n", "Epoch 189/300\n", "7200/7200 [==============================] - 0s - loss: 0.3912 - acc: 0.8396 \n", "Epoch 190/300\n", "7200/7200 [==============================] - 0s - loss: 0.3911 - acc: 0.8406 \n", "Epoch 191/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3902 - acc: 0.8414 \n", "Epoch 262/300\n", "7200/7200 [==============================] - 0s - loss: 0.3906 - acc: 0.8412 \n", "Epoch 263/300\n", "7200/7200 [==============================] - 0s - loss: 0.3906 - acc: 0.8404 \n", "Epoch 264/300\n", "7200/7200 [==============================] - 0s - loss: 0.3901 - acc: 0.8403 \n", "Epoch 265/300\n", "7200/7200 [==============================] - 0s - loss: 0.3903 - acc: 0.8399 \n", "Epoch 266/300\n", "7200/7200 [==============================] - 0s - loss: 0.3905 - acc: 0.8408 \n", "Epoch 267/300\n", "7200/7200 [==============================] - 0s - loss: 0.3904 - acc: 0.8407 \n", "Epoch 268/300\n", "7200/7200 [==============================] - 0s - loss: 0.3903 - acc: 0.8415 \n", "Epoch 269/300\n", "7200/7200 [==============================] - 0s - loss: 0.3903 - acc: 0.8414 \n", "Epoch 270/300\n", "7200/7200 [==============================] - 0s - loss: 0.3905 - acc: 0.8407 \n", "Epoch 271/300\n", "7200/7200 [==============================] - 0s - loss: 0.3899 - acc: 0.8415 \n", "Epoch 272/300\n", "7200/7200 [==============================] - 0s - loss: 0.3909 - acc: 0.8412 \n", "Epoch 273/300\n", "7200/7200 [==============================] - 0s - loss: 0.3902 - acc: 0.8396 \n", "Epoch 274/300\n", "7200/7200 [==============================] - 0s - loss: 0.3901 - acc: 0.8410 \n", "Epoch 275/300\n", "7200/7200 [==============================] - 0s - loss: 0.3903 - acc: 0.8393 \n", "Epoch 276/300\n", "7200/7200 [==============================] - 0s - loss: 0.3901 - acc: 0.8404 \n", "Epoch 277/300\n", "7200/7200 [==============================] - 0s - loss: 0.3902 - acc: 0.8418 \n", "Epoch 278/300\n", "7200/7200 [==============================] - 0s - loss: 0.3905 - acc: 0.8400 \n", "Epoch 279/300\n", "7200/7200 [==============================] - 0s - loss: 0.3901 - acc: 0.8407 \n", "Epoch 280/300\n", "7200/7200 [==============================] - 0s - loss: 0.3903 - acc: 0.8399 \n", "Epoch 281/300\n", "7200/7200 [==============================] - 0s - loss: 0.3902 - acc: 0.8410 \n", "Epoch 282/300\n", "7200/7200 [==============================] - 0s - loss: 0.3902 - acc: 0.8408 \n", "Epoch 283/300\n", "7200/7200 [==============================] - 0s - loss: 0.3904 - acc: 0.8410 \n", "Epoch 284/300\n", "7200/7200 [==============================] - 0s - loss: 0.3901 - acc: 0.8404 \n", "Epoch 285/300\n", "7200/7200 [==============================] - 0s - loss: 0.3899 - acc: 0.8393 \n", "Epoch 286/300\n", "7200/7200 [==============================] - 0s - loss: 0.3902 - acc: 0.8406 \n", "Epoch 287/300\n", "7200/7200 [==============================] - 0s - loss: 0.3903 - acc: 0.8408 \n", "Epoch 288/300\n", "7200/7200 [==============================] - 0s - loss: 0.3903 - acc: 0.8401 \n", "Epoch 289/300\n", "7200/7200 [==============================] - 0s - loss: 0.3901 - acc: 0.8415 \n", "Epoch 290/300\n", "7200/7200 [==============================] - 0s - loss: 0.3901 - acc: 0.8406 \n", "Epoch 291/300\n", "7200/7200 [==============================] - 0s - loss: 0.3902 - acc: 0.8411 \n", "Epoch 292/300\n", "7200/7200 [==============================] - 0s - loss: 0.3905 - acc: 0.8407 \n", "Epoch 293/300\n", "7200/7200 [==============================] - 0s - loss: 0.3902 - acc: 0.8406 \n", "Epoch 294/300\n", "7200/7200 [==============================] - 0s - loss: 0.3902 - acc: 0.8403 \n", "Epoch 295/300\n", "7200/7200 [==============================] - 0s - loss: 0.3900 - acc: 0.8418 \n", "Epoch 296/300\n", "7200/7200 [==============================] - 0s - loss: 0.3900 - acc: 0.8401 \n", "Epoch 297/300\n", "7200/7200 [==============================] - 0s - loss: 0.3901 - acc: 0.8411 \n", "Epoch 298/300\n", "7200/7200 [==============================] - 0s - loss: 0.3902 - acc: 0.8414 \n", "Epoch 299/300\n", "7200/7200 [==============================] - 0s - loss: 0.3898 - acc: 0.8404 \n", "Epoch 300/300\n", "7200/7200 [==============================] - 0s - loss: 0.3904 - acc: 0.8400 \n", "6300/7200 [=========================>....] - ETA: 0sEpoch 1/300\n", "7200/7200 [==============================] - 1s - loss: 0.5432 - acc: 0.7961 \n", "Epoch 2/300\n", "7200/7200 [==============================] - 0s - loss: 0.4358 - acc: 0.7961 \n", "Epoch 3/300\n", "7200/7200 [==============================] - 0s - loss: 0.4302 - acc: 0.7961 \n", "Epoch 4/300\n", "7200/7200 [==============================] - 0s - loss: 0.4279 - acc: 0.7961 \n", "Epoch 5/300\n", "7200/7200 [==============================] - 0s - loss: 0.4248 - acc: 0.7961 \n", "Epoch 6/300\n", "7200/7200 [==============================] - 0s - loss: 0.4222 - acc: 0.8013 \n", "Epoch 7/300\n", "7200/7200 [==============================] - 0s - loss: 0.4208 - acc: 0.8192 \n", "Epoch 8/300\n", "7200/7200 [==============================] - 0s - loss: 0.4193 - acc: 0.8217 \n", "Epoch 9/300\n", "7200/7200 [==============================] - 0s - loss: 0.4185 - acc: 0.8249 \n", "Epoch 10/300\n", "7200/7200 [==============================] - 0s - loss: 0.4171 - acc: 0.8286 \n", "Epoch 11/300\n", "7200/7200 [==============================] - 0s - loss: 0.4163 - acc: 0.8262 \n", "Epoch 12/300\n", "7200/7200 [==============================] - 0s - loss: 0.4155 - acc: 0.8293 \n", "Epoch 13/300\n", "7200/7200 [==============================] - 0s - loss: 0.4146 - acc: 0.8289 \n", "Epoch 14/300\n", "7200/7200 [==============================] - 0s - loss: 0.4139 - acc: 0.8300 \n", "Epoch 15/300\n", "7200/7200 [==============================] - 0s - loss: 0.4133 - acc: 0.8303 \n", "Epoch 16/300\n", "7200/7200 [==============================] - 0s - loss: 0.4126 - acc: 0.8326 \n", "Epoch 17/300\n", "7200/7200 [==============================] - 0s - loss: 0.4120 - acc: 0.8317 \n", "Epoch 18/300\n", "7200/7200 [==============================] - 0s - loss: 0.4116 - acc: 0.8333 \n", "Epoch 19/300\n", "7200/7200 [==============================] - 0s - loss: 0.4111 - acc: 0.8332 \n", "Epoch 20/300\n", "7200/7200 [==============================] - 0s - loss: 0.4106 - acc: 0.8332 \n", "Epoch 21/300\n", "7200/7200 [==============================] - 0s - loss: 0.4100 - acc: 0.8331 \n", "Epoch 22/300\n", "7200/7200 [==============================] - 0s - loss: 0.4099 - acc: 0.8337 \n", "Epoch 23/300\n", "7200/7200 [==============================] - 0s - loss: 0.4094 - acc: 0.8335 \n", "Epoch 24/300\n", "7200/7200 [==============================] - 0s - loss: 0.4094 - acc: 0.8335 \n", "Epoch 25/300\n", "7200/7200 [==============================] - 0s - loss: 0.4087 - acc: 0.8329 \n", "Epoch 26/300\n", "7200/7200 [==============================] - 0s - loss: 0.4084 - acc: 0.8344 \n", "Epoch 27/300\n", "7200/7200 [==============================] - 0s - loss: 0.4085 - acc: 0.8325 \n", "Epoch 28/300\n", "7200/7200 [==============================] - 0s - loss: 0.4082 - acc: 0.8329 \n", "Epoch 29/300\n", "7200/7200 [==============================] - 0s - loss: 0.4074 - acc: 0.8332 \n", "Epoch 30/300\n", "7200/7200 [==============================] - 0s - loss: 0.4079 - acc: 0.8336 \n", "Epoch 31/300\n", "7200/7200 [==============================] - 0s - loss: 0.4073 - acc: 0.8340 \n", "Epoch 32/300\n", "7200/7200 [==============================] - 0s - loss: 0.4072 - acc: 0.8337 \n", "Epoch 33/300\n", "7200/7200 [==============================] - 0s - loss: 0.4068 - acc: 0.8353 \n", "Epoch 34/300\n", "7200/7200 [==============================] - 0s - loss: 0.4066 - acc: 0.8351 \n", "Epoch 35/300\n", "7200/7200 [==============================] - 0s - loss: 0.4065 - acc: 0.8343 \n", "Epoch 36/300\n", "7200/7200 [==============================] - 0s - loss: 0.4061 - acc: 0.8332 \n", "Epoch 37/300\n", "7200/7200 [==============================] - 0s - loss: 0.4061 - acc: 0.8349 \n", "Epoch 38/300\n", "7200/7200 [==============================] - 0s - loss: 0.4059 - acc: 0.8340 \n", "Epoch 39/300\n", "7200/7200 [==============================] - 0s - loss: 0.4054 - acc: 0.8351 \n", "Epoch 40/300\n", "7200/7200 [==============================] - 0s - loss: 0.4056 - acc: 0.8344 \n", "Epoch 41/300\n", "7200/7200 [==============================] - 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ETA: 0sEpoch 1/300\n", "7200/7200 [==============================] - 1s - loss: 0.5818 - acc: 0.7946 \n", "Epoch 2/300\n", "7200/7200 [==============================] - 0s - loss: 0.4430 - acc: 0.7956 \n", "Epoch 3/300\n", "7200/7200 [==============================] - 0s - loss: 0.4278 - acc: 0.7956 \n", "Epoch 4/300\n", "7200/7200 [==============================] - 0s - loss: 0.4226 - acc: 0.7956 \n", "Epoch 5/300\n", "7200/7200 [==============================] - 0s - loss: 0.4181 - acc: 0.7956 \n", "Epoch 6/300\n", "7200/7200 [==============================] - 0s - loss: 0.4132 - acc: 0.7956 \n", "Epoch 7/300\n", "7200/7200 [==============================] - 0s - loss: 0.4082 - acc: 0.8176 \n", "Epoch 8/300\n", "7200/7200 [==============================] - 0s - loss: 0.4031 - acc: 0.8256 \n", "Epoch 9/300\n", "7200/7200 [==============================] - 0s - loss: 0.3977 - acc: 0.8275 \n", "Epoch 10/300\n", "7200/7200 [==============================] - 0s - loss: 0.3928 - acc: 0.8283 \n", "Epoch 11/300\n", "7200/7200 [==============================] - 0s - loss: 0.3883 - acc: 0.8292 \n", "Epoch 12/300\n", "7200/7200 [==============================] - 0s - loss: 0.3849 - acc: 0.8332 \n", "Epoch 13/300\n", "7200/7200 [==============================] - 0s - loss: 0.3811 - acc: 0.8374 \n", "Epoch 14/300\n", "7200/7200 [==============================] - 0s - loss: 0.3783 - acc: 0.8422 \n", "Epoch 15/300\n", "7200/7200 [==============================] - 0s - loss: 0.3749 - acc: 0.8446 \n", "Epoch 16/300\n", "7200/7200 [==============================] - 0s - loss: 0.3725 - acc: 0.8469 \n", "Epoch 17/300\n", "7200/7200 [==============================] - 0s - loss: 0.3705 - acc: 0.8500 \n", "Epoch 18/300\n", "7200/7200 [==============================] - 0s - loss: 0.3690 - acc: 0.8490 \n", "Epoch 19/300\n", "7200/7200 [==============================] - 0s - loss: 0.3670 - acc: 0.8503 \n", "Epoch 20/300\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7200/7200 [==============================] - 0s - loss: 0.3655 - acc: 0.8522 \n", "Epoch 21/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3352 - acc: 0.8626 \n", "Epoch 92/300\n", "7200/7200 [==============================] - 0s - loss: 0.3345 - acc: 0.8661 \n", "Epoch 93/300\n", "7200/7200 [==============================] - 0s - loss: 0.3348 - acc: 0.8637 \n", "Epoch 94/300\n", "7200/7200 [==============================] - 0s - loss: 0.3345 - acc: 0.8628 \n", "Epoch 95/300\n", "7200/7200 [==============================] - 0s - loss: 0.3352 - acc: 0.8628 \n", "Epoch 96/300\n", "7200/7200 [==============================] - 0s - loss: 0.3343 - acc: 0.8633 \n", "Epoch 97/300\n", "7200/7200 [==============================] - 0s - loss: 0.3348 - acc: 0.8624 \n", "Epoch 98/300\n", "7200/7200 [==============================] - 0s - loss: 0.3344 - acc: 0.8608 \n", "Epoch 99/300\n", "7200/7200 [==============================] - 0s - loss: 0.3340 - acc: 0.8636 \n", "Epoch 100/300\n", "7200/7200 [==============================] - 0s - loss: 0.3337 - acc: 0.8611 \n", "Epoch 101/300\n", "7200/7200 [==============================] - 0s - loss: 0.3349 - acc: 0.8622 \n", "Epoch 102/300\n", "7200/7200 [==============================] - 0s - loss: 0.3345 - acc: 0.8639 \n", "Epoch 103/300\n", "7200/7200 [==============================] - 0s - loss: 0.3342 - acc: 0.8621 \n", "Epoch 104/300\n", "7200/7200 [==============================] - ETA: 0s - loss: 0.3362 - acc: 0.864 - 0s - loss: 0.3335 - acc: 0.8650 \n", "Epoch 105/300\n", "7200/7200 [==============================] - 0s - loss: 0.3345 - acc: 0.8618 \n", "Epoch 106/300\n", "7200/7200 [==============================] - 0s - loss: 0.3335 - acc: 0.8639 \n", "Epoch 107/300\n", "7200/7200 [==============================] - 0s - loss: 0.3335 - acc: 0.8649 \n", "Epoch 108/300\n", "7200/7200 [==============================] - 0s - loss: 0.3333 - acc: 0.8632 \n", "Epoch 109/300\n", "7200/7200 [==============================] - 0s - loss: 0.3336 - acc: 0.8632 \n", "Epoch 110/300\n", "7200/7200 [==============================] - 0s - loss: 0.3340 - acc: 0.8631 \n", "Epoch 111/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3324 - acc: 0.8635 \n", "Epoch 132/300\n", "7200/7200 [==============================] - 0s - loss: 0.3318 - acc: 0.8628 \n", "Epoch 133/300\n", "7200/7200 [==============================] - 0s - loss: 0.3328 - acc: 0.8632 \n", "Epoch 134/300\n", "7200/7200 [==============================] - 0s - loss: 0.3327 - acc: 0.8618 \n", "Epoch 135/300\n", "7200/7200 [==============================] - 0s - loss: 0.3326 - acc: 0.8639 \n", "Epoch 136/300\n", "7200/7200 [==============================] - 0s - loss: 0.3318 - acc: 0.8632 \n", "Epoch 137/300\n", "7200/7200 [==============================] - 0s - loss: 0.3329 - acc: 0.8624 \n", "Epoch 138/300\n", "7200/7200 [==============================] - 0s - loss: 0.3321 - acc: 0.8661 \n", "Epoch 139/300\n", "7200/7200 [==============================] - 0s - loss: 0.3317 - acc: 0.8640 \n", "Epoch 140/300\n", "7200/7200 [==============================] - 0s - loss: 0.3317 - acc: 0.8625 \n", "Epoch 141/300\n", "7200/7200 [==============================] - 0s - loss: 0.3319 - acc: 0.8619 \n", "Epoch 142/300\n", "7200/7200 [==============================] - 0s - loss: 0.3320 - acc: 0.8653 \n", "Epoch 143/300\n", "7200/7200 [==============================] - 0s - loss: 0.3323 - acc: 0.8629 \n", "Epoch 144/300\n", "7200/7200 [==============================] - 0s - loss: 0.3324 - acc: 0.8628 \n", "Epoch 145/300\n", "7200/7200 [==============================] - 0s - loss: 0.3319 - acc: 0.8636 \n", "Epoch 146/300\n", "7200/7200 [==============================] - 0s - loss: 0.3321 - acc: 0.8636 \n", "Epoch 147/300\n", "7200/7200 [==============================] - 0s - loss: 0.3315 - acc: 0.8644 \n", "Epoch 148/300\n", "7200/7200 [==============================] - 0s - loss: 0.3313 - acc: 0.8646 \n", "Epoch 149/300\n", "7200/7200 [==============================] - 0s - loss: 0.3315 - acc: 0.8633 \n", "Epoch 150/300\n", "7200/7200 [==============================] - 0s - loss: 0.3317 - acc: 0.8622 \n", "Epoch 151/300\n", "7200/7200 [==============================] - 0s - loss: 0.3316 - acc: 0.8633 \n", "Epoch 152/300\n", "7200/7200 [==============================] - 0s - loss: 0.3307 - acc: 0.8643 \n", "Epoch 153/300\n", "7200/7200 [==============================] - 0s - loss: 0.3314 - acc: 0.8635 \n", "Epoch 154/300\n", "7200/7200 [==============================] - 0s - loss: 0.3319 - acc: 0.8631 \n", "Epoch 155/300\n", "7200/7200 [==============================] - 0s - loss: 0.3314 - acc: 0.8622 \n", "Epoch 156/300\n", "7200/7200 [==============================] - 0s - loss: 0.3311 - acc: 0.8644 \n", "Epoch 157/300\n", "7200/7200 [==============================] - 0s - loss: 0.3318 - acc: 0.8640 \n", "Epoch 158/300\n", "7200/7200 [==============================] - 0s - loss: 0.3314 - acc: 0.8635 \n", "Epoch 159/300\n", "7200/7200 [==============================] - 0s - loss: 0.3311 - acc: 0.8640 \n", "Epoch 160/300\n", "7200/7200 [==============================] - 0s - loss: 0.3316 - acc: 0.8635 \n", "Epoch 161/300\n", "7200/7200 [==============================] - 0s - loss: 0.3311 - acc: 0.8639 \n", "Epoch 162/300\n", "7200/7200 [==============================] - 0s - loss: 0.3310 - acc: 0.8633 \n", "Epoch 163/300\n", "7200/7200 [==============================] - 0s - loss: 0.3304 - acc: 0.8653 - ETA: 0s - loss: 0.3381 - acc:\n", "Epoch 164/300\n", "7200/7200 [==============================] - 0s - loss: 0.3315 - acc: 0.8662 \n", "Epoch 165/300\n", "7200/7200 [==============================] - 0s - loss: 0.3314 - acc: 0.8631 \n", "Epoch 166/300\n", "7200/7200 [==============================] - 0s - loss: 0.3312 - acc: 0.8640 \n", "Epoch 167/300\n", "7200/7200 [==============================] - 0s - loss: 0.3310 - acc: 0.8668 \n", "Epoch 168/300\n", "7200/7200 [==============================] - 0s - loss: 0.3315 - acc: 0.8653 \n", "Epoch 169/300\n", "7200/7200 [==============================] - 0s - loss: 0.3314 - acc: 0.8650 \n", "Epoch 170/300\n", "7200/7200 [==============================] - 0s - loss: 0.3301 - acc: 0.8649 \n", "Epoch 171/300\n", "7200/7200 [==============================] - 0s - loss: 0.3308 - acc: 0.8647 \n", "Epoch 172/300\n", "7200/7200 [==============================] - 0s - loss: 0.3314 - acc: 0.8617 \n", "Epoch 173/300\n", "7200/7200 [==============================] - 0s - loss: 0.3311 - acc: 0.8635 \n", "Epoch 174/300\n", "7200/7200 [==============================] - 0s - loss: 0.3302 - acc: 0.8631 \n", "Epoch 175/300\n", "7200/7200 [==============================] - 0s - loss: 0.3313 - acc: 0.8642 \n", "Epoch 176/300\n", "7200/7200 [==============================] - 0s - loss: 0.3310 - acc: 0.8633 \n", "Epoch 177/300\n", "7200/7200 [==============================] - 0s - loss: 0.3312 - acc: 0.8635 \n", "Epoch 178/300\n", "7200/7200 [==============================] - 0s - loss: 0.3307 - acc: 0.8635 \n", "Epoch 179/300\n", "7200/7200 [==============================] - 0s - loss: 0.3310 - acc: 0.8643 \n", "Epoch 180/300\n", "7200/7200 [==============================] - 0s - loss: 0.3308 - acc: 0.8644 \n", "Epoch 181/300\n", "7200/7200 [==============================] - 0s - loss: 0.3305 - acc: 0.8639 \n", "Epoch 182/300\n", "7200/7200 [==============================] - 0s - loss: 0.3304 - acc: 0.8640 \n", "Epoch 183/300\n", "7200/7200 [==============================] - 0s - loss: 0.3310 - acc: 0.8639 \n", "Epoch 184/300\n", "7200/7200 [==============================] - 0s - loss: 0.3312 - acc: 0.8643 \n", "Epoch 185/300\n", "7200/7200 [==============================] - 0s - loss: 0.3306 - acc: 0.8653 \n", "Epoch 186/300\n", "7200/7200 [==============================] - 0s - loss: 0.3312 - acc: 0.8643 \n", "Epoch 187/300\n", "7200/7200 [==============================] - 0s - loss: 0.3300 - acc: 0.8660 \n", "Epoch 188/300\n", "7200/7200 [==============================] - 0s - loss: 0.3310 - acc: 0.8642 \n", "Epoch 189/300\n", "7200/7200 [==============================] - 0s - loss: 0.3310 - acc: 0.8656 \n", "Epoch 190/300\n", "7200/7200 [==============================] - 0s - loss: 0.3308 - acc: 0.8631 \n", "Epoch 191/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3307 - acc: 0.8618 \n", "Epoch 212/300\n", "7200/7200 [==============================] - 0s - loss: 0.3308 - acc: 0.8637 \n", "Epoch 213/300\n", "7200/7200 [==============================] - 0s - loss: 0.3299 - acc: 0.8635 \n", "Epoch 214/300\n", "7200/7200 [==============================] - 0s - loss: 0.3305 - acc: 0.8631 \n", "Epoch 215/300\n", "7200/7200 [==============================] - 0s - loss: 0.3305 - acc: 0.8640 \n", "Epoch 216/300\n", "7200/7200 [==============================] - 0s - loss: 0.3296 - acc: 0.8636 \n", "Epoch 217/300\n", "7200/7200 [==============================] - 0s - loss: 0.3299 - acc: 0.8640 \n", "Epoch 218/300\n", "7200/7200 [==============================] - 0s - loss: 0.3299 - acc: 0.8647 \n", "Epoch 219/300\n", "7200/7200 [==============================] - 0s - loss: 0.3302 - acc: 0.8647 \n", "Epoch 220/300\n", "7200/7200 [==============================] - 0s - loss: 0.3297 - acc: 0.8646 \n", "Epoch 221/300\n", "7200/7200 [==============================] - 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0s - loss: 0.4179 - acc: 0.8265 \n", "Epoch 12/300\n", "7200/7200 [==============================] - 0s - loss: 0.4167 - acc: 0.8276 \n", "Epoch 13/300\n", "7200/7200 [==============================] - 0s - loss: 0.4160 - acc: 0.8297 \n", "Epoch 14/300\n", "7200/7200 [==============================] - 0s - loss: 0.4150 - acc: 0.8306 \n", "Epoch 15/300\n", "7200/7200 [==============================] - 0s - loss: 0.4143 - acc: 0.8301 \n", "Epoch 16/300\n", "7200/7200 [==============================] - 0s - loss: 0.4137 - acc: 0.8296 \n", "Epoch 17/300\n", "7200/7200 [==============================] - 0s - loss: 0.4132 - acc: 0.8306 \n", "Epoch 18/300\n", "7200/7200 [==============================] - 0s - loss: 0.4126 - acc: 0.8314 \n", "Epoch 19/300\n", "7200/7200 [==============================] - 0s - loss: 0.4121 - acc: 0.8301 \n", "Epoch 20/300\n", "7200/7200 [==============================] - 0s - loss: 0.4115 - acc: 0.8324 \n", "Epoch 21/300\n", "7200/7200 [==============================] - 0s - loss: 0.4108 - acc: 0.8322 \n", "Epoch 22/300\n", "7200/7200 [==============================] - 0s - loss: 0.4104 - acc: 0.8325 \n", "Epoch 23/300\n", "7200/7200 [==============================] - 0s - loss: 0.4093 - acc: 0.8343 \n", "Epoch 24/300\n", "7200/7200 [==============================] - 0s - loss: 0.4087 - acc: 0.8319 \n", "Epoch 25/300\n", "7200/7200 [==============================] - 0s - loss: 0.4082 - acc: 0.8329 \n", "Epoch 26/300\n", "7200/7200 [==============================] - 0s - loss: 0.4074 - acc: 0.8333 \n", "Epoch 27/300\n", "7200/7200 [==============================] - 0s - loss: 0.4069 - acc: 0.8340 \n", "Epoch 28/300\n", "7200/7200 [==============================] - 0s - loss: 0.4061 - acc: 0.8346 \n", "Epoch 29/300\n", "7200/7200 [==============================] - 0s - loss: 0.4056 - acc: 0.8346 \n", "Epoch 30/300\n", "7200/7200 [==============================] - 0s - loss: 0.4052 - acc: 0.8329 \n", "Epoch 31/300\n", "7200/7200 [==============================] - 0s - loss: 0.4044 - acc: 0.8351 \n", "Epoch 32/300\n", "7200/7200 [==============================] - 0s - loss: 0.4040 - acc: 0.8335 \n", "Epoch 33/300\n", "7200/7200 [==============================] - 0s - loss: 0.4034 - acc: 0.8336 \n", "Epoch 34/300\n", "7200/7200 [==============================] - 0s - loss: 0.4032 - acc: 0.8322 \n", "Epoch 35/300\n", "7200/7200 [==============================] - 0s - loss: 0.4026 - acc: 0.8325 \n", "Epoch 36/300\n", "7200/7200 [==============================] - 0s - loss: 0.4020 - acc: 0.8344 \n", "Epoch 37/300\n", "7200/7200 [==============================] - 0s - loss: 0.4019 - acc: 0.8356 \n", "Epoch 38/300\n", "7200/7200 [==============================] - 0s - loss: 0.4013 - acc: 0.8343 \n", "Epoch 39/300\n", "7200/7200 [==============================] - 0s - loss: 0.4015 - acc: 0.8322 \n", "Epoch 40/300\n", "7200/7200 [==============================] - 0s - loss: 0.4012 - acc: 0.8340 \n", "Epoch 41/300\n", "7200/7200 [==============================] - 0s - loss: 0.4008 - acc: 0.8335 \n", "Epoch 42/300\n", "7200/7200 [==============================] - 0s - loss: 0.4001 - acc: 0.8347 \n", "Epoch 43/300\n", "7200/7200 [==============================] - 0s - loss: 0.4004 - acc: 0.8349 \n", "Epoch 44/300\n", "7200/7200 [==============================] - 0s - loss: 0.4003 - acc: 0.8343 \n", "Epoch 45/300\n", "7200/7200 [==============================] - 0s - loss: 0.3996 - acc: 0.8340 \n", "Epoch 46/300\n", "7200/7200 [==============================] - 0s - loss: 0.3996 - acc: 0.8328 \n", "Epoch 47/300\n", "7200/7200 [==============================] - 0s - loss: 0.3998 - acc: 0.8350 \n", "Epoch 48/300\n", "7200/7200 [==============================] - 0s - loss: 0.3991 - acc: 0.8344 \n", "Epoch 49/300\n", "7200/7200 [==============================] - 0s - loss: 0.3994 - acc: 0.8343 \n", "Epoch 50/300\n", "7200/7200 [==============================] - 0s - loss: 0.3990 - acc: 0.8340 \n", "Epoch 51/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3944 - acc: 0.8365 - ETA: 0s - loss: 0.3729 - ac\n", "Epoch 212/300\n", "7200/7200 [==============================] - 0s - loss: 0.3942 - acc: 0.8354 \n", "Epoch 213/300\n", "7200/7200 [==============================] - 0s - loss: 0.3940 - acc: 0.8357 \n", "Epoch 214/300\n", "7200/7200 [==============================] - 0s - loss: 0.3941 - acc: 0.8353 \n", "Epoch 215/300\n", "7200/7200 [==============================] - 0s - loss: 0.3938 - acc: 0.8349 \n", "Epoch 216/300\n", "7200/7200 [==============================] - 0s - loss: 0.3944 - acc: 0.8346 \n", "Epoch 217/300\n", "7200/7200 [==============================] - 0s - loss: 0.3938 - acc: 0.8360 \n", "Epoch 218/300\n", "7200/7200 [==============================] - 0s - loss: 0.3944 - acc: 0.8360 \n", "Epoch 219/300\n", "7200/7200 [==============================] - 0s - loss: 0.3940 - acc: 0.8364 \n", "Epoch 220/300\n", "7200/7200 [==============================] - 0s - loss: 0.3943 - acc: 0.8361 \n", "Epoch 221/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3468 - acc: 0.8601 \n", "Epoch 61/300\n", "7200/7200 [==============================] - 0s - loss: 0.3472 - acc: 0.8606 \n", "Epoch 62/300\n", "7200/7200 [==============================] - 0s - loss: 0.3470 - acc: 0.8617 \n", "Epoch 63/300\n", "7200/7200 [==============================] - 0s - loss: 0.3459 - acc: 0.8583 \n", "Epoch 64/300\n", "7200/7200 [==============================] - 0s - loss: 0.3468 - acc: 0.8592 \n", "Epoch 65/300\n", "7200/7200 [==============================] - 0s - loss: 0.3463 - acc: 0.8590 \n", "Epoch 66/300\n", "7200/7200 [==============================] - 0s - loss: 0.3457 - acc: 0.8599 \n", "Epoch 67/300\n", "7200/7200 [==============================] - 0s - loss: 0.3457 - acc: 0.8593 \n", "Epoch 68/300\n", "7200/7200 [==============================] - 0s - loss: 0.3458 - acc: 0.8614 \n", "Epoch 69/300\n", "7200/7200 [==============================] - 0s - loss: 0.3458 - acc: 0.8592 \n", "Epoch 70/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3446 - acc: 0.8624 \n", "Epoch 81/300\n", "7200/7200 [==============================] - 0s - loss: 0.3443 - acc: 0.8614 \n", "Epoch 82/300\n", "7200/7200 [==============================] - 0s - loss: 0.3446 - acc: 0.8600 \n", "Epoch 83/300\n", "7200/7200 [==============================] - 0s - loss: 0.3446 - acc: 0.8614 \n", "Epoch 84/300\n", "7200/7200 [==============================] - 0s - loss: 0.3441 - acc: 0.8603 \n", "Epoch 85/300\n", "7200/7200 [==============================] - 0s - loss: 0.3442 - acc: 0.8596 \n", "Epoch 86/300\n", "7200/7200 [==============================] - 0s - loss: 0.3442 - acc: 0.8607 \n", "Epoch 87/300\n", "7200/7200 [==============================] - 0s - loss: 0.3443 - acc: 0.8619 \n", "Epoch 88/300\n", "7200/7200 [==============================] - 0s - loss: 0.3440 - acc: 0.8617 \n", "Epoch 89/300\n", "7200/7200 [==============================] - 0s - loss: 0.3437 - acc: 0.8597 \n", "Epoch 90/300\n", "7200/7200 [==============================] - 0s - loss: 0.3439 - acc: 0.8607 \n", "Epoch 91/300\n", "7200/7200 [==============================] - 0s - loss: 0.3439 - acc: 0.8597 \n", "Epoch 92/300\n", "7200/7200 [==============================] - 0s - loss: 0.3438 - acc: 0.8628 \n", "Epoch 93/300\n", "7200/7200 [==============================] - 0s - loss: 0.3438 - acc: 0.8610 \n", "Epoch 94/300\n", "7200/7200 [==============================] - 0s - loss: 0.3438 - acc: 0.8603 \n", "Epoch 95/300\n", "7200/7200 [==============================] - 0s - loss: 0.3436 - acc: 0.8611 \n", "Epoch 96/300\n", "7200/7200 [==============================] - 0s - loss: 0.3440 - acc: 0.8624 \n", "Epoch 97/300\n", "7200/7200 [==============================] - 0s - loss: 0.3443 - acc: 0.8600 \n", "Epoch 98/300\n", "7200/7200 [==============================] - 0s - loss: 0.3434 - acc: 0.8621 \n", "Epoch 99/300\n", "7200/7200 [==============================] - 0s - loss: 0.3437 - acc: 0.8608 \n", "Epoch 100/300\n", "7200/7200 [==============================] - 0s - loss: 0.3431 - acc: 0.8601 \n", "Epoch 101/300\n", "7200/7200 [==============================] - 0s - loss: 0.3433 - acc: 0.8612 \n", "Epoch 102/300\n", "7200/7200 [==============================] - 0s - loss: 0.3429 - acc: 0.8601 \n", "Epoch 103/300\n", "7200/7200 [==============================] - 0s - loss: 0.3430 - acc: 0.8604 \n", "Epoch 104/300\n", "7200/7200 [==============================] - 0s - loss: 0.3438 - acc: 0.8593 \n", "Epoch 105/300\n", "7200/7200 [==============================] - 0s - loss: 0.3435 - acc: 0.8594 \n", "Epoch 106/300\n", "7200/7200 [==============================] - 0s - loss: 0.3434 - acc: 0.8610 \n", "Epoch 107/300\n", "7200/7200 [==============================] - 0s - loss: 0.3433 - acc: 0.8614 \n", "Epoch 108/300\n", "7200/7200 [==============================] - 0s - loss: 0.3421 - acc: 0.8607 \n", "Epoch 109/300\n", "7200/7200 [==============================] - 0s - loss: 0.3431 - acc: 0.8611 \n", "Epoch 110/300\n", "7200/7200 [==============================] - 0s - loss: 0.3433 - acc: 0.8617 \n", "Epoch 111/300\n", "7200/7200 [==============================] - 0s - loss: 0.3425 - acc: 0.8628 \n", "Epoch 112/300\n", "7200/7200 [==============================] - 0s - loss: 0.3432 - acc: 0.8628 \n", "Epoch 113/300\n", "7200/7200 [==============================] - 0s - loss: 0.3427 - acc: 0.8610 \n", "Epoch 114/300\n", "7200/7200 [==============================] - 0s - loss: 0.3433 - acc: 0.8633 \n", "Epoch 115/300\n", "7200/7200 [==============================] - 0s - loss: 0.3430 - acc: 0.8617 \n", "Epoch 116/300\n", "7200/7200 [==============================] - 0s - loss: 0.3426 - acc: 0.8607 \n", "Epoch 117/300\n", "7200/7200 [==============================] - 0s - loss: 0.3433 - acc: 0.8617 \n", "Epoch 118/300\n", "7200/7200 [==============================] - 0s - loss: 0.3428 - acc: 0.8622 \n", "Epoch 119/300\n", "7200/7200 [==============================] - 0s - loss: 0.3426 - acc: 0.8607 \n", "Epoch 120/300\n", "7200/7200 [==============================] - 0s - loss: 0.3427 - acc: 0.8600 \n", "Epoch 121/300\n", "7200/7200 [==============================] - 0s - loss: 0.3425 - acc: 0.8632 \n", "Epoch 122/300\n", "7200/7200 [==============================] - 0s - loss: 0.3434 - acc: 0.8614 \n", "Epoch 123/300\n", "7200/7200 [==============================] - 0s - loss: 0.3427 - acc: 0.8603 \n", "Epoch 124/300\n", "7200/7200 [==============================] - 0s - loss: 0.3424 - acc: 0.8618 \n", "Epoch 125/300\n", "7200/7200 [==============================] - 0s - loss: 0.3423 - acc: 0.8597 \n", "Epoch 126/300\n", "7200/7200 [==============================] - 0s - loss: 0.3429 - acc: 0.8614 \n", "Epoch 127/300\n", "7200/7200 [==============================] - 0s - loss: 0.3420 - acc: 0.8600 \n", "Epoch 128/300\n", "7200/7200 [==============================] - 0s - loss: 0.3430 - acc: 0.8643 \n", "Epoch 129/300\n", "7200/7200 [==============================] - 0s - loss: 0.3433 - acc: 0.8622 \n", "Epoch 130/300\n", "7200/7200 [==============================] - 0s - loss: 0.3413 - acc: 0.8600 \n", "Epoch 131/300\n", "7200/7200 [==============================] - 0s - loss: 0.3421 - acc: 0.8626 \n", "Epoch 132/300\n", "7200/7200 [==============================] - 0s - loss: 0.3417 - acc: 0.8618 \n", "Epoch 133/300\n", "7200/7200 [==============================] - 0s - loss: 0.3429 - acc: 0.8622 \n", "Epoch 134/300\n", "7200/7200 [==============================] - 0s - loss: 0.3424 - acc: 0.8618 \n", "Epoch 135/300\n", "7200/7200 [==============================] - 0s - loss: 0.3427 - acc: 0.8597 \n", "Epoch 136/300\n", "7200/7200 [==============================] - 0s - loss: 0.3418 - acc: 0.8625 \n", "Epoch 137/300\n", "7200/7200 [==============================] - 0s - loss: 0.3427 - acc: 0.8615 \n", "Epoch 138/300\n", "7200/7200 [==============================] - 0s - loss: 0.3429 - acc: 0.8604 \n", "Epoch 139/300\n", "7200/7200 [==============================] - 0s - loss: 0.3420 - acc: 0.8622 \n", "Epoch 140/300\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7200/7200 [==============================] - 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0s - loss: 0.3413 - acc: 0.8622 \n", "Epoch 181/300\n", "7200/7200 [==============================] - 0s - loss: 0.3406 - acc: 0.8608 \n", "Epoch 182/300\n", "7200/7200 [==============================] - 0s - loss: 0.3417 - acc: 0.8607 \n", "Epoch 183/300\n", "7200/7200 [==============================] - 0s - loss: 0.3407 - acc: 0.8624 \n", "Epoch 184/300\n", "7200/7200 [==============================] - 0s - loss: 0.3414 - acc: 0.8617 \n", "Epoch 185/300\n", "7200/7200 [==============================] - 0s - loss: 0.3411 - acc: 0.8615 \n", "Epoch 186/300\n", "7200/7200 [==============================] - 0s - loss: 0.3414 - acc: 0.8635 \n", "Epoch 187/300\n", "7200/7200 [==============================] - 0s - loss: 0.3408 - acc: 0.8608 \n", "Epoch 188/300\n", "7200/7200 [==============================] - 0s - loss: 0.3413 - acc: 0.8611 \n", "Epoch 189/300\n", "7200/7200 [==============================] - 0s - loss: 0.3415 - acc: 0.8596 \n", "Epoch 190/300\n", "7200/7200 [==============================] - 0s - loss: 0.3404 - acc: 0.8608 \n", "Epoch 191/300\n", "7200/7200 [==============================] - 0s - loss: 0.3409 - acc: 0.8614 \n", "Epoch 192/300\n", "7200/7200 [==============================] - 0s - loss: 0.3410 - acc: 0.8621 \n", "Epoch 193/300\n", "7200/7200 [==============================] - 0s - loss: 0.3409 - acc: 0.8599 \n", "Epoch 194/300\n", "7200/7200 [==============================] - 0s - loss: 0.3407 - acc: 0.8586 \n", "Epoch 195/300\n", "7200/7200 [==============================] - 0s - loss: 0.3416 - acc: 0.8614 \n", "Epoch 196/300\n", "7200/7200 [==============================] - 0s - loss: 0.3417 - acc: 0.8593 \n", "Epoch 197/300\n", "7200/7200 [==============================] - 0s - loss: 0.3413 - acc: 0.8629 \n", "Epoch 198/300\n", "7200/7200 [==============================] - 0s - loss: 0.3411 - acc: 0.8583 \n", "Epoch 199/300\n", "7200/7200 [==============================] - 0s - loss: 0.3407 - acc: 0.8625 \n", "Epoch 200/300\n", "7200/7200 [==============================] - 0s - loss: 0.3406 - acc: 0.8618 \n", "Epoch 201/300\n", "7200/7200 [==============================] - 0s - loss: 0.3407 - acc: 0.8618 \n", "Epoch 202/300\n", "7200/7200 [==============================] - 0s - loss: 0.3409 - acc: 0.8622 \n", "Epoch 203/300\n", "7200/7200 [==============================] - 0s - loss: 0.3411 - acc: 0.8603 \n", "Epoch 204/300\n", "7200/7200 [==============================] - 0s - loss: 0.3401 - acc: 0.8621 \n", "Epoch 205/300\n", "7200/7200 [==============================] - 0s - loss: 0.3399 - acc: 0.8622 \n", "Epoch 206/300\n", "7200/7200 [==============================] - 0s - loss: 0.3404 - acc: 0.8615 \n", "Epoch 207/300\n", "7200/7200 [==============================] - 0s - loss: 0.3413 - acc: 0.8612 \n", "Epoch 208/300\n", "7200/7200 [==============================] - 0s - loss: 0.3411 - acc: 0.8621 \n", "Epoch 209/300\n", "7200/7200 [==============================] - 0s - loss: 0.3402 - acc: 0.8603 \n", "Epoch 210/300\n", "7200/7200 [==============================] - 0s - loss: 0.3406 - acc: 0.8614 \n", "Epoch 211/300\n", "7200/7200 [==============================] - 0s - loss: 0.3395 - acc: 0.8610 \n", "Epoch 212/300\n", "7200/7200 [==============================] - 0s - loss: 0.3408 - acc: 0.8611 \n", "Epoch 213/300\n", "7200/7200 [==============================] - 0s - loss: 0.3412 - acc: 0.8603 \n", "Epoch 214/300\n", "7200/7200 [==============================] - 0s - loss: 0.3409 - acc: 0.8596 \n", "Epoch 215/300\n", "7200/7200 [==============================] - 0s - loss: 0.3410 - acc: 0.8621 \n", "Epoch 216/300\n", "7200/7200 [==============================] - 0s - loss: 0.3406 - acc: 0.8606 \n", "Epoch 217/300\n", "7200/7200 [==============================] - 0s - loss: 0.3406 - acc: 0.8617 \n", "Epoch 218/300\n", "7200/7200 [==============================] - 0s - loss: 0.3411 - acc: 0.8608 \n", "Epoch 219/300\n", "7200/7200 [==============================] - 0s - loss: 0.3408 - acc: 0.8610 \n", "Epoch 220/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3400 - acc: 0.8612 \n", "Epoch 241/300\n", "7200/7200 [==============================] - 0s - loss: 0.3402 - acc: 0.8635 \n", "Epoch 242/300\n", "7200/7200 [==============================] - 0s - loss: 0.3402 - acc: 0.8640 \n", "Epoch 243/300\n", "7200/7200 [==============================] - 0s - loss: 0.3405 - acc: 0.8612 \n", "Epoch 244/300\n", "7200/7200 [==============================] - 0s - loss: 0.3394 - acc: 0.8660 - ETA: 0s - loss: 0.3481 - acc:\n", "Epoch 245/300\n", "7200/7200 [==============================] - 0s - loss: 0.3401 - acc: 0.8614 \n", "Epoch 246/300\n", "7200/7200 [==============================] - 0s - loss: 0.3399 - acc: 0.8607 \n", "Epoch 247/300\n", "7200/7200 [==============================] - 0s - loss: 0.3403 - acc: 0.8622 \n", "Epoch 248/300\n", "7200/7200 [==============================] - 0s - loss: 0.3399 - acc: 0.8612 \n", "Epoch 249/300\n", "7200/7200 [==============================] - 0s - loss: 0.3400 - acc: 0.8614 \n", "Epoch 250/300\n", "7200/7200 [==============================] - 0s - loss: 0.3403 - acc: 0.8621 \n", "Epoch 251/300\n", "7200/7200 [==============================] - 0s - loss: 0.3395 - acc: 0.8632 \n", "Epoch 252/300\n", "7200/7200 [==============================] - 0s - loss: 0.3397 - acc: 0.8611 \n", "Epoch 253/300\n", "7200/7200 [==============================] - 0s - loss: 0.3404 - acc: 0.8583 \n", "Epoch 254/300\n", "7200/7200 [==============================] - 0s - loss: 0.3398 - acc: 0.8637 \n", "Epoch 255/300\n", "7200/7200 [==============================] - 0s - loss: 0.3401 - acc: 0.8607 \n", "Epoch 256/300\n", "7200/7200 [==============================] - 0s - loss: 0.3403 - acc: 0.8617 \n", "Epoch 257/300\n", "7200/7200 [==============================] - 0s - loss: 0.3397 - acc: 0.8619 \n", "Epoch 258/300\n", "7200/7200 [==============================] - 0s - loss: 0.3404 - acc: 0.8633 \n", "Epoch 259/300\n", "7200/7200 [==============================] - 0s - loss: 0.3402 - acc: 0.8612 \n", "Epoch 260/300\n", "7200/7200 [==============================] - 0s - loss: 0.3400 - acc: 0.8612 \n", "Epoch 261/300\n", "7200/7200 [==============================] - 0s - loss: 0.3389 - acc: 0.8612 \n", "Epoch 262/300\n", "7200/7200 [==============================] - 0s - loss: 0.3394 - acc: 0.8631 \n", "Epoch 263/300\n", "7200/7200 [==============================] - 0s - loss: 0.3403 - acc: 0.8597 \n", "Epoch 264/300\n", "7200/7200 [==============================] - 0s - loss: 0.3391 - acc: 0.8611 \n", "Epoch 265/300\n", "7200/7200 [==============================] - 0s - loss: 0.3401 - acc: 0.8597 \n", "Epoch 266/300\n", "7200/7200 [==============================] - 0s - loss: 0.3402 - acc: 0.8628 \n", "Epoch 267/300\n", "7200/7200 [==============================] - 0s - loss: 0.3394 - acc: 0.8624 \n", "Epoch 268/300\n", "7200/7200 [==============================] - 0s - loss: 0.3401 - acc: 0.8654 \n", "Epoch 269/300\n", "7200/7200 [==============================] - 0s - loss: 0.3398 - acc: 0.8618 \n", "Epoch 270/300\n", "7200/7200 [==============================] - 0s - loss: 0.3392 - acc: 0.8589 \n", "Epoch 271/300\n", "7200/7200 [==============================] - 0s - loss: 0.3405 - acc: 0.8596 \n", "Epoch 272/300\n", "7200/7200 [==============================] - 0s - loss: 0.3397 - acc: 0.8643 \n", "Epoch 273/300\n", "7200/7200 [==============================] - 0s - loss: 0.3397 - acc: 0.8619 \n", "Epoch 274/300\n", "7200/7200 [==============================] - 0s - loss: 0.3403 - acc: 0.8614 \n", "Epoch 275/300\n", "7200/7200 [==============================] - 0s - loss: 0.3399 - acc: 0.8625 \n", "Epoch 276/300\n", "7200/7200 [==============================] - 0s - loss: 0.3395 - acc: 0.8632 \n", "Epoch 277/300\n", "7200/7200 [==============================] - 0s - loss: 0.3397 - acc: 0.8631 \n", "Epoch 278/300\n", "7200/7200 [==============================] - 0s - loss: 0.3396 - acc: 0.8601 \n", "Epoch 279/300\n", "7200/7200 [==============================] - 0s - loss: 0.3396 - acc: 0.8628 \n", "Epoch 280/300\n", "7200/7200 [==============================] - 0s - loss: 0.3401 - acc: 0.8603 \n", "Epoch 281/300\n", "7200/7200 [==============================] - 0s - loss: 0.3391 - acc: 0.8592 \n", "Epoch 282/300\n", "7200/7200 [==============================] - 0s - loss: 0.3382 - acc: 0.8624 \n", "Epoch 283/300\n", "7200/7200 [==============================] - 0s - loss: 0.3390 - acc: 0.8621 \n", "Epoch 284/300\n", "7200/7200 [==============================] - 0s - loss: 0.3389 - acc: 0.8636 \n", "Epoch 285/300\n", "7200/7200 [==============================] - 0s - loss: 0.3394 - acc: 0.8601 \n", "Epoch 286/300\n", "7200/7200 [==============================] - 0s - loss: 0.3395 - acc: 0.8624 - ETA: 0s - loss: 0.3276 - acc\n", "Epoch 287/300\n", "7200/7200 [==============================] - 0s - loss: 0.3402 - acc: 0.8606 \n", "Epoch 288/300\n", "7200/7200 [==============================] - 0s - loss: 0.3391 - acc: 0.8632 \n", "Epoch 289/300\n", "7200/7200 [==============================] - 0s - loss: 0.3391 - acc: 0.8632 \n", "Epoch 290/300\n", "7200/7200 [==============================] - 0s - loss: 0.3396 - acc: 0.8611 \n", "Epoch 291/300\n", "7200/7200 [==============================] - 0s - loss: 0.3395 - acc: 0.8603 \n", "Epoch 292/300\n", "7200/7200 [==============================] - 0s - loss: 0.3403 - acc: 0.8617 \n", "Epoch 293/300\n", "7200/7200 [==============================] - 0s - loss: 0.3400 - acc: 0.8615 \n", "Epoch 294/300\n", "7200/7200 [==============================] - 0s - loss: 0.3392 - acc: 0.8618 \n", "Epoch 295/300\n", "7200/7200 [==============================] - 0s - loss: 0.3397 - acc: 0.8622 \n", "Epoch 296/300\n", "7200/7200 [==============================] - 0s - loss: 0.3394 - acc: 0.8649 \n", "Epoch 297/300\n", "7200/7200 [==============================] - 0s - loss: 0.3392 - acc: 0.8608 \n", "Epoch 298/300\n", "7200/7200 [==============================] - ETA: 0s - loss: 0.3350 - acc: 0.862 - 0s - loss: 0.3390 - acc: 0.8601 \n", "Epoch 299/300\n", "7200/7200 [==============================] - 0s - loss: 0.3391 - acc: 0.8635 \n", "Epoch 300/300\n", "7200/7200 [==============================] - 0s - loss: 0.3394 - acc: 0.8606 \n", "6600/7200 [==========================>...] - ETA: 0sEpoch 1/300\n", "7200/7200 [==============================] - 1s - loss: 0.6026 - acc: 0.7956 \n", "Epoch 2/300\n", "7200/7200 [==============================] - 0s - loss: 0.4529 - acc: 0.7969 \n", "Epoch 3/300\n", "7200/7200 [==============================] - 0s - loss: 0.4366 - acc: 0.7969 \n", "Epoch 4/300\n", "7200/7200 [==============================] - 0s - loss: 0.4324 - acc: 0.7969 \n", "Epoch 5/300\n", "7200/7200 [==============================] - 0s - loss: 0.4304 - acc: 0.7969 \n", "Epoch 6/300\n", "7200/7200 [==============================] - 0s - loss: 0.4291 - acc: 0.7969 \n", "Epoch 7/300\n", "7200/7200 [==============================] - 0s - loss: 0.4278 - acc: 0.7969 \n", "Epoch 8/300\n", "7200/7200 [==============================] - 0s - loss: 0.4264 - acc: 0.7969 \n", "Epoch 9/300\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7200/7200 [==============================] - 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0s - loss: 0.4122 - acc: 0.8324 \n", "Epoch 20/300\n", "7200/7200 [==============================] - 0s - loss: 0.4114 - acc: 0.8312 \n", "Epoch 21/300\n", "7200/7200 [==============================] - 0s - loss: 0.4112 - acc: 0.8326 \n", "Epoch 22/300\n", "7200/7200 [==============================] - 0s - loss: 0.4104 - acc: 0.8329 \n", "Epoch 23/300\n", "7200/7200 [==============================] - 0s - loss: 0.4100 - acc: 0.8335 \n", "Epoch 24/300\n", "7200/7200 [==============================] - 0s - loss: 0.4096 - acc: 0.8333 \n", "Epoch 25/300\n", "7200/7200 [==============================] - 0s - loss: 0.4090 - acc: 0.8343 \n", "Epoch 26/300\n", "7200/7200 [==============================] - 0s - loss: 0.4083 - acc: 0.8342 \n", "Epoch 27/300\n", "7200/7200 [==============================] - 0s - loss: 0.4083 - acc: 0.8333 \n", "Epoch 28/300\n", "7200/7200 [==============================] - 0s - loss: 0.4081 - acc: 0.8339 \n", "Epoch 29/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3956 - acc: 0.8371 \n", "Epoch 80/300\n", "7200/7200 [==============================] - 0s - loss: 0.3954 - acc: 0.8401 \n", "Epoch 81/300\n", "7200/7200 [==============================] - 0s - loss: 0.3951 - acc: 0.8374 \n", "Epoch 82/300\n", "7200/7200 [==============================] - 0s - loss: 0.3954 - acc: 0.8365 \n", "Epoch 83/300\n", "7200/7200 [==============================] - 0s - loss: 0.3948 - acc: 0.8375 \n", "Epoch 84/300\n", "7200/7200 [==============================] - 0s - loss: 0.3948 - acc: 0.8357 \n", "Epoch 85/300\n", "7200/7200 [==============================] - 0s - loss: 0.3948 - acc: 0.8368 \n", "Epoch 86/300\n", "7200/7200 [==============================] - 0s - loss: 0.3948 - acc: 0.8351 \n", "Epoch 87/300\n", "7200/7200 [==============================] - 0s - loss: 0.3946 - acc: 0.8367 \n", "Epoch 88/300\n", "7200/7200 [==============================] - 0s - loss: 0.3946 - acc: 0.8376 \n", "Epoch 89/300\n", "7200/7200 [==============================] - 0s - loss: 0.3945 - acc: 0.8364 \n", "Epoch 90/300\n", "7200/7200 [==============================] - 0s - loss: 0.3944 - acc: 0.8362 \n", "Epoch 91/300\n", "7200/7200 [==============================] - 0s - loss: 0.3944 - acc: 0.8364 \n", "Epoch 92/300\n", "7200/7200 [==============================] - 0s - loss: 0.3942 - acc: 0.8364 \n", "Epoch 93/300\n", "7200/7200 [==============================] - 0s - loss: 0.3942 - acc: 0.8358 \n", "Epoch 94/300\n", "7200/7200 [==============================] - 0s - loss: 0.3935 - acc: 0.8372 \n", "Epoch 95/300\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7200/7200 [==============================] - 0s - loss: 0.3938 - acc: 0.8385 \n", "Epoch 96/300\n", "7200/7200 [==============================] - 0s - loss: 0.3938 - acc: 0.8374 \n", "Epoch 97/300\n", "7200/7200 [==============================] - 0s - loss: 0.3939 - acc: 0.8369 \n", "Epoch 98/300\n", "7200/7200 [==============================] - 0s - loss: 0.3940 - acc: 0.8376 \n", "Epoch 99/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3924 - acc: 0.8389 \n", "Epoch 140/300\n", "7200/7200 [==============================] - 0s - loss: 0.3922 - acc: 0.8375 \n", "Epoch 141/300\n", "7200/7200 [==============================] - 0s - loss: 0.3921 - acc: 0.8385 \n", "Epoch 142/300\n", "7200/7200 [==============================] - 0s - loss: 0.3920 - acc: 0.8390 \n", "Epoch 143/300\n", "7200/7200 [==============================] - 0s - loss: 0.3924 - acc: 0.8383 \n", "Epoch 144/300\n", "7200/7200 [==============================] - 0s - loss: 0.3918 - acc: 0.8381 \n", "Epoch 145/300\n", "7200/7200 [==============================] - 0s - loss: 0.3920 - acc: 0.8397 \n", "Epoch 146/300\n", "7200/7200 [==============================] - 0s - loss: 0.3920 - acc: 0.8385 \n", "Epoch 147/300\n", "7200/7200 [==============================] - 0s - loss: 0.3922 - acc: 0.8389 \n", "Epoch 148/300\n", "7200/7200 [==============================] - 0s - loss: 0.3920 - acc: 0.8386 \n", "Epoch 149/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3916 - acc: 0.8385 \n", "Epoch 170/300\n", "7200/7200 [==============================] - 0s - loss: 0.3913 - acc: 0.8396 \n", "Epoch 171/300\n", "7200/7200 [==============================] - 0s - loss: 0.3915 - acc: 0.8385 \n", "Epoch 172/300\n", "7200/7200 [==============================] - 0s - loss: 0.3915 - acc: 0.8385 \n", "Epoch 173/300\n", "7200/7200 [==============================] - 0s - loss: 0.3913 - acc: 0.8383 \n", "Epoch 174/300\n", "7200/7200 [==============================] - 0s - loss: 0.3913 - acc: 0.8392 \n", "Epoch 175/300\n", "7200/7200 [==============================] - 0s - loss: 0.3912 - acc: 0.8383 \n", "Epoch 176/300\n", "7200/7200 [==============================] - 0s - loss: 0.3914 - acc: 0.8396 \n", "Epoch 177/300\n", "7200/7200 [==============================] - 0s - loss: 0.3915 - acc: 0.8389 \n", "Epoch 178/300\n", "7200/7200 [==============================] - 0s - loss: 0.3907 - acc: 0.8390 \n", "Epoch 179/300\n", "7200/7200 [==============================] - 0s - loss: 0.3915 - acc: 0.8392 \n", "Epoch 180/300\n", "7200/7200 [==============================] - 0s - loss: 0.3914 - acc: 0.8382 \n", "Epoch 181/300\n", "7200/7200 [==============================] - 0s - loss: 0.3913 - acc: 0.8389 \n", "Epoch 182/300\n", "7200/7200 [==============================] - 0s - loss: 0.3913 - acc: 0.8393 \n", "Epoch 183/300\n", "7200/7200 [==============================] - 0s - loss: 0.3913 - acc: 0.8389 \n", "Epoch 184/300\n", "7200/7200 [==============================] - 0s - loss: 0.3910 - acc: 0.8390 \n", "Epoch 185/300\n", "7200/7200 [==============================] - 0s - loss: 0.3911 - acc: 0.8365 \n", "Epoch 186/300\n", "7200/7200 [==============================] - 0s - loss: 0.3902 - acc: 0.8376 \n", "Epoch 187/300\n", "7200/7200 [==============================] - 0s - loss: 0.3915 - acc: 0.8371 \n", "Epoch 188/300\n", "7200/7200 [==============================] - 0s - loss: 0.3910 - acc: 0.8393 \n", "Epoch 189/300\n", "7200/7200 [==============================] - 0s - loss: 0.3911 - acc: 0.8383 \n", "Epoch 190/300\n", "7200/7200 [==============================] - 0s - loss: 0.3910 - acc: 0.8392 \n", "Epoch 191/300\n", "7200/7200 [==============================] - 0s - loss: 0.3912 - acc: 0.8368 \n", "Epoch 192/300\n", "7200/7200 [==============================] - 0s - loss: 0.3904 - acc: 0.8386 \n", "Epoch 193/300\n", "7200/7200 [==============================] - 0s - loss: 0.3904 - acc: 0.8369 \n", "Epoch 194/300\n", "7200/7200 [==============================] - 0s - loss: 0.3906 - acc: 0.8396 \n", "Epoch 195/300\n", "7200/7200 [==============================] - 0s - loss: 0.3907 - acc: 0.8393 \n", "Epoch 196/300\n", "7200/7200 [==============================] - 0s - loss: 0.3908 - acc: 0.8392 \n", "Epoch 197/300\n", "7200/7200 [==============================] - 0s - loss: 0.3911 - acc: 0.8390 \n", "Epoch 198/300\n", "7200/7200 [==============================] - 0s - loss: 0.3909 - acc: 0.8369 \n", "Epoch 199/300\n", "7200/7200 [==============================] - 0s - loss: 0.3911 - acc: 0.8386 \n", "Epoch 200/300\n", "7200/7200 [==============================] - 0s - loss: 0.3905 - acc: 0.8386 \n", "Epoch 201/300\n", "7200/7200 [==============================] - 0s - loss: 0.3907 - acc: 0.8385 \n", "Epoch 202/300\n", "7200/7200 [==============================] - 0s - loss: 0.3906 - acc: 0.8399 \n", "Epoch 203/300\n", "7200/7200 [==============================] - 0s - loss: 0.3906 - acc: 0.8390 \n", "Epoch 204/300\n", "7200/7200 [==============================] - 0s - loss: 0.3905 - acc: 0.8387 \n", "Epoch 205/300\n", "7200/7200 [==============================] - 0s - loss: 0.3908 - acc: 0.8396 \n", "Epoch 206/300\n", "7200/7200 [==============================] - 0s - loss: 0.3906 - acc: 0.8401 \n", "Epoch 207/300\n", "7200/7200 [==============================] - 0s - loss: 0.3905 - acc: 0.8389 \n", "Epoch 208/300\n", "7200/7200 [==============================] - 0s - loss: 0.3902 - acc: 0.8400 \n", "Epoch 209/300\n", "7200/7200 [==============================] - 0s - loss: 0.3910 - acc: 0.8394 \n", "Epoch 210/300\n", "7200/7200 [==============================] - 0s - loss: 0.3899 - acc: 0.8383 \n", "Epoch 211/300\n", "7200/7200 [==============================] - 0s - loss: 0.3905 - acc: 0.8379 \n", "Epoch 212/300\n", "7200/7200 [==============================] - 0s - loss: 0.3903 - acc: 0.8400 \n", "Epoch 213/300\n", "7200/7200 [==============================] - 0s - loss: 0.3904 - acc: 0.8385 \n", "Epoch 214/300\n", "7200/7200 [==============================] - 0s - loss: 0.3902 - acc: 0.8372 \n", "Epoch 215/300\n", "7200/7200 [==============================] - 0s - loss: 0.3908 - acc: 0.8382 \n", "Epoch 216/300\n", "7200/7200 [==============================] - 0s - loss: 0.3908 - acc: 0.8389 \n", "Epoch 217/300\n", "7200/7200 [==============================] - 0s - loss: 0.3910 - acc: 0.8387 \n", "Epoch 218/300\n", "7200/7200 [==============================] - 0s - loss: 0.3907 - acc: 0.8389 \n", "Epoch 219/300\n", "7200/7200 [==============================] - 0s - loss: 0.3902 - acc: 0.8389 \n", "Epoch 220/300\n", "7200/7200 [==============================] - 0s - loss: 0.3905 - acc: 0.8397 \n", "Epoch 221/300\n", "7200/7200 [==============================] - 0s - loss: 0.3902 - acc: 0.8383 \n", "Epoch 222/300\n", "7200/7200 [==============================] - 0s - loss: 0.3902 - acc: 0.8390 \n", "Epoch 223/300\n", "7200/7200 [==============================] - 0s - loss: 0.3910 - acc: 0.8387 \n", "Epoch 224/300\n", "7200/7200 [==============================] - 0s - loss: 0.3897 - acc: 0.8381 \n", "Epoch 225/300\n", "7200/7200 [==============================] - 0s - loss: 0.3908 - acc: 0.8367 \n", "Epoch 226/300\n", "7200/7200 [==============================] - 0s - loss: 0.3907 - acc: 0.8387 \n", "Epoch 227/300\n", "7200/7200 [==============================] - 0s - loss: 0.3906 - acc: 0.8378 \n", "Epoch 228/300\n", "7200/7200 [==============================] - 0s - loss: 0.3904 - acc: 0.8397 \n", "Epoch 229/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3905 - acc: 0.8368 \n", "Epoch 260/300\n", "7200/7200 [==============================] - 0s - loss: 0.3900 - acc: 0.8365 \n", "Epoch 261/300\n", "7200/7200 [==============================] - 0s - loss: 0.3901 - acc: 0.8386 \n", "Epoch 262/300\n", "7200/7200 [==============================] - 0s - loss: 0.3901 - acc: 0.8383 \n", "Epoch 263/300\n", "7200/7200 [==============================] - 0s - loss: 0.3900 - acc: 0.8371 \n", "Epoch 264/300\n", "7200/7200 [==============================] - 0s - loss: 0.3902 - acc: 0.8386 \n", "Epoch 265/300\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7200/7200 [==============================] - 0s - loss: 0.3899 - acc: 0.8397 \n", "Epoch 266/300\n", "7200/7200 [==============================] - 0s - loss: 0.3905 - acc: 0.8397 \n", "Epoch 267/300\n", "7200/7200 [==============================] - 0s - loss: 0.3900 - acc: 0.8376 \n", "Epoch 268/300\n", "7200/7200 [==============================] - 0s - loss: 0.3903 - acc: 0.8397 \n", "Epoch 269/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3301 - acc: 0.8660 \n", "Epoch 230/300\n", "7200/7200 [==============================] - 0s - loss: 0.3298 - acc: 0.8671 \n", "Epoch 231/300\n", "7200/7200 [==============================] - 0s - loss: 0.3296 - acc: 0.8661 \n", "Epoch 232/300\n", "7200/7200 [==============================] - 0s - loss: 0.3299 - acc: 0.8664 \n", "Epoch 233/300\n", "7200/7200 [==============================] - 0s - loss: 0.3298 - acc: 0.8676 \n", "Epoch 234/300\n", "7200/7200 [==============================] - 0s - loss: 0.3296 - acc: 0.8657 \n", "Epoch 235/300\n", "7200/7200 [==============================] - 0s - loss: 0.3299 - acc: 0.8671 \n", "Epoch 236/300\n", "7200/7200 [==============================] - 0s - loss: 0.3298 - acc: 0.8665 \n", "Epoch 237/300\n", "7200/7200 [==============================] - 0s - loss: 0.3298 - acc: 0.8678 \n", "Epoch 238/300\n", "7200/7200 [==============================] - 0s - loss: 0.3296 - acc: 0.8668 \n", "Epoch 239/300\n", "7200/7200 [==============================] - 0s - loss: 0.3293 - acc: 0.8658 \n", "Epoch 240/300\n", "7200/7200 [==============================] - 0s - loss: 0.3301 - acc: 0.8671 \n", "Epoch 241/300\n", "7200/7200 [==============================] - 0s - loss: 0.3296 - acc: 0.8671 \n", "Epoch 242/300\n", "7200/7200 [==============================] - 0s - loss: 0.3298 - acc: 0.8656 \n", "Epoch 243/300\n", "7200/7200 [==============================] - 0s - loss: 0.3293 - acc: 0.8685 \n", "Epoch 244/300\n", "7200/7200 [==============================] - 0s - loss: 0.3292 - acc: 0.8657 \n", "Epoch 245/300\n", "7200/7200 [==============================] - 0s - loss: 0.3298 - acc: 0.8675 \n", "Epoch 246/300\n", "7200/7200 [==============================] - 0s - loss: 0.3300 - acc: 0.8661 \n", "Epoch 247/300\n", "7200/7200 [==============================] - 0s - loss: 0.3301 - acc: 0.8657 \n", "Epoch 248/300\n", "7200/7200 [==============================] - 0s - loss: 0.3298 - acc: 0.8669 \n", "Epoch 249/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3296 - acc: 0.8669 \n", "Epoch 260/300\n", "7200/7200 [==============================] - 0s - loss: 0.3294 - acc: 0.8664 \n", "Epoch 261/300\n", "7200/7200 [==============================] - 0s - loss: 0.3294 - acc: 0.8676 \n", "Epoch 262/300\n", "7200/7200 [==============================] - 0s - loss: 0.3294 - acc: 0.8676 \n", "Epoch 263/300\n", "7200/7200 [==============================] - 0s - loss: 0.3294 - acc: 0.8671 \n", "Epoch 264/300\n", "7200/7200 [==============================] - 0s - loss: 0.3296 - acc: 0.8661 \n", "Epoch 265/300\n", "7200/7200 [==============================] - 0s - loss: 0.3297 - acc: 0.8664 \n", "Epoch 266/300\n", "7200/7200 [==============================] - 0s - loss: 0.3297 - acc: 0.8665 \n", "Epoch 267/300\n", "7200/7200 [==============================] - 0s - loss: 0.3297 - acc: 0.8654 \n", "Epoch 268/300\n", "7200/7200 [==============================] - 0s - loss: 0.3294 - acc: 0.8682 \n", "Epoch 269/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3291 - acc: 0.8675 \n", "Epoch 290/300\n", "7200/7200 [==============================] - 0s - loss: 0.3287 - acc: 0.8669 \n", "Epoch 291/300\n", "7200/7200 [==============================] - 0s - loss: 0.3293 - acc: 0.8676 \n", "Epoch 292/300\n", "7200/7200 [==============================] - 0s - loss: 0.3288 - acc: 0.8672 \n", "Epoch 293/300\n", "7200/7200 [==============================] - 0s - loss: 0.3292 - acc: 0.8672 \n", "Epoch 294/300\n", "7200/7200 [==============================] - 0s - loss: 0.3292 - acc: 0.8674 \n", "Epoch 295/300\n", "7200/7200 [==============================] - 0s - loss: 0.3289 - acc: 0.8682 \n", "Epoch 296/300\n", "7200/7200 [==============================] - 0s - loss: 0.3289 - acc: 0.8671 \n", "Epoch 297/300\n", "7200/7200 [==============================] - 0s - loss: 0.3290 - acc: 0.8678 \n", "Epoch 298/300\n", "7200/7200 [==============================] - 0s - loss: 0.3290 - acc: 0.8671 \n", "Epoch 299/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3958 - acc: 0.8382 \n", "Epoch 299/300\n", "7200/7200 [==============================] - 0s - loss: 0.3959 - acc: 0.8369 \n", "Epoch 300/300\n", "7200/7200 [==============================] - 0s - loss: 0.3960 - acc: 0.8390 \n", "5775/7200 [=======================>......] - ETA: 0sEpoch 1/300\n", "7200/7200 [==============================] - 1s - loss: 0.5822 - acc: 0.7942 \n", "Epoch 2/300\n", "7200/7200 [==============================] - 0s - loss: 0.4444 - acc: 0.7961 \n", "Epoch 3/300\n", "7200/7200 [==============================] - 0s - loss: 0.4331 - acc: 0.7961 \n", "Epoch 4/300\n", "7200/7200 [==============================] - 0s - loss: 0.4288 - acc: 0.7961 \n", "Epoch 5/300\n", "7200/7200 [==============================] - 0s - loss: 0.4258 - acc: 0.7961 \n", "Epoch 6/300\n", "7200/7200 [==============================] - 0s - loss: 0.4228 - acc: 0.7987 \n", "Epoch 7/300\n", "7200/7200 [==============================] - 0s - loss: 0.4199 - acc: 0.8226 \n", "Epoch 8/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3977 - acc: 0.8360 - ETA: 0s - loss: 0.4308 - acc\n", "Epoch 39/300\n", "7200/7200 [==============================] - 0s - loss: 0.3978 - acc: 0.8349 \n", "Epoch 40/300\n", "7200/7200 [==============================] - 0s - loss: 0.3972 - acc: 0.8344 \n", "Epoch 41/300\n", "7200/7200 [==============================] - 0s - loss: 0.3972 - acc: 0.8371 \n", "Epoch 42/300\n", "7200/7200 [==============================] - 0s - loss: 0.3971 - acc: 0.8371 \n", "Epoch 43/300\n", "7200/7200 [==============================] - 0s - loss: 0.3968 - acc: 0.8369 \n", "Epoch 44/300\n", "7200/7200 [==============================] - 0s - loss: 0.3967 - acc: 0.8371 \n", "Epoch 45/300\n", "7200/7200 [==============================] - 0s - loss: 0.3967 - acc: 0.8374 \n", "Epoch 46/300\n", "7200/7200 [==============================] - 0s - loss: 0.3967 - acc: 0.8371 \n", "Epoch 47/300\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7200/7200 [==============================] - 0s - 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0s - loss: 0.3946 - acc: 0.8389 \n", "Epoch 78/300\n", "7200/7200 [==============================] - 0s - loss: 0.3944 - acc: 0.8400 \n", "Epoch 79/300\n", "7200/7200 [==============================] - 0s - loss: 0.3940 - acc: 0.8378 \n", "Epoch 80/300\n", "7200/7200 [==============================] - 0s - loss: 0.3935 - acc: 0.8386 \n", "Epoch 81/300\n", "7200/7200 [==============================] - 0s - loss: 0.3942 - acc: 0.8392 \n", "Epoch 82/300\n", "7200/7200 [==============================] - 0s - loss: 0.3938 - acc: 0.8379 \n", "Epoch 83/300\n", "7200/7200 [==============================] - 0s - loss: 0.3933 - acc: 0.8385 \n", "Epoch 84/300\n", "7200/7200 [==============================] - 0s - loss: 0.3937 - acc: 0.8387 \n", "Epoch 85/300\n", "7200/7200 [==============================] - 0s - loss: 0.3933 - acc: 0.8381 \n", "Epoch 86/300\n", "7200/7200 [==============================] - 0s - loss: 0.3933 - acc: 0.8390 \n", "Epoch 87/300\n", "7200/7200 [==============================] - 0s - loss: 0.3923 - acc: 0.8400 \n", "Epoch 88/300\n", "7200/7200 [==============================] - 0s - loss: 0.3929 - acc: 0.8383 \n", "Epoch 89/300\n", "7200/7200 [==============================] - 0s - loss: 0.3920 - acc: 0.8389 \n", "Epoch 90/300\n", "7200/7200 [==============================] - 0s - loss: 0.3920 - acc: 0.8387 \n", "Epoch 91/300\n", "7200/7200 [==============================] - 0s - loss: 0.3917 - acc: 0.8385 \n", "Epoch 92/300\n", "7200/7200 [==============================] - 0s - loss: 0.3914 - acc: 0.8394 \n", "Epoch 93/300\n", "7200/7200 [==============================] - 0s - loss: 0.3910 - acc: 0.8382 \n", "Epoch 94/300\n", "7200/7200 [==============================] - 0s - loss: 0.3906 - acc: 0.8392 \n", "Epoch 95/300\n", "7200/7200 [==============================] - 0s - loss: 0.3907 - acc: 0.8387 \n", "Epoch 96/300\n", "7200/7200 [==============================] - 0s - loss: 0.3906 - acc: 0.8371 \n", "Epoch 97/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3958 - acc: 0.8374 \n", "Epoch 98/100\n", "7200/7200 [==============================] - 0s - loss: 0.3964 - acc: 0.8346 \n", "Epoch 99/100\n", "7200/7200 [==============================] - 0s - loss: 0.3963 - acc: 0.8347 \n", "Epoch 100/100\n", "7200/7200 [==============================] - 0s - loss: 0.3965 - acc: 0.8351 \n", "5760/7200 [=======================>......] - ETA: 0sEpoch 1/100\n", "7200/7200 [==============================] - 1s - loss: 0.5949 - acc: 0.7936 \n", "Epoch 2/100\n", "7200/7200 [==============================] - 0s - loss: 0.4439 - acc: 0.7944 \n", "Epoch 3/100\n", "7200/7200 [==============================] - 0s - loss: 0.4339 - acc: 0.7944 \n", "Epoch 4/100\n", "7200/7200 [==============================] - 0s - loss: 0.4301 - acc: 0.7944 \n", "Epoch 5/100\n", "7200/7200 [==============================] - 0s - loss: 0.4280 - acc: 0.7944 \n", "Epoch 6/100\n", "7200/7200 [==============================] - 0s - loss: 0.4259 - acc: 0.7944 \n", "Epoch 7/100\n", "7200/7200 [==============================] - 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0s - loss: 0.4131 - acc: 0.8299 \n", "Epoch 18/100\n", "7200/7200 [==============================] - 0s - loss: 0.4123 - acc: 0.8311 \n", "Epoch 19/100\n", "7200/7200 [==============================] - 0s - loss: 0.4116 - acc: 0.8321 \n", "Epoch 20/100\n", "7200/7200 [==============================] - 0s - loss: 0.4111 - acc: 0.8332 \n", "Epoch 21/100\n", "7200/7200 [==============================] - 0s - loss: 0.4105 - acc: 0.8328 \n", "Epoch 22/100\n", "7200/7200 [==============================] - 0s - loss: 0.4101 - acc: 0.8332 \n", "Epoch 23/100\n", "7200/7200 [==============================] - 0s - loss: 0.4098 - acc: 0.8340 \n", "Epoch 24/100\n", "7200/7200 [==============================] - 0s - loss: 0.4092 - acc: 0.8346 \n", "Epoch 25/100\n", "7200/7200 [==============================] - 0s - loss: 0.4089 - acc: 0.8340 \n", "Epoch 26/100\n", "7200/7200 [==============================] - 0s - loss: 0.4082 - acc: 0.8344 \n", "Epoch 27/100\n", "7200/7200 [==============================] - 0s - loss: 0.4078 - acc: 0.8347 \n", "Epoch 28/100\n", "7200/7200 [==============================] - 0s - loss: 0.4076 - acc: 0.8350 \n", "Epoch 29/100\n", "7200/7200 [==============================] - 0s - loss: 0.4071 - acc: 0.8347 \n", "Epoch 30/100\n", "7200/7200 [==============================] - 0s - loss: 0.4071 - acc: 0.8350 \n", "Epoch 31/100\n", "7200/7200 [==============================] - 0s - loss: 0.4063 - acc: 0.8344 \n", "Epoch 32/100\n", "7200/7200 [==============================] - 0s - loss: 0.4059 - acc: 0.8343 \n", "Epoch 33/100\n", "7200/7200 [==============================] - 0s - loss: 0.4060 - acc: 0.8344 \n", "Epoch 34/100\n", "7200/7200 [==============================] - 0s - loss: 0.4057 - acc: 0.8349 \n", "Epoch 35/100\n", "7200/7200 [==============================] - 0s - loss: 0.4055 - acc: 0.8340 \n", "Epoch 36/100\n", "7200/7200 [==============================] - 0s - loss: 0.4048 - acc: 0.8354 \n", "Epoch 37/100\n", "7200/7200 [==============================] - 0s - loss: 0.4047 - acc: 0.8346 \n", "Epoch 38/100\n", "7200/7200 [==============================] - 0s - loss: 0.4046 - acc: 0.8349 \n", "Epoch 39/100\n", "7200/7200 [==============================] - 0s - loss: 0.4044 - acc: 0.8374 - ETA: 0s - loss: 0.4084 - acc\n", "Epoch 40/100\n", "7200/7200 [==============================] - 0s - loss: 0.4041 - acc: 0.8344 \n", "Epoch 41/100\n", "7200/7200 [==============================] - 0s - loss: 0.4040 - acc: 0.8353 \n", "Epoch 42/100\n", "7200/7200 [==============================] - 0s - loss: 0.4036 - acc: 0.8343 \n", "Epoch 43/100\n", "7200/7200 [==============================] - 0s - loss: 0.4034 - acc: 0.8358 \n", "Epoch 44/100\n", "7200/7200 [==============================] - 0s - loss: 0.4032 - acc: 0.8346 \n", "Epoch 45/100\n", "7200/7200 [==============================] - 0s - loss: 0.4031 - acc: 0.8363 \n", "Epoch 46/100\n", "7200/7200 [==============================] - 0s - loss: 0.4032 - acc: 0.8354 \n", "Epoch 47/100\n", "7200/7200 [==============================] - 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0s - loss: 0.3357 - acc: 0.8626 \n", "Epoch 67/100\n", "7200/7200 [==============================] - 0s - loss: 0.3357 - acc: 0.8639 \n", "Epoch 68/100\n", "7200/7200 [==============================] - 0s - loss: 0.3358 - acc: 0.8638 \n", "Epoch 69/100\n", "7200/7200 [==============================] - 0s - loss: 0.3355 - acc: 0.8614 \n", "Epoch 70/100\n", "7200/7200 [==============================] - 0s - loss: 0.3353 - acc: 0.8642 \n", "Epoch 71/100\n", "7200/7200 [==============================] - 0s - loss: 0.3352 - acc: 0.8636 \n", "Epoch 72/100\n", "7200/7200 [==============================] - 0s - loss: 0.3356 - acc: 0.8632 \n", "Epoch 73/100\n", "7200/7200 [==============================] - 0s - loss: 0.3354 - acc: 0.8638 \n", "Epoch 74/100\n", "7200/7200 [==============================] - 0s - loss: 0.3354 - acc: 0.8628 \n", "Epoch 75/100\n", "7200/7200 [==============================] - 0s - loss: 0.3350 - acc: 0.8650 \n", "Epoch 76/100\n", "7200/7200 [==============================] - 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0s - loss: 0.3349 - acc: 0.8635 \n", "Epoch 87/100\n", "7200/7200 [==============================] - 0s - loss: 0.3347 - acc: 0.8649 \n", "Epoch 88/100\n", "7200/7200 [==============================] - 0s - loss: 0.3348 - acc: 0.8638 \n", "Epoch 89/100\n", "7200/7200 [==============================] - 0s - loss: 0.3349 - acc: 0.8621 \n", "Epoch 90/100\n", "7200/7200 [==============================] - 0s - loss: 0.3345 - acc: 0.8635 \n", "Epoch 91/100\n", "7200/7200 [==============================] - 0s - loss: 0.3344 - acc: 0.8649 \n", "Epoch 92/100\n", "7200/7200 [==============================] - 0s - loss: 0.3349 - acc: 0.8649 \n", "Epoch 93/100\n", "7200/7200 [==============================] - 0s - loss: 0.3347 - acc: 0.8639 \n", "Epoch 94/100\n", "7200/7200 [==============================] - 0s - loss: 0.3342 - acc: 0.8651 \n", "Epoch 95/100\n", "7200/7200 [==============================] - 0s - loss: 0.3349 - acc: 0.8636 \n", "Epoch 96/100\n", "7200/7200 [==============================] - 0s - loss: 0.3349 - acc: 0.8639 \n", "Epoch 97/100\n", "7200/7200 [==============================] - 0s - loss: 0.3346 - acc: 0.8624 \n", "Epoch 98/100\n", "7200/7200 [==============================] - 0s - loss: 0.3344 - acc: 0.8643 \n", "Epoch 99/100\n", "7200/7200 [==============================] - 0s - loss: 0.3344 - acc: 0.8629 \n", "Epoch 100/100\n", "7200/7200 [==============================] - 0s - loss: 0.3347 - acc: 0.8628 \n", "6048/7200 [========================>.....] - ETA: 0sEpoch 1/100\n", "7200/7200 [==============================] - 1s - loss: 0.5805 - acc: 0.7957 \n", "Epoch 2/100\n", "7200/7200 [==============================] - 0s - loss: 0.4374 - acc: 0.7962 \n", "Epoch 3/100\n", "7200/7200 [==============================] - 0s - loss: 0.4302 - acc: 0.7962 \n", "Epoch 4/100\n", "7200/7200 [==============================] - 0s - loss: 0.4270 - acc: 0.7962 \n", "Epoch 5/100\n", "7200/7200 [==============================] - 0s - loss: 0.4244 - acc: 0.7962 \n", "Epoch 6/100\n", "7200/7200 [==============================] - 0s - loss: 0.4217 - acc: 0.7962 \n", "Epoch 7/100\n", "7200/7200 [==============================] - 0s - loss: 0.4194 - acc: 0.7962 \n", "Epoch 8/100\n", "7200/7200 [==============================] - 0s - loss: 0.4171 - acc: 0.8182 \n", "Epoch 9/100\n", "7200/7200 [==============================] - 0s - loss: 0.4158 - acc: 0.8240 \n", "Epoch 10/100\n", "7200/7200 [==============================] - 0s - loss: 0.4144 - acc: 0.8271 \n", "Epoch 11/100\n", "7200/7200 [==============================] - 0s - loss: 0.4133 - acc: 0.8286 \n", "Epoch 12/100\n", "7200/7200 [==============================] - 0s - loss: 0.4121 - acc: 0.8310 \n", "Epoch 13/100\n", "7200/7200 [==============================] - 0s - loss: 0.4110 - acc: 0.8304 \n", "Epoch 14/100\n", "7200/7200 [==============================] - 0s - loss: 0.4103 - acc: 0.8318 \n", "Epoch 15/100\n", "7200/7200 [==============================] - 0s - loss: 0.4095 - acc: 0.8340 \n", "Epoch 16/100\n", "7200/7200 [==============================] - 0s - loss: 0.4090 - acc: 0.8342 \n", "Epoch 17/100\n", "7200/7200 [==============================] - 0s - loss: 0.4082 - acc: 0.8342 \n", "Epoch 18/100\n", "7200/7200 [==============================] - 0s - loss: 0.4072 - acc: 0.8335 \n", "Epoch 19/100\n", "7200/7200 [==============================] - 0s - loss: 0.4069 - acc: 0.8342 \n", "Epoch 20/100\n", "7200/7200 [==============================] - 0s - loss: 0.4063 - acc: 0.8336 \n", "Epoch 21/100\n", "7200/7200 [==============================] - 0s - loss: 0.4056 - acc: 0.8358 \n", "Epoch 22/100\n", "7200/7200 [==============================] - 0s - loss: 0.4055 - acc: 0.8322 \n", "Epoch 23/100\n", "7200/7200 [==============================] - 0s - loss: 0.4049 - acc: 0.8336 \n", "Epoch 24/100\n", "7200/7200 [==============================] - 0s - loss: 0.4044 - acc: 0.8346 \n", "Epoch 25/100\n", "7200/7200 [==============================] - 0s - loss: 0.4041 - acc: 0.8351 \n", "Epoch 26/100\n", "7200/7200 [==============================] - 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0s - loss: 0.4015 - acc: 0.8349 \n", "Epoch 37/100\n", "7200/7200 [==============================] - 0s - loss: 0.4015 - acc: 0.8351 \n", "Epoch 38/100\n", "7200/7200 [==============================] - 0s - loss: 0.4015 - acc: 0.8343 \n", "Epoch 39/100\n", "7200/7200 [==============================] - 0s - loss: 0.4010 - acc: 0.8363 \n", "Epoch 40/100\n", "7200/7200 [==============================] - 0s - loss: 0.4007 - acc: 0.8351 \n", "Epoch 41/100\n", "7200/7200 [==============================] - 0s - loss: 0.4004 - acc: 0.8349 \n", "Epoch 42/100\n", "7200/7200 [==============================] - 0s - loss: 0.4008 - acc: 0.8350 \n", "Epoch 43/100\n", "7200/7200 [==============================] - 0s - loss: 0.4007 - acc: 0.8354 \n", "Epoch 44/100\n", "7200/7200 [==============================] - 0s - loss: 0.4005 - acc: 0.8346 \n", "Epoch 45/100\n", "7200/7200 [==============================] - 0s - loss: 0.4005 - acc: 0.8349 \n", "Epoch 46/100\n", "7200/7200 [==============================] - 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acc: 0.8365 \n", "Epoch 96/100\n", "7200/7200 [==============================] - 0s - loss: 0.3999 - acc: 0.8368 \n", "Epoch 97/100\n", "7200/7200 [==============================] - 0s - loss: 0.3998 - acc: 0.8349 \n", "Epoch 98/100\n", "7200/7200 [==============================] - 0s - loss: 0.3998 - acc: 0.8363 \n", "Epoch 99/100\n", "7200/7200 [==============================] - 0s - loss: 0.3997 - acc: 0.8357 \n", "Epoch 100/100\n", "7200/7200 [==============================] - 0s - loss: 0.4001 - acc: 0.8358 \n", "5952/7200 [=======================>......] - ETA: 0sEpoch 1/100\n", "7200/7200 [==============================] - 1s - loss: 0.6219 - acc: 0.7968 \n", "Epoch 2/100\n", "7200/7200 [==============================] - 0s - loss: 0.4684 - acc: 0.7967 \n", "Epoch 3/100\n", "7200/7200 [==============================] - 0s - loss: 0.4372 - acc: 0.7967 \n", "Epoch 4/100\n", "7200/7200 [==============================] - 0s - loss: 0.4317 - acc: 0.7967 \n", "Epoch 5/100\n", "7200/7200 [==============================] - 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acc: 0.8349 \n", "Epoch 75/100\n", "7200/7200 [==============================] - 0s - loss: 0.4003 - acc: 0.8360 - ETA: 0s - loss: 0.3871 - acc\n", "Epoch 76/100\n", "7200/7200 [==============================] - 0s - loss: 0.3997 - acc: 0.8363 \n", "Epoch 77/100\n", "7200/7200 [==============================] - 0s - loss: 0.4001 - acc: 0.8360 \n", "Epoch 78/100\n", "7200/7200 [==============================] - 0s - loss: 0.3998 - acc: 0.8343 \n", "Epoch 79/100\n", "7200/7200 [==============================] - 0s - loss: 0.4001 - acc: 0.8361 \n", "Epoch 80/100\n", "7200/7200 [==============================] - 0s - loss: 0.3999 - acc: 0.8358 \n", "Epoch 81/100\n", "7200/7200 [==============================] - 0s - loss: 0.3997 - acc: 0.8356 \n", "Epoch 82/100\n", "7200/7200 [==============================] - 0s - loss: 0.4001 - acc: 0.8361 \n", "Epoch 83/100\n", "7200/7200 [==============================] - 0s - loss: 0.3996 - acc: 0.8346 \n", "Epoch 84/100\n", "7200/7200 [==============================] - 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0s - loss: 0.3995 - acc: 0.8361 \n", "Epoch 95/100\n", "7200/7200 [==============================] - 0s - loss: 0.3993 - acc: 0.8350 \n", "Epoch 96/100\n", "7200/7200 [==============================] - 0s - loss: 0.3993 - acc: 0.8353 \n", "Epoch 97/100\n", "7200/7200 [==============================] - 0s - loss: 0.3992 - acc: 0.8358 \n", "Epoch 98/100\n", "7200/7200 [==============================] - 0s - loss: 0.3993 - acc: 0.8367 \n", "Epoch 99/100\n", "7200/7200 [==============================] - 0s - loss: 0.3993 - acc: 0.8363 \n", "Epoch 100/100\n", "7200/7200 [==============================] - 0s - loss: 0.3989 - acc: 0.8349 \n", "6528/7200 [==========================>...] - ETA: 0sEpoch 1/100\n", "7200/7200 [==============================] - 1s - loss: 0.6267 - acc: 0.7936 \n", "Epoch 2/100\n", "7200/7200 [==============================] - 0s - loss: 0.4752 - acc: 0.7969 \n", "Epoch 3/100\n", "7200/7200 [==============================] - 0s - loss: 0.4371 - acc: 0.7969 \n", "Epoch 4/100\n", "7200/7200 [==============================] - 0s - loss: 0.4268 - acc: 0.7969 \n", "Epoch 5/100\n", "7200/7200 [==============================] - 0s - loss: 0.4203 - acc: 0.8006 \n", "Epoch 6/100\n", "7200/7200 [==============================] - 0s - loss: 0.4140 - acc: 0.8219 \n", "Epoch 7/100\n", "7200/7200 [==============================] - 0s - loss: 0.4076 - acc: 0.8254 \n", "Epoch 8/100\n", "7200/7200 [==============================] - 0s - loss: 0.4021 - acc: 0.8264 \n", "Epoch 9/100\n", "7200/7200 [==============================] - 0s - loss: 0.3971 - acc: 0.8282 \n", "Epoch 10/100\n", "7200/7200 [==============================] - 0s - loss: 0.3934 - acc: 0.8288 \n", "Epoch 11/100\n", "7200/7200 [==============================] - 0s - loss: 0.3894 - acc: 0.8288 \n", "Epoch 12/100\n", "7200/7200 [==============================] - 0s - loss: 0.3860 - acc: 0.8303 \n", "Epoch 13/100\n", "7200/7200 [==============================] - 0s - loss: 0.3824 - acc: 0.8300 \n", "Epoch 14/100\n", "7200/7200 [==============================] - 0s - loss: 0.3803 - acc: 0.8318 \n", "Epoch 15/100\n", "7200/7200 [==============================] - 0s - loss: 0.3775 - acc: 0.8297 \n", "Epoch 16/100\n", "7200/7200 [==============================] - 0s - loss: 0.3751 - acc: 0.8367 \n", "Epoch 17/100\n", "7200/7200 [==============================] - 0s - loss: 0.3730 - acc: 0.8426 \n", "Epoch 18/100\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7200/7200 [==============================] - 0s - loss: 0.3715 - acc: 0.8443 \n", "Epoch 19/100\n", "7200/7200 [==============================] - 0s - loss: 0.3694 - acc: 0.8476 \n", "Epoch 20/100\n", "7200/7200 [==============================] - 0s - loss: 0.3671 - acc: 0.8490 \n", "Epoch 21/100\n", "7200/7200 [==============================] - 0s - loss: 0.3663 - acc: 0.8486 \n", "Epoch 22/100\n", "7200/7200 [==============================] - 0s - loss: 0.3643 - acc: 0.8497 \n", "Epoch 23/100\n", "7200/7200 [==============================] - 0s - loss: 0.3630 - acc: 0.8499 \n", "Epoch 24/100\n", "7200/7200 [==============================] - 0s - loss: 0.3616 - acc: 0.8529 \n", "Epoch 25/100\n", "7200/7200 [==============================] - 0s - loss: 0.3611 - acc: 0.8531 \n", "Epoch 26/100\n", "7200/7200 [==============================] - 0s - loss: 0.3593 - acc: 0.8538 \n", "Epoch 27/100\n", "7200/7200 [==============================] - 0s - loss: 0.3585 - acc: 0.8542 \n", "Epoch 28/100\n", "7200/7200 [==============================] - 0s - loss: 0.3575 - acc: 0.8538 \n", "Epoch 29/100\n", "7200/7200 [==============================] - 0s - loss: 0.3568 - acc: 0.8564 \n", "Epoch 30/100\n", "7200/7200 [==============================] - 0s - loss: 0.3556 - acc: 0.8544 \n", "Epoch 31/100\n", "7200/7200 [==============================] - 0s - loss: 0.3548 - acc: 0.8556 \n", "Epoch 32/100\n", "7200/7200 [==============================] - 0s - loss: 0.3540 - acc: 0.8574 \n", "Epoch 33/100\n", "7200/7200 [==============================] - 0s - loss: 0.3535 - acc: 0.8547 \n", "Epoch 34/100\n", "7200/7200 [==============================] - 0s - loss: 0.3525 - acc: 0.8571 \n", "Epoch 35/100\n", "7200/7200 [==============================] - 0s - loss: 0.3525 - acc: 0.8550 \n", "Epoch 36/100\n", "7200/7200 [==============================] - 0s - loss: 0.3512 - acc: 0.8586 \n", "Epoch 37/100\n", "7200/7200 [==============================] - 0s - loss: 0.3512 - acc: 0.8550 \n", "Epoch 38/100\n", "7200/7200 [==============================] - 0s - loss: 0.3510 - acc: 0.8571 \n", "Epoch 39/100\n", "7200/7200 [==============================] - 0s - loss: 0.3503 - acc: 0.8579 \n", "Epoch 40/100\n", "7200/7200 [==============================] - 0s - loss: 0.3500 - acc: 0.8586 \n", "Epoch 41/100\n", "7200/7200 [==============================] - 0s - loss: 0.3493 - acc: 0.8564 \n", "Epoch 42/100\n", "7200/7200 [==============================] - 0s - loss: 0.3489 - acc: 0.8575 \n", "Epoch 43/100\n", "7200/7200 [==============================] - 0s - loss: 0.3485 - acc: 0.8549 \n", "Epoch 44/100\n", "7200/7200 [==============================] - 0s - loss: 0.3485 - acc: 0.8592 \n", "Epoch 45/100\n", "7200/7200 [==============================] - 0s - loss: 0.3480 - acc: 0.8599 \n", "Epoch 46/100\n", "7200/7200 [==============================] - 0s - loss: 0.3480 - acc: 0.8590 \n", "Epoch 47/100\n", "7200/7200 [==============================] - 0s - loss: 0.3478 - acc: 0.8572 \n", "Epoch 48/100\n", "7200/7200 [==============================] - 0s - loss: 0.3473 - acc: 0.8567 \n", "Epoch 49/100\n", "7200/7200 [==============================] - 0s - loss: 0.3469 - acc: 0.8583 \n", "Epoch 50/100\n", "7200/7200 [==============================] - 0s - loss: 0.3466 - acc: 0.8587 \n", "Epoch 51/100\n", "7200/7200 [==============================] - 0s - loss: 0.3464 - acc: 0.8592 \n", "Epoch 52/100\n", "7200/7200 [==============================] - 0s - loss: 0.3461 - acc: 0.8579 \n", "Epoch 53/100\n", "7200/7200 [==============================] - 0s - loss: 0.3455 - acc: 0.8592 \n", "Epoch 54/100\n", "7200/7200 [==============================] - 0s - loss: 0.3453 - acc: 0.8562 \n", "Epoch 55/100\n", "7200/7200 [==============================] - 0s - loss: 0.3451 - acc: 0.8587 \n", "Epoch 56/100\n", "7200/7200 [==============================] - 0s - loss: 0.3451 - acc: 0.8579 \n", "Epoch 57/100\n", "7200/7200 [==============================] - 0s - loss: 0.3447 - acc: 0.8606 \n", "Epoch 58/100\n", "7200/7200 [==============================] - 0s - loss: 0.3436 - acc: 0.8583 \n", "Epoch 59/100\n", "7200/7200 [==============================] - 0s - loss: 0.3437 - acc: 0.8610 \n", "Epoch 60/100\n", "7200/7200 [==============================] - 0s - loss: 0.3428 - acc: 0.8618 \n", "Epoch 61/100\n", "7200/7200 [==============================] - 0s - loss: 0.3427 - acc: 0.8607 \n", "Epoch 62/100\n", "7200/7200 [==============================] - 0s - loss: 0.3429 - acc: 0.8618 \n", "Epoch 63/100\n", "7200/7200 [==============================] - 0s - loss: 0.3422 - acc: 0.8601 \n", "Epoch 64/100\n", "7200/7200 [==============================] - 0s - loss: 0.3422 - acc: 0.8603 \n", "Epoch 65/100\n", "7200/7200 [==============================] - 0s - loss: 0.3417 - acc: 0.8604 \n", "Epoch 66/100\n", "7200/7200 [==============================] - 0s - loss: 0.3420 - acc: 0.8622 \n", "Epoch 67/100\n", "7200/7200 [==============================] - 0s - loss: 0.3411 - acc: 0.8597 \n", "Epoch 68/100\n", "7200/7200 [==============================] - 0s - loss: 0.3411 - acc: 0.8590 \n", "Epoch 69/100\n", "7200/7200 [==============================] - 0s - loss: 0.3409 - acc: 0.8592 - ETA: 0s - loss: 0.3212 - acc:\n", "Epoch 70/100\n", "7200/7200 [==============================] - 0s - loss: 0.3410 - acc: 0.8587 \n", "Epoch 71/100\n", "7200/7200 [==============================] - 0s - loss: 0.3404 - acc: 0.8610 \n", "Epoch 72/100\n", "7200/7200 [==============================] - 0s - loss: 0.3399 - acc: 0.8603 \n", "Epoch 73/100\n", "7200/7200 [==============================] - 0s - loss: 0.3400 - acc: 0.8618 \n", "Epoch 74/100\n", "7200/7200 [==============================] - 0s - loss: 0.3394 - acc: 0.8608 \n", "Epoch 75/100\n", "7200/7200 [==============================] - 0s - loss: 0.3402 - acc: 0.8632 \n", "Epoch 76/100\n", "7200/7200 [==============================] - 0s - loss: 0.3400 - acc: 0.8607 \n", "Epoch 77/100\n", "7200/7200 [==============================] - 0s - loss: 0.3396 - acc: 0.8617 \n", "Epoch 78/100\n", "7200/7200 [==============================] - 0s - loss: 0.3395 - acc: 0.8617 \n", "Epoch 79/100\n", "7200/7200 [==============================] - 0s - loss: 0.3392 - acc: 0.8632 \n", "Epoch 80/100\n", "7200/7200 [==============================] - 0s - loss: 0.3397 - acc: 0.8607 \n", "Epoch 81/100\n", "7200/7200 [==============================] - 0s - loss: 0.3387 - acc: 0.8608 \n", "Epoch 82/100\n", "7200/7200 [==============================] - 0s - loss: 0.3394 - acc: 0.8593 \n", "Epoch 83/100\n", "7200/7200 [==============================] - 0s - loss: 0.3391 - acc: 0.8586 \n", "Epoch 84/100\n", "7200/7200 [==============================] - 0s - loss: 0.3390 - acc: 0.8615 \n", "Epoch 85/100\n", "7200/7200 [==============================] - 0s - loss: 0.3385 - acc: 0.8617 \n", "Epoch 86/100\n", "7200/7200 [==============================] - 0s - loss: 0.3388 - acc: 0.8600 \n", "Epoch 87/100\n", "7200/7200 [==============================] - 0s - loss: 0.3386 - acc: 0.8600 \n", "Epoch 88/100\n", "7200/7200 [==============================] - 0s - loss: 0.3384 - acc: 0.8581 \n", "Epoch 89/100\n", "7200/7200 [==============================] - 0s - loss: 0.3381 - acc: 0.8611 \n", "Epoch 90/100\n", "7200/7200 [==============================] - 0s - loss: 0.3383 - acc: 0.8622 \n", "Epoch 91/100\n", "7200/7200 [==============================] - 0s - loss: 0.3380 - acc: 0.8600 \n", "Epoch 92/100\n", "7200/7200 [==============================] - 0s - loss: 0.3382 - acc: 0.8611 \n", "Epoch 93/100\n", "7200/7200 [==============================] - 0s - loss: 0.3374 - acc: 0.8590 \n", "Epoch 94/100\n", "7200/7200 [==============================] - 0s - loss: 0.3383 - acc: 0.8596 \n", "Epoch 95/100\n", "7200/7200 [==============================] - 0s - loss: 0.3371 - acc: 0.8614 \n", "Epoch 96/100\n", "7200/7200 [==============================] - 0s - loss: 0.3371 - acc: 0.8610 \n", "Epoch 97/100\n", "7200/7200 [==============================] - 0s - loss: 0.3377 - acc: 0.8603 \n", "Epoch 98/100\n", "7200/7200 [==============================] - 0s - loss: 0.3372 - acc: 0.8601 \n", "Epoch 99/100\n", "7200/7200 [==============================] - 0s - loss: 0.3375 - acc: 0.8610 \n", "Epoch 100/100\n", "7200/7200 [==============================] - 0s - loss: 0.3372 - acc: 0.8603 \n", "6496/7200 [==========================>...] - ETA: 0sEpoch 1/100\n", "7200/7200 [==============================] - 1s - loss: 0.6307 - acc: 0.7939 \n", "Epoch 2/100\n", "7200/7200 [==============================] - 0s - loss: 0.4841 - acc: 0.7962 \n", "Epoch 3/100\n", "7200/7200 [==============================] - 0s - loss: 0.4336 - acc: 0.7962 \n", "Epoch 4/100\n", "7200/7200 [==============================] - 0s - loss: 0.4153 - acc: 0.7983 \n", "Epoch 5/100\n", "7200/7200 [==============================] - 0s - loss: 0.4020 - acc: 0.8257 \n", "Epoch 6/100\n", "7200/7200 [==============================] - 0s - loss: 0.3881 - acc: 0.8374 \n", "Epoch 7/100\n", "7200/7200 [==============================] - 0s - loss: 0.3761 - acc: 0.8442 \n", "Epoch 8/100\n", "7200/7200 [==============================] - 0s - loss: 0.3660 - acc: 0.8501 \n", "Epoch 9/100\n", "7200/7200 [==============================] - 0s - loss: 0.3590 - acc: 0.8539 \n", "Epoch 10/100\n", "7200/7200 [==============================] - 0s - loss: 0.3536 - acc: 0.8565 \n", "Epoch 11/100\n", "7200/7200 [==============================] - 0s - loss: 0.3500 - acc: 0.8575 \n", "Epoch 12/100\n", "7200/7200 [==============================] - 0s - loss: 0.3475 - acc: 0.8590 \n", "Epoch 13/100\n", "7200/7200 [==============================] - 0s - loss: 0.3458 - acc: 0.8594 \n", "Epoch 14/100\n", "7200/7200 [==============================] - 0s - loss: 0.3448 - acc: 0.8601 \n", "Epoch 15/100\n", "7200/7200 [==============================] - 0s - loss: 0.3438 - acc: 0.8621 \n", "Epoch 16/100\n", "7200/7200 [==============================] - 0s - loss: 0.3431 - acc: 0.8611 \n", "Epoch 17/100\n", "7200/7200 [==============================] - 0s - loss: 0.3427 - acc: 0.8614 \n", "Epoch 18/100\n", "7200/7200 [==============================] - 0s - loss: 0.3422 - acc: 0.8628 \n", "Epoch 19/100\n", "7200/7200 [==============================] - 0s - loss: 0.3416 - acc: 0.8606 \n", "Epoch 20/100\n", "7200/7200 [==============================] - 0s - loss: 0.3416 - acc: 0.8611 \n", "Epoch 21/100\n", "7200/7200 [==============================] - 0s - loss: 0.3412 - acc: 0.8631 \n", "Epoch 22/100\n", "7200/7200 [==============================] - 0s - loss: 0.3409 - acc: 0.8636 \n", "Epoch 23/100\n", "7200/7200 [==============================] - 0s - loss: 0.3411 - acc: 0.8628 \n", "Epoch 24/100\n", "7200/7200 [==============================] - 0s - loss: 0.3404 - acc: 0.8621 \n", "Epoch 25/100\n", "7200/7200 [==============================] - 0s - loss: 0.3404 - acc: 0.8621 \n", "Epoch 26/100\n", "7200/7200 [==============================] - 0s - loss: 0.3403 - acc: 0.8626 \n", "Epoch 27/100\n", "7200/7200 [==============================] - 0s - loss: 0.3401 - acc: 0.8617 \n", "Epoch 28/100\n", "7200/7200 [==============================] - 0s - loss: 0.3395 - acc: 0.8622 \n", "Epoch 29/100\n", "7200/7200 [==============================] - 0s - loss: 0.3398 - acc: 0.8628 \n", "Epoch 30/100\n", "7200/7200 [==============================] - 0s - loss: 0.3394 - acc: 0.8636 \n", "Epoch 31/100\n", "7200/7200 [==============================] - 0s - loss: 0.3397 - acc: 0.8625 \n", "Epoch 32/100\n", "7200/7200 [==============================] - 0s - loss: 0.3393 - acc: 0.8621 \n", "Epoch 33/100\n", "7200/7200 [==============================] - 0s - loss: 0.3393 - acc: 0.8617 \n", "Epoch 34/100\n", "7200/7200 [==============================] - 0s - loss: 0.3387 - acc: 0.8628 \n", "Epoch 35/100\n", "7200/7200 [==============================] - 0s - loss: 0.3395 - acc: 0.8624 \n", "Epoch 36/100\n", "7200/7200 [==============================] - 0s - loss: 0.3391 - acc: 0.8615 - ETA: 0s - loss: 0.3503 - acc\n", "Epoch 37/100\n", "7200/7200 [==============================] - 0s - loss: 0.3387 - acc: 0.8615 \n", "Epoch 38/100\n", "7200/7200 [==============================] - 0s - loss: 0.3387 - acc: 0.8619 \n", "Epoch 39/100\n", "7200/7200 [==============================] - 0s - loss: 0.3389 - acc: 0.8619 \n", "Epoch 40/100\n", "7200/7200 [==============================] - 0s - loss: 0.3388 - acc: 0.8624 \n", "Epoch 41/100\n", "7200/7200 [==============================] - 0s - loss: 0.3386 - acc: 0.8636 \n", "Epoch 42/100\n", "7200/7200 [==============================] - 0s - loss: 0.3385 - acc: 0.8622 \n", "Epoch 43/100\n", "7200/7200 [==============================] - 0s - loss: 0.3386 - acc: 0.8626 \n", "Epoch 44/100\n", "7200/7200 [==============================] - 0s - loss: 0.3386 - acc: 0.8621 \n", "Epoch 45/100\n", "7200/7200 [==============================] - 0s - loss: 0.3381 - acc: 0.8626 \n", "Epoch 46/100\n", "7200/7200 [==============================] - 0s - loss: 0.3384 - acc: 0.8635 \n", "Epoch 47/100\n", "7200/7200 [==============================] - 0s - loss: 0.3380 - acc: 0.8615 \n", "Epoch 48/100\n", "7200/7200 [==============================] - 0s - loss: 0.3382 - acc: 0.8624 \n", "Epoch 49/100\n", "7200/7200 [==============================] - 0s - loss: 0.3380 - acc: 0.8624 \n", "Epoch 50/100\n", "7200/7200 [==============================] - 0s - loss: 0.3381 - acc: 0.8639 \n", "Epoch 51/100\n", "7200/7200 [==============================] - 0s - loss: 0.3380 - acc: 0.8633 \n", "Epoch 52/100\n", "7200/7200 [==============================] - 0s - loss: 0.3382 - acc: 0.8633 \n", "Epoch 53/100\n", "7200/7200 [==============================] - 0s - loss: 0.3378 - acc: 0.8618 \n", "Epoch 54/100\n", "7200/7200 [==============================] - 0s - loss: 0.3380 - acc: 0.8624 \n", "Epoch 55/100\n", "7200/7200 [==============================] - 0s - loss: 0.3376 - acc: 0.8614 \n", "Epoch 56/100\n", "7200/7200 [==============================] - 0s - loss: 0.3378 - acc: 0.8610 \n", "Epoch 57/100\n", "7200/7200 [==============================] - 0s - loss: 0.3377 - acc: 0.8618 \n", "Epoch 58/100\n", "7200/7200 [==============================] - 0s - loss: 0.3373 - acc: 0.8643 \n", "Epoch 59/100\n", "7200/7200 [==============================] - 0s - loss: 0.3373 - acc: 0.8625 \n", "Epoch 60/100\n", "7200/7200 [==============================] - 0s - loss: 0.3374 - acc: 0.8631 \n", "Epoch 61/100\n", "7200/7200 [==============================] - 0s - loss: 0.3375 - acc: 0.8621 \n", "Epoch 62/100\n", "7200/7200 [==============================] - 0s - loss: 0.3371 - acc: 0.8638 \n", "Epoch 63/100\n", "7200/7200 [==============================] - 0s - loss: 0.3373 - acc: 0.8632 \n", "Epoch 64/100\n", "7200/7200 [==============================] - 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0s - loss: 0.3987 - acc: 0.8378 \n", "Epoch 175/300\n", "7200/7200 [==============================] - 0s - loss: 0.3990 - acc: 0.8379 \n", "Epoch 176/300\n", "7200/7200 [==============================] - 0s - loss: 0.3989 - acc: 0.8375 \n", "Epoch 177/300\n", "7200/7200 [==============================] - 0s - loss: 0.3988 - acc: 0.8376 \n", "Epoch 178/300\n", "7200/7200 [==============================] - 0s - loss: 0.3986 - acc: 0.8386 \n", "Epoch 179/300\n", "7200/7200 [==============================] - 0s - loss: 0.3990 - acc: 0.8365 \n", "Epoch 180/300\n", "7200/7200 [==============================] - 0s - loss: 0.3985 - acc: 0.8375 \n", "Epoch 181/300\n", "7200/7200 [==============================] - 0s - loss: 0.3986 - acc: 0.8364 \n", "Epoch 182/300\n", "7200/7200 [==============================] - 0s - loss: 0.3990 - acc: 0.8378 \n", "Epoch 183/300\n", "7200/7200 [==============================] - 0s - loss: 0.3987 - acc: 0.8379 \n", "Epoch 184/300\n", "7200/7200 [==============================] - 0s - loss: 0.3987 - acc: 0.8368 \n", "Epoch 185/300\n", "7200/7200 [==============================] - 0s - loss: 0.3987 - acc: 0.8379 \n", "Epoch 186/300\n", "7200/7200 [==============================] - 0s - loss: 0.3989 - acc: 0.8364 \n", "Epoch 187/300\n", "7200/7200 [==============================] - 0s - loss: 0.3990 - acc: 0.8375 \n", "Epoch 188/300\n", "7200/7200 [==============================] - 0s - loss: 0.3989 - acc: 0.8383 \n", "Epoch 189/300\n", "7200/7200 [==============================] - 0s - loss: 0.3986 - acc: 0.8375 \n", "Epoch 190/300\n", "7200/7200 [==============================] - 0s - loss: 0.3987 - acc: 0.8378 \n", "Epoch 191/300\n", "7200/7200 [==============================] - 0s - loss: 0.3990 - acc: 0.8378 \n", "Epoch 192/300\n", "7200/7200 [==============================] - 0s - loss: 0.3989 - acc: 0.8385 \n", "Epoch 193/300\n", "7200/7200 [==============================] - 0s - loss: 0.3986 - acc: 0.8368 \n", "Epoch 194/300\n", "7200/7200 [==============================] - 0s - loss: 0.3985 - acc: 0.8367 \n", "Epoch 195/300\n", "7200/7200 [==============================] - 0s - loss: 0.3987 - acc: 0.8382 \n", "Epoch 196/300\n", "7200/7200 [==============================] - 0s - loss: 0.3988 - acc: 0.8367 \n", "Epoch 197/300\n", "7200/7200 [==============================] - 0s - loss: 0.3987 - acc: 0.8368 \n", "Epoch 198/300\n", "7200/7200 [==============================] - 0s - loss: 0.3986 - acc: 0.8368 \n", "Epoch 199/300\n", "7200/7200 [==============================] - 0s - loss: 0.3985 - acc: 0.8374 \n", "Epoch 200/300\n", "7200/7200 [==============================] - 0s - loss: 0.3988 - acc: 0.8363 \n", "Epoch 201/300\n", "7200/7200 [==============================] - 0s - loss: 0.3987 - acc: 0.8374 \n", "Epoch 202/300\n", "7200/7200 [==============================] - 0s - loss: 0.3985 - acc: 0.8372 \n", "Epoch 203/300\n", "7200/7200 [==============================] - 0s - loss: 0.3988 - acc: 0.8369 \n", "Epoch 204/300\n", "7200/7200 [==============================] - 0s - loss: 0.3987 - acc: 0.8367 \n", "Epoch 205/300\n", "7200/7200 [==============================] - 0s - loss: 0.3985 - acc: 0.8372 \n", "Epoch 206/300\n", "7200/7200 [==============================] - 0s - loss: 0.3985 - acc: 0.8378 \n", "Epoch 207/300\n", "7200/7200 [==============================] - 0s - loss: 0.3986 - acc: 0.8375 \n", "Epoch 208/300\n", "7200/7200 [==============================] - 0s - loss: 0.3989 - acc: 0.8367 \n", "Epoch 209/300\n", "7200/7200 [==============================] - 0s - loss: 0.3983 - acc: 0.8369 \n", "Epoch 210/300\n", "7200/7200 [==============================] - 0s - loss: 0.3984 - acc: 0.8372 \n", "Epoch 211/300\n", "7200/7200 [==============================] - 0s - loss: 0.3984 - acc: 0.8368 \n", "Epoch 212/300\n", "7200/7200 [==============================] - 0s - loss: 0.3986 - acc: 0.8381 \n", "Epoch 213/300\n", "7200/7200 [==============================] - 0s - loss: 0.3986 - acc: 0.8379 \n", "Epoch 214/300\n", "7200/7200 [==============================] - 0s - loss: 0.3986 - acc: 0.8383 \n", "Epoch 215/300\n", "7200/7200 [==============================] - 0s - loss: 0.3987 - acc: 0.8379 \n", "Epoch 216/300\n", "7200/7200 [==============================] - 0s - loss: 0.3984 - acc: 0.8383 \n", "Epoch 217/300\n", "7200/7200 [==============================] - 0s - loss: 0.3982 - acc: 0.8385 \n", "Epoch 218/300\n", "7200/7200 [==============================] - 0s - loss: 0.3984 - acc: 0.8381 \n", "Epoch 219/300\n", "7200/7200 [==============================] - 0s - loss: 0.3986 - acc: 0.8378 \n", "Epoch 220/300\n", "7200/7200 [==============================] - 0s - loss: 0.3985 - acc: 0.8376 \n", "Epoch 221/300\n", "7200/7200 [==============================] - 0s - loss: 0.3987 - acc: 0.8372 \n", "Epoch 222/300\n", "7200/7200 [==============================] - 0s - loss: 0.3985 - acc: 0.8389 \n", "Epoch 223/300\n", "7200/7200 [==============================] - 0s - loss: 0.3986 - acc: 0.8364 \n", "Epoch 224/300\n", "7200/7200 [==============================] - 0s - loss: 0.3986 - acc: 0.8374 \n", "Epoch 225/300\n", "7200/7200 [==============================] - 0s - loss: 0.3985 - acc: 0.8368 \n", "Epoch 226/300\n", "7200/7200 [==============================] - 0s - loss: 0.3985 - acc: 0.8375 \n", "Epoch 227/300\n", "7200/7200 [==============================] - 0s - loss: 0.3982 - acc: 0.8383 \n", "Epoch 228/300\n", "7200/7200 [==============================] - 0s - loss: 0.3984 - acc: 0.8371 \n", "Epoch 229/300\n", "7200/7200 [==============================] - 0s - loss: 0.3985 - acc: 0.8375 \n", "Epoch 230/300\n", "7200/7200 [==============================] - 0s - loss: 0.3986 - acc: 0.8371 \n", "Epoch 231/300\n", "7200/7200 [==============================] - 0s - loss: 0.3985 - acc: 0.8375 \n", "Epoch 232/300\n", "7200/7200 [==============================] - 0s - loss: 0.3987 - acc: 0.8368 \n", "Epoch 233/300\n", "7200/7200 [==============================] - 0s - loss: 0.3986 - acc: 0.8372 \n", "Epoch 234/300\n", "7200/7200 [==============================] - 0s - loss: 0.3984 - acc: 0.8376 \n", "Epoch 235/300\n", "7200/7200 [==============================] - 0s - loss: 0.3985 - acc: 0.8383 \n", "Epoch 236/300\n", "7200/7200 [==============================] - 0s - loss: 0.3986 - acc: 0.8372 \n", "Epoch 237/300\n", "7200/7200 [==============================] - 0s - loss: 0.3983 - acc: 0.8379 \n", "Epoch 238/300\n", "7200/7200 [==============================] - 0s - loss: 0.3985 - acc: 0.8379 \n", "Epoch 239/300\n", "7200/7200 [==============================] - 0s - loss: 0.3985 - acc: 0.8374 \n", "Epoch 240/300\n", "7200/7200 [==============================] - 0s - loss: 0.3984 - acc: 0.8374 \n", "Epoch 241/300\n", "7200/7200 [==============================] - 0s - loss: 0.3985 - acc: 0.8379 \n", "Epoch 242/300\n", "7200/7200 [==============================] - 0s - loss: 0.3982 - acc: 0.8378 \n", "Epoch 243/300\n", "7200/7200 [==============================] - 0s - loss: 0.3982 - acc: 0.8387 \n", "Epoch 244/300\n", "7200/7200 [==============================] - 0s - loss: 0.3984 - acc: 0.8393 \n", "Epoch 245/300\n", "7200/7200 [==============================] - 0s - loss: 0.3981 - acc: 0.8378 \n", "Epoch 246/300\n", "7200/7200 [==============================] - 0s - loss: 0.3986 - acc: 0.8367 \n", "Epoch 247/300\n", "7200/7200 [==============================] - 0s - loss: 0.3983 - acc: 0.8367 \n", "Epoch 248/300\n", "7200/7200 [==============================] - 0s - loss: 0.3990 - acc: 0.8368 \n", "Epoch 249/300\n", "7200/7200 [==============================] - 0s - loss: 0.3984 - acc: 0.8381 \n", "Epoch 250/300\n", "7200/7200 [==============================] - 0s - loss: 0.3986 - acc: 0.8375 \n", "Epoch 251/300\n", "7200/7200 [==============================] - 0s - loss: 0.3983 - acc: 0.8389 \n", "Epoch 252/300\n", "7200/7200 [==============================] - 0s - loss: 0.3986 - acc: 0.8376 \n", "Epoch 253/300\n", "7200/7200 [==============================] - 0s - loss: 0.3985 - acc: 0.8369 \n", "Epoch 254/300\n", "7200/7200 [==============================] - 0s - loss: 0.3984 - acc: 0.8385 \n", "Epoch 255/300\n", "7200/7200 [==============================] - 0s - loss: 0.3982 - acc: 0.8364 \n", "Epoch 256/300\n", "7200/7200 [==============================] - 0s - loss: 0.3982 - acc: 0.8379 \n", "Epoch 257/300\n", "7200/7200 [==============================] - 0s - loss: 0.3985 - acc: 0.8378 \n", "Epoch 258/300\n", "7200/7200 [==============================] - 0s - loss: 0.3982 - acc: 0.8374 \n", "Epoch 259/300\n", "7200/7200 [==============================] - 0s - loss: 0.3981 - acc: 0.8386 \n", "Epoch 260/300\n", "7200/7200 [==============================] - 0s - loss: 0.3982 - acc: 0.8376 \n", "Epoch 261/300\n", "7200/7200 [==============================] - 0s - loss: 0.3986 - acc: 0.8381 \n", "Epoch 262/300\n", "7200/7200 [==============================] - 0s - loss: 0.3987 - acc: 0.8369 \n", "Epoch 263/300\n", "7200/7200 [==============================] - 0s - loss: 0.3983 - acc: 0.8376 \n", "Epoch 264/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3984 - acc: 0.8372 \n", "Epoch 285/300\n", "7200/7200 [==============================] - 0s - loss: 0.3982 - acc: 0.8378 \n", "Epoch 286/300\n", "7200/7200 [==============================] - 0s - loss: 0.3981 - acc: 0.8381 \n", "Epoch 287/300\n", "7200/7200 [==============================] - 0s - loss: 0.3983 - acc: 0.8363 \n", "Epoch 288/300\n", "7200/7200 [==============================] - 0s - loss: 0.3983 - acc: 0.8389 \n", "Epoch 289/300\n", "7200/7200 [==============================] - 0s - loss: 0.3982 - acc: 0.8371 \n", "Epoch 290/300\n", "7200/7200 [==============================] - 0s - loss: 0.3980 - acc: 0.8372 \n", "Epoch 291/300\n", "7200/7200 [==============================] - 0s - loss: 0.3989 - acc: 0.8378 \n", "Epoch 292/300\n", "7200/7200 [==============================] - 0s - loss: 0.3982 - acc: 0.8372 \n", "Epoch 293/300\n", "7200/7200 [==============================] - 0s - loss: 0.3985 - acc: 0.8378 \n", "Epoch 294/300\n", "7200/7200 [==============================] - 0s - loss: 0.3984 - acc: 0.8392 \n", "Epoch 295/300\n", "7200/7200 [==============================] - 0s - loss: 0.3983 - acc: 0.8378 \n", "Epoch 296/300\n", "7200/7200 [==============================] - 0s - loss: 0.3982 - acc: 0.8371 \n", "Epoch 297/300\n", "7200/7200 [==============================] - 0s - loss: 0.3983 - acc: 0.8365 \n", "Epoch 298/300\n", "7200/7200 [==============================] - 0s - loss: 0.3983 - acc: 0.8375 \n", "Epoch 299/300\n", "7200/7200 [==============================] - 0s - loss: 0.3981 - acc: 0.8382 \n", "Epoch 300/300\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7200/7200 [==============================] - 0s - loss: 0.3981 - acc: 0.8378 \n", "5728/7200 [======================>.......] - ETA: 0sEpoch 1/300\n", "7200/7200 [==============================] - 1s - loss: 0.5786 - acc: 0.7967 \n", "Epoch 2/300\n", "7200/7200 [==============================] - 0s - loss: 0.4420 - acc: 0.7967 \n", "Epoch 3/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3907 - acc: 0.8383 \n", "Epoch 294/300\n", "7200/7200 [==============================] - 0s - loss: 0.3903 - acc: 0.8379 \n", "Epoch 295/300\n", "7200/7200 [==============================] - 0s - loss: 0.3905 - acc: 0.8374 \n", "Epoch 296/300\n", "7200/7200 [==============================] - 0s - loss: 0.3904 - acc: 0.8379 \n", "Epoch 297/300\n", "7200/7200 [==============================] - 0s - loss: 0.3902 - acc: 0.8385 \n", "Epoch 298/300\n", "7200/7200 [==============================] - 0s - loss: 0.3901 - acc: 0.8379 \n", "Epoch 299/300\n", "7200/7200 [==============================] - 0s - loss: 0.3899 - acc: 0.8399 \n", "Epoch 300/300\n", "7200/7200 [==============================] - 0s - loss: 0.3897 - acc: 0.8386 \n", "5824/7200 [=======================>......] - ETA: 0sEpoch 1/300\n", "7200/7200 [==============================] - 1s - loss: 0.6280 - acc: 0.7942 \n", "Epoch 2/300\n", "7200/7200 [==============================] - 0s - loss: 0.4581 - acc: 0.7956 \n", "Epoch 3/300\n", "7200/7200 [==============================] - 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0s - loss: 0.4008 - acc: 0.8347 \n", "Epoch 24/300\n", "7200/7200 [==============================] - 0s - loss: 0.4004 - acc: 0.8344 \n", "Epoch 25/300\n", "7200/7200 [==============================] - 0s - loss: 0.4002 - acc: 0.8346 \n", "Epoch 26/300\n", "7200/7200 [==============================] - 0s - loss: 0.3997 - acc: 0.8353 \n", "Epoch 27/300\n", "7200/7200 [==============================] - 0s - loss: 0.3995 - acc: 0.8368 \n", "Epoch 28/300\n", "7200/7200 [==============================] - 0s - loss: 0.3993 - acc: 0.8340 \n", "Epoch 29/300\n", "7200/7200 [==============================] - 0s - loss: 0.3987 - acc: 0.8358 \n", "Epoch 30/300\n", "7200/7200 [==============================] - 0s - loss: 0.3986 - acc: 0.8356 \n", "Epoch 31/300\n", "7200/7200 [==============================] - 0s - loss: 0.3983 - acc: 0.8361 \n", "Epoch 32/300\n", "7200/7200 [==============================] - 0s - loss: 0.3977 - acc: 0.8360 \n", "Epoch 33/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3405 - acc: 0.8644 \n", "Epoch 93/300\n", "7200/7200 [==============================] - 0s - loss: 0.3413 - acc: 0.8621 \n", "Epoch 94/300\n", "7200/7200 [==============================] - 0s - loss: 0.3410 - acc: 0.8597 \n", "Epoch 95/300\n", "7200/7200 [==============================] - 0s - loss: 0.3404 - acc: 0.8624 \n", "Epoch 96/300\n", "7200/7200 [==============================] - 0s - loss: 0.3410 - acc: 0.8614 \n", "Epoch 97/300\n", "7200/7200 [==============================] - 0s - loss: 0.3413 - acc: 0.8632 \n", "Epoch 98/300\n", "7200/7200 [==============================] - 0s - loss: 0.3405 - acc: 0.8626 \n", "Epoch 99/300\n", "7200/7200 [==============================] - 0s - loss: 0.3409 - acc: 0.8603 \n", "Epoch 100/300\n", "7200/7200 [==============================] - 0s - loss: 0.3417 - acc: 0.8611 \n", "Epoch 101/300\n", "7200/7200 [==============================] - 0s - loss: 0.3410 - acc: 0.8604 \n", "Epoch 102/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3327 - acc: 0.8642 \n", "Epoch 232/300\n", "7200/7200 [==============================] - 0s - loss: 0.3322 - acc: 0.8643 \n", "Epoch 233/300\n", "7200/7200 [==============================] - 0s - loss: 0.3323 - acc: 0.8622 \n", "Epoch 234/300\n", "7200/7200 [==============================] - 0s - loss: 0.3328 - acc: 0.8610 \n", "Epoch 235/300\n", "7200/7200 [==============================] - 0s - loss: 0.3325 - acc: 0.8629 \n", "Epoch 236/300\n", "7200/7200 [==============================] - 0s - loss: 0.3316 - acc: 0.8639 \n", "Epoch 237/300\n", "7200/7200 [==============================] - 0s - loss: 0.3327 - acc: 0.8632 \n", "Epoch 238/300\n", "7200/7200 [==============================] - 0s - loss: 0.3322 - acc: 0.8635 \n", "Epoch 239/300\n", "7200/7200 [==============================] - 0s - loss: 0.3325 - acc: 0.8625 \n", "Epoch 240/300\n", "7200/7200 [==============================] - 0s - loss: 0.3320 - acc: 0.8644 \n", "Epoch 241/300\n", "7200/7200 [==============================] - 0s - loss: 0.3324 - acc: 0.8639 \n", "Epoch 242/300\n", "7200/7200 [==============================] - 0s - loss: 0.3327 - acc: 0.8647 \n", "Epoch 243/300\n", "7200/7200 [==============================] - 0s - loss: 0.3321 - acc: 0.8628 \n", "Epoch 244/300\n", "7200/7200 [==============================] - 0s - loss: 0.3322 - acc: 0.8647 \n", "Epoch 245/300\n", "7200/7200 [==============================] - 0s - loss: 0.3311 - acc: 0.8615 \n", "Epoch 246/300\n", "7200/7200 [==============================] - 0s - loss: 0.3325 - acc: 0.8606 \n", "Epoch 247/300\n", "7200/7200 [==============================] - 0s - loss: 0.3323 - acc: 0.8638 \n", "Epoch 248/300\n", "7200/7200 [==============================] - 0s - loss: 0.3323 - acc: 0.8649 \n", "Epoch 249/300\n", "7200/7200 [==============================] - 0s - loss: 0.3332 - acc: 0.8625 \n", "Epoch 250/300\n", "7200/7200 [==============================] - 0s - loss: 0.3319 - acc: 0.8653 \n", "Epoch 251/300\n", "7200/7200 [==============================] - 0s - loss: 0.3328 - acc: 0.8624 \n", "Epoch 252/300\n", "7200/7200 [==============================] - 0s - loss: 0.3315 - acc: 0.8629 \n", "Epoch 253/300\n", "7200/7200 [==============================] - 0s - loss: 0.3317 - acc: 0.8629 \n", "Epoch 254/300\n", "7200/7200 [==============================] - 0s - loss: 0.3319 - acc: 0.8635 \n", "Epoch 255/300\n", "7200/7200 [==============================] - 0s - loss: 0.3318 - acc: 0.8633 \n", "Epoch 256/300\n", "7200/7200 [==============================] - 0s - loss: 0.3322 - acc: 0.8649 \n", "Epoch 257/300\n", "7200/7200 [==============================] - 0s - loss: 0.3322 - acc: 0.8635 \n", "Epoch 258/300\n", "7200/7200 [==============================] - 0s - loss: 0.3324 - acc: 0.8626 \n", "Epoch 259/300\n", "7200/7200 [==============================] - 0s - loss: 0.3318 - acc: 0.8629 \n", "Epoch 260/300\n", "7200/7200 [==============================] - 0s - loss: 0.3318 - acc: 0.8632 \n", "Epoch 261/300\n", "7200/7200 [==============================] - 0s - loss: 0.3325 - acc: 0.8642 \n", "Epoch 262/300\n", "7200/7200 [==============================] - 0s - loss: 0.3325 - acc: 0.8626 \n", "Epoch 263/300\n", "7200/7200 [==============================] - 0s - loss: 0.3323 - acc: 0.8638 \n", "Epoch 264/300\n", "7200/7200 [==============================] - 0s - loss: 0.3319 - acc: 0.8654 \n", "Epoch 265/300\n", "7200/7200 [==============================] - 0s - loss: 0.3316 - acc: 0.8649 \n", "Epoch 266/300\n", "7200/7200 [==============================] - 0s - loss: 0.3319 - acc: 0.8638 \n", "Epoch 267/300\n", "7200/7200 [==============================] - 0s - loss: 0.3324 - acc: 0.8635 \n", "Epoch 268/300\n", "7200/7200 [==============================] - 0s - loss: 0.3317 - acc: 0.8629 \n", "Epoch 269/300\n", "7200/7200 [==============================] - 0s - loss: 0.3313 - acc: 0.8636 \n", "Epoch 270/300\n", "7200/7200 [==============================] - 0s - loss: 0.3318 - acc: 0.8646 \n", "Epoch 271/300\n", "7200/7200 [==============================] - 0s - loss: 0.3323 - acc: 0.8624 \n", "Epoch 272/300\n", "7200/7200 [==============================] - 0s - loss: 0.3320 - acc: 0.8654 \n", "Epoch 273/300\n", "7200/7200 [==============================] - 0s - loss: 0.3316 - acc: 0.8640 \n", "Epoch 274/300\n", "7200/7200 [==============================] - 0s - loss: 0.3322 - acc: 0.8636 \n", "Epoch 275/300\n", "7200/7200 [==============================] - 0s - loss: 0.3327 - acc: 0.8633 \n", "Epoch 276/300\n", "7200/7200 [==============================] - 0s - loss: 0.3322 - acc: 0.8629 \n", "Epoch 277/300\n", "7200/7200 [==============================] - 0s - loss: 0.3318 - acc: 0.8631 \n", "Epoch 278/300\n", "7200/7200 [==============================] - 0s - loss: 0.3314 - acc: 0.8632 \n", "Epoch 279/300\n", "7200/7200 [==============================] - 0s - loss: 0.3317 - acc: 0.8644 \n", "Epoch 280/300\n", "7200/7200 [==============================] - 0s - loss: 0.3317 - acc: 0.8642 \n", "Epoch 281/300\n", "7200/7200 [==============================] - 0s - loss: 0.3322 - acc: 0.8635 \n", "Epoch 282/300\n", "7200/7200 [==============================] - 0s - loss: 0.3311 - acc: 0.8636 \n", "Epoch 283/300\n", "7200/7200 [==============================] - 0s - loss: 0.3326 - acc: 0.8603 \n", "Epoch 284/300\n", "7200/7200 [==============================] - 0s - loss: 0.3317 - acc: 0.8635 \n", "Epoch 285/300\n", "7200/7200 [==============================] - 0s - loss: 0.3313 - acc: 0.8654 \n", "Epoch 286/300\n", "7200/7200 [==============================] - 0s - loss: 0.3309 - acc: 0.8649 \n", "Epoch 287/300\n", "7200/7200 [==============================] - 0s - loss: 0.3317 - acc: 0.8653 \n", "Epoch 288/300\n", "7200/7200 [==============================] - 0s - loss: 0.3319 - acc: 0.8646 \n", "Epoch 289/300\n", "7200/7200 [==============================] - 0s - loss: 0.3317 - acc: 0.8624 \n", "Epoch 290/300\n", "7200/7200 [==============================] - 0s - loss: 0.3315 - acc: 0.8632 \n", "Epoch 291/300\n", "7200/7200 [==============================] - 0s - loss: 0.3324 - acc: 0.8639 \n", "Epoch 292/300\n", "7200/7200 [==============================] - 0s - loss: 0.3319 - acc: 0.8649 \n", "Epoch 293/300\n", "7200/7200 [==============================] - 0s - loss: 0.3312 - acc: 0.8635 \n", "Epoch 294/300\n", "7200/7200 [==============================] - 0s - loss: 0.3320 - acc: 0.8642 \n", "Epoch 295/300\n", "7200/7200 [==============================] - 0s - loss: 0.3318 - acc: 0.8653 \n", "Epoch 296/300\n", "7200/7200 [==============================] - 0s - loss: 0.3315 - acc: 0.8604 \n", "Epoch 297/300\n", "7200/7200 [==============================] - 0s - loss: 0.3322 - acc: 0.8639 \n", "Epoch 298/300\n", "7200/7200 [==============================] - 0s - loss: 0.3309 - acc: 0.8640 \n", "Epoch 299/300\n", "7200/7200 [==============================] - 0s - loss: 0.3316 - acc: 0.8643 \n", "Epoch 300/300\n", "7200/7200 [==============================] - 0s - loss: 0.3320 - acc: 0.8626 \n", "5536/7200 [======================>.......] - ETA: 0sEpoch 1/300\n", "7200/7200 [==============================] - 1s - loss: 0.5982 - acc: 0.7924 \n", "Epoch 2/300\n", "7200/7200 [==============================] - 0s - loss: 0.4430 - acc: 0.7937 \n", "Epoch 3/300\n", "7200/7200 [==============================] - 0s - loss: 0.4349 - acc: 0.7937 \n", "Epoch 4/300\n", "7200/7200 [==============================] - 0s - loss: 0.4313 - acc: 0.7937 \n", "Epoch 5/300\n", "7200/7200 [==============================] - 0s - loss: 0.4284 - acc: 0.7937 \n", "Epoch 6/300\n", "7200/7200 [==============================] - 0s - loss: 0.4258 - acc: 0.7937 \n", "Epoch 7/300\n", "7200/7200 [==============================] - 0s - loss: 0.4235 - acc: 0.7937 \n", "Epoch 8/300\n", "7200/7200 [==============================] - 0s - loss: 0.4218 - acc: 0.8132 \n", "Epoch 9/300\n", "7200/7200 [==============================] - 0s - loss: 0.4205 - acc: 0.8203 \n", "Epoch 10/300\n", "7200/7200 [==============================] - 0s - loss: 0.4196 - acc: 0.8221 \n", "Epoch 11/300\n", "7200/7200 [==============================] - 0s - loss: 0.4185 - acc: 0.8260 \n", "Epoch 12/300\n", "7200/7200 [==============================] - 0s - loss: 0.4176 - acc: 0.8251 \n", "Epoch 13/300\n", "7200/7200 [==============================] - 0s - loss: 0.4166 - acc: 0.8279 \n", "Epoch 14/300\n", "7200/7200 [==============================] - 0s - loss: 0.4160 - acc: 0.8282 \n", "Epoch 15/300\n", "7200/7200 [==============================] - 0s - loss: 0.4152 - acc: 0.8278 \n", "Epoch 16/300\n", "7200/7200 [==============================] - 0s - loss: 0.4148 - acc: 0.8294 \n", "Epoch 17/300\n", "7200/7200 [==============================] - 0s - loss: 0.4139 - acc: 0.8300 \n", "Epoch 18/300\n", "7200/7200 [==============================] - 0s - loss: 0.4134 - acc: 0.8311 \n", "Epoch 19/300\n", "7200/7200 [==============================] - 0s - loss: 0.4129 - acc: 0.8317 \n", "Epoch 20/300\n", "7200/7200 [==============================] - 0s - loss: 0.4120 - acc: 0.8314 \n", "Epoch 21/300\n", "7200/7200 [==============================] - 0s - loss: 0.4119 - acc: 0.8319 \n", "Epoch 22/300\n", "7200/7200 [==============================] - 0s - loss: 0.4114 - acc: 0.8328 \n", "Epoch 23/300\n", "7200/7200 [==============================] - 0s - loss: 0.4111 - acc: 0.8329 \n", "Epoch 24/300\n", "7200/7200 [==============================] - 0s - loss: 0.4105 - acc: 0.8331 \n", "Epoch 25/300\n", "7200/7200 [==============================] - 0s - loss: 0.4099 - acc: 0.8337 \n", "Epoch 26/300\n", "7200/7200 [==============================] - 0s - loss: 0.4103 - acc: 0.8326 \n", "Epoch 27/300\n", "7200/7200 [==============================] - 0s - loss: 0.4095 - acc: 0.8329 \n", "Epoch 28/300\n", "7200/7200 [==============================] - 0s - loss: 0.4093 - acc: 0.8336 \n", "Epoch 29/300\n", "7200/7200 [==============================] - 0s - loss: 0.4092 - acc: 0.8337 \n", "Epoch 30/300\n", "7200/7200 [==============================] - 0s - loss: 0.4087 - acc: 0.8332 \n", "Epoch 31/300\n", "7200/7200 [==============================] - 0s - loss: 0.4090 - acc: 0.8332 \n", "Epoch 32/300\n", "7200/7200 [==============================] - 0s - loss: 0.4085 - acc: 0.8326 \n", "Epoch 33/300\n", "7200/7200 [==============================] - 0s - loss: 0.4082 - acc: 0.8337 \n", "Epoch 34/300\n", "7200/7200 [==============================] - 0s - loss: 0.4083 - acc: 0.8325 \n", "Epoch 35/300\n", "7200/7200 [==============================] - 0s - loss: 0.4078 - acc: 0.8342 \n", "Epoch 36/300\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7200/7200 [==============================] - 0s - loss: 0.4076 - acc: 0.8318 \n", "Epoch 37/300\n", "7200/7200 [==============================] - 0s - loss: 0.4075 - acc: 0.8333 \n", "Epoch 38/300\n", "7200/7200 [==============================] - 0s - loss: 0.4074 - acc: 0.8337 \n", "Epoch 39/300\n", "7200/7200 [==============================] - 0s - loss: 0.4072 - acc: 0.8326 \n", "Epoch 40/300\n", "7200/7200 [==============================] - 0s - loss: 0.4070 - acc: 0.8332 \n", "Epoch 41/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3414 - acc: 0.8633 \n", "Epoch 232/300\n", "7200/7200 [==============================] - 0s - loss: 0.3408 - acc: 0.8656 \n", "Epoch 233/300\n", "7200/7200 [==============================] - 0s - loss: 0.3408 - acc: 0.8644 \n", "Epoch 234/300\n", "7200/7200 [==============================] - 0s - loss: 0.3401 - acc: 0.8626 \n", "Epoch 235/300\n", "7200/7200 [==============================] - 0s - loss: 0.3404 - acc: 0.8639 \n", "Epoch 236/300\n", "7200/7200 [==============================] - 0s - loss: 0.3415 - acc: 0.8618 \n", "Epoch 237/300\n", "7200/7200 [==============================] - 0s - loss: 0.3403 - acc: 0.8633 \n", "Epoch 238/300\n", "7200/7200 [==============================] - 0s - loss: 0.3399 - acc: 0.8628 \n", "Epoch 239/300\n", "7200/7200 [==============================] - 0s - loss: 0.3402 - acc: 0.8628 \n", "Epoch 240/300\n", "7200/7200 [==============================] - 0s - loss: 0.3396 - acc: 0.8654 \n", "Epoch 241/300\n", "7200/7200 [==============================] - 0s - loss: 0.3396 - acc: 0.8626 \n", "Epoch 242/300\n", "7200/7200 [==============================] - 0s - loss: 0.3400 - acc: 0.8642 \n", "Epoch 243/300\n", "7200/7200 [==============================] - 0s - loss: 0.3385 - acc: 0.8650 \n", "Epoch 244/300\n", "7200/7200 [==============================] - 0s - loss: 0.3395 - acc: 0.8628 \n", "Epoch 245/300\n", "7200/7200 [==============================] - 0s - loss: 0.3393 - acc: 0.8631 \n", "Epoch 246/300\n", "7200/7200 [==============================] - 0s - loss: 0.3390 - acc: 0.8640 \n", "Epoch 247/300\n", "7200/7200 [==============================] - 0s - loss: 0.3389 - acc: 0.8629 \n", "Epoch 248/300\n", "7200/7200 [==============================] - 0s - loss: 0.3384 - acc: 0.8644 \n", "Epoch 249/300\n", "7200/7200 [==============================] - 0s - loss: 0.3388 - acc: 0.8624 \n", "Epoch 250/300\n", "7200/7200 [==============================] - 0s - loss: 0.3384 - acc: 0.8622 \n", "Epoch 251/300\n", "7200/7200 [==============================] - 0s - loss: 0.3380 - acc: 0.8597 \n", "Epoch 252/300\n", "7200/7200 [==============================] - 0s - loss: 0.3387 - acc: 0.8646 \n", "Epoch 253/300\n", "7200/7200 [==============================] - 0s - loss: 0.3390 - acc: 0.8625 \n", "Epoch 254/300\n", "7200/7200 [==============================] - 0s - loss: 0.3386 - acc: 0.8643 \n", "Epoch 255/300\n", "7200/7200 [==============================] - 0s - loss: 0.3384 - acc: 0.8640 \n", "Epoch 256/300\n", "7200/7200 [==============================] - 0s - loss: 0.3382 - acc: 0.8635 \n", "Epoch 257/300\n", "7200/7200 [==============================] - 0s - loss: 0.3380 - acc: 0.8624 \n", "Epoch 258/300\n", "7200/7200 [==============================] - 0s - loss: 0.3381 - acc: 0.8632 \n", "Epoch 259/300\n", "7200/7200 [==============================] - 0s - loss: 0.3379 - acc: 0.8638 \n", "Epoch 260/300\n", "7200/7200 [==============================] - 0s - loss: 0.3379 - acc: 0.8633 \n", "Epoch 261/300\n", "7200/7200 [==============================] - 0s - loss: 0.3386 - acc: 0.8615 \n", "Epoch 262/300\n", "7200/7200 [==============================] - 0s - loss: 0.3382 - acc: 0.8657 \n", "Epoch 263/300\n", "7200/7200 [==============================] - 0s - loss: 0.3378 - acc: 0.8640 \n", "Epoch 264/300\n", "7200/7200 [==============================] - 0s - loss: 0.3376 - acc: 0.8622 \n", "Epoch 265/300\n", "7200/7200 [==============================] - 0s - loss: 0.3375 - acc: 0.8632 \n", "Epoch 266/300\n", "7200/7200 [==============================] - 0s - loss: 0.3379 - acc: 0.8642 \n", "Epoch 267/300\n", "7200/7200 [==============================] - 0s - loss: 0.3377 - acc: 0.8621 \n", "Epoch 268/300\n", "7200/7200 [==============================] - 0s - loss: 0.3374 - acc: 0.8638 \n", "Epoch 269/300\n", "7200/7200 [==============================] - 0s - loss: 0.3377 - acc: 0.8646 \n", "Epoch 270/300\n", "7200/7200 [==============================] - 0s - loss: 0.3372 - acc: 0.8640 \n", "Epoch 271/300\n", "7200/7200 [==============================] - 0s - loss: 0.3370 - acc: 0.8636 \n", "Epoch 272/300\n", "7200/7200 [==============================] - 0s - loss: 0.3374 - acc: 0.8639 \n", "Epoch 273/300\n", "7200/7200 [==============================] - 0s - loss: 0.3371 - acc: 0.8633 \n", "Epoch 274/300\n", "7200/7200 [==============================] - 0s - loss: 0.3369 - acc: 0.8625 \n", "Epoch 275/300\n", "7200/7200 [==============================] - 0s - loss: 0.3371 - acc: 0.8635 \n", "Epoch 276/300\n", "7200/7200 [==============================] - 0s - loss: 0.3369 - acc: 0.8633 \n", "Epoch 277/300\n", "7200/7200 [==============================] - 0s - loss: 0.3374 - acc: 0.8632 \n", "Epoch 278/300\n", "7200/7200 [==============================] - 0s - loss: 0.3372 - acc: 0.8628 \n", "Epoch 279/300\n", "7200/7200 [==============================] - 0s - loss: 0.3375 - acc: 0.8631 \n", "Epoch 280/300\n", "7200/7200 [==============================] - 0s - loss: 0.3369 - acc: 0.8639 \n", "Epoch 281/300\n", "7200/7200 [==============================] - 0s - loss: 0.3370 - acc: 0.8626 \n", "Epoch 282/300\n", "7200/7200 [==============================] - 0s - loss: 0.3371 - acc: 0.8613 \n", "Epoch 283/300\n", "7200/7200 [==============================] - 0s - loss: 0.3368 - acc: 0.8639 \n", "Epoch 284/300\n", "7200/7200 [==============================] - 0s - loss: 0.3369 - acc: 0.8640 \n", "Epoch 285/300\n", "7200/7200 [==============================] - 0s - loss: 0.3368 - acc: 0.8643 \n", "Epoch 286/300\n", "7200/7200 [==============================] - 0s - loss: 0.3368 - acc: 0.8622 \n", "Epoch 287/300\n", "7200/7200 [==============================] - 0s - loss: 0.3362 - acc: 0.8614 \n", "Epoch 288/300\n", "7200/7200 [==============================] - 0s - loss: 0.3369 - acc: 0.8644 \n", "Epoch 289/300\n", "7200/7200 [==============================] - 0s - loss: 0.3365 - acc: 0.8633 \n", "Epoch 290/300\n", "7200/7200 [==============================] - 0s - loss: 0.3366 - acc: 0.8633 \n", "Epoch 291/300\n", "7200/7200 [==============================] - 0s - loss: 0.3363 - acc: 0.8638 \n", "Epoch 292/300\n", "7200/7200 [==============================] - 0s - loss: 0.3365 - acc: 0.8622 \n", "Epoch 293/300\n", "7200/7200 [==============================] - 0s - loss: 0.3363 - acc: 0.8638 \n", "Epoch 294/300\n", "7200/7200 [==============================] - 0s - loss: 0.3367 - acc: 0.8654 \n", "Epoch 295/300\n", "7200/7200 [==============================] - 0s - loss: 0.3368 - acc: 0.8635 \n", "Epoch 296/300\n", "7200/7200 [==============================] - 0s - loss: 0.3363 - acc: 0.8643 \n", "Epoch 297/300\n", "7200/7200 [==============================] - 0s - loss: 0.3364 - acc: 0.8631 \n", "Epoch 298/300\n", "7200/7200 [==============================] - 0s - loss: 0.3361 - acc: 0.8646 \n", "Epoch 299/300\n", "7200/7200 [==============================] - 0s - loss: 0.3360 - acc: 0.8624 \n", "Epoch 300/300\n", "7200/7200 [==============================] - 0s - loss: 0.3361 - acc: 0.8631 \n", "7136/7200 [============================>.] - ETA: 0sEpoch 1/300\n", "7200/7200 [==============================] - 1s - loss: 0.5950 - acc: 0.7950 \n", "Epoch 2/300\n", "7200/7200 [==============================] - 0s - loss: 0.4380 - acc: 0.7961 \n", "Epoch 3/300\n", "7200/7200 [==============================] - 0s - loss: 0.4223 - acc: 0.8075 \n", "Epoch 4/300\n", "7200/7200 [==============================] - 0s - loss: 0.4145 - acc: 0.8201 \n", "Epoch 5/300\n", "7200/7200 [==============================] - 0s - loss: 0.4081 - acc: 0.8236 \n", "Epoch 6/300\n", "7200/7200 [==============================] - 0s - loss: 0.4023 - acc: 0.8260 \n", "Epoch 7/300\n", "7200/7200 [==============================] - 0s - loss: 0.3970 - acc: 0.8257 \n", "Epoch 8/300\n", "7200/7200 [==============================] - 0s - loss: 0.3924 - acc: 0.8267 \n", "Epoch 9/300\n", "7200/7200 [==============================] - 0s - loss: 0.3888 - acc: 0.8276 \n", "Epoch 10/300\n", "7200/7200 [==============================] - 0s - loss: 0.3850 - acc: 0.8292 \n", "Epoch 11/300\n", "7200/7200 [==============================] - 0s - loss: 0.3825 - acc: 0.8300 \n", "Epoch 12/300\n", "7200/7200 [==============================] - 0s - loss: 0.3804 - acc: 0.8288 \n", "Epoch 13/300\n", "7200/7200 [==============================] - 0s - loss: 0.3788 - acc: 0.8301 \n", "Epoch 14/300\n", "7200/7200 [==============================] - 0s - loss: 0.3767 - acc: 0.8353 \n", "Epoch 15/300\n", "7200/7200 [==============================] - 0s - loss: 0.3747 - acc: 0.8435 \n", "Epoch 16/300\n", "7200/7200 [==============================] - 0s - loss: 0.3734 - acc: 0.8429 \n", "Epoch 17/300\n", "7200/7200 [==============================] - 0s - loss: 0.3715 - acc: 0.8435 \n", "Epoch 18/300\n", "7200/7200 [==============================] - 0s - loss: 0.3702 - acc: 0.8474 \n", "Epoch 19/300\n", "7200/7200 [==============================] - 0s - loss: 0.3688 - acc: 0.8471 \n", "Epoch 20/300\n", "7200/7200 [==============================] - 0s - loss: 0.3683 - acc: 0.8493 \n", "Epoch 21/300\n", "7200/7200 [==============================] - 0s - loss: 0.3666 - acc: 0.8501 \n", "Epoch 22/300\n", "7200/7200 [==============================] - 0s - loss: 0.3658 - acc: 0.8492 \n", "Epoch 23/300\n", "7200/7200 [==============================] - 0s - loss: 0.3643 - acc: 0.8510 \n", "Epoch 24/300\n", "7200/7200 [==============================] - 0s - loss: 0.3632 - acc: 0.8511 \n", "Epoch 25/300\n", "7200/7200 [==============================] - 0s - loss: 0.3620 - acc: 0.8501 \n", "Epoch 26/300\n", "7200/7200 [==============================] - 0s - loss: 0.3612 - acc: 0.8518 \n", "Epoch 27/300\n", "7200/7200 [==============================] - 0s - loss: 0.3609 - acc: 0.8512 \n", "Epoch 28/300\n", "7200/7200 [==============================] - 0s - loss: 0.3592 - acc: 0.8526 \n", "Epoch 29/300\n", "7200/7200 [==============================] - 0s - loss: 0.3594 - acc: 0.8507 \n", "Epoch 30/300\n", "7200/7200 [==============================] - 0s - loss: 0.3579 - acc: 0.8533 \n", "Epoch 31/300\n", "7200/7200 [==============================] - 0s - loss: 0.3575 - acc: 0.8525 \n", "Epoch 32/300\n", "7200/7200 [==============================] - 0s - loss: 0.3564 - acc: 0.8525 \n", "Epoch 33/300\n", "7200/7200 [==============================] - 0s - loss: 0.3560 - acc: 0.8558 \n", "Epoch 34/300\n", "7200/7200 [==============================] - 0s - loss: 0.3557 - acc: 0.8546 \n", "Epoch 35/300\n", "7200/7200 [==============================] - 0s - loss: 0.3549 - acc: 0.8560 \n", "Epoch 36/300\n", "7200/7200 [==============================] - 0s - loss: 0.3554 - acc: 0.8542 \n", "Epoch 37/300\n", "7200/7200 [==============================] - 0s - loss: 0.3546 - acc: 0.8564 \n", "Epoch 38/300\n", "7200/7200 [==============================] - 0s - loss: 0.3534 - acc: 0.8562 \n", "Epoch 39/300\n", "7200/7200 [==============================] - 0s - loss: 0.3531 - acc: 0.8553 \n", "Epoch 40/300\n", "7200/7200 [==============================] - 0s - loss: 0.3525 - acc: 0.8567 \n", "Epoch 41/300\n", "7200/7200 [==============================] - 0s - loss: 0.3526 - acc: 0.8556 \n", "Epoch 42/300\n", "7200/7200 [==============================] - 0s - loss: 0.3518 - acc: 0.8564 \n", "Epoch 43/300\n", "7200/7200 [==============================] - 0s - loss: 0.3514 - acc: 0.8562 \n", "Epoch 44/300\n", "7200/7200 [==============================] - 0s - loss: 0.3513 - acc: 0.8574 \n", "Epoch 45/300\n", "7200/7200 [==============================] - 0s - loss: 0.3515 - acc: 0.8543 \n", "Epoch 46/300\n", "7200/7200 [==============================] - 0s - loss: 0.3510 - acc: 0.8557 \n", "Epoch 47/300\n", "7200/7200 [==============================] - 0s - loss: 0.3504 - acc: 0.8556 \n", "Epoch 48/300\n", "7200/7200 [==============================] - 0s - loss: 0.3503 - acc: 0.8576 \n", "Epoch 49/300\n", "7200/7200 [==============================] - 0s - loss: 0.3492 - acc: 0.8599 \n", "Epoch 50/300\n", "7200/7200 [==============================] - 0s - loss: 0.3497 - acc: 0.8556 \n", "Epoch 51/300\n", "7200/7200 [==============================] - 0s - loss: 0.3490 - acc: 0.8562 \n", "Epoch 52/300\n", "7200/7200 [==============================] - 0s - loss: 0.3491 - acc: 0.8567 \n", "Epoch 53/300\n", "7200/7200 [==============================] - 0s - loss: 0.3487 - acc: 0.8574 \n", "Epoch 54/300\n", "7200/7200 [==============================] - 0s - loss: 0.3482 - acc: 0.8576 \n", "Epoch 55/300\n", "7200/7200 [==============================] - 0s - loss: 0.3486 - acc: 0.8587 \n", "Epoch 56/300\n", "7200/7200 [==============================] - 0s - loss: 0.3477 - acc: 0.8582 \n", "Epoch 57/300\n", "7200/7200 [==============================] - 0s - loss: 0.3475 - acc: 0.8583 \n", "Epoch 58/300\n", "7200/7200 [==============================] - 0s - loss: 0.3482 - acc: 0.8578 \n", "Epoch 59/300\n", "7200/7200 [==============================] - 0s - loss: 0.3474 - acc: 0.8576 \n", "Epoch 60/300\n", "7200/7200 [==============================] - 0s - loss: 0.3472 - acc: 0.8590 \n", "Epoch 61/300\n", "7200/7200 [==============================] - 0s - loss: 0.3471 - acc: 0.8581 \n", "Epoch 62/300\n", "7200/7200 [==============================] - 0s - loss: 0.3462 - acc: 0.8587 \n", "Epoch 63/300\n", "7200/7200 [==============================] - 0s - loss: 0.3467 - acc: 0.8586 \n", "Epoch 64/300\n", "7200/7200 [==============================] - 0s - loss: 0.3468 - acc: 0.8576 \n", "Epoch 65/300\n", "7200/7200 [==============================] - 0s - loss: 0.3463 - acc: 0.8589 \n", "Epoch 66/300\n", "7200/7200 [==============================] - 0s - loss: 0.3458 - acc: 0.8593 \n", "Epoch 67/300\n", "7200/7200 [==============================] - 0s - loss: 0.3465 - acc: 0.8574 \n", "Epoch 68/300\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7200/7200 [==============================] - 0s - loss: 0.3458 - acc: 0.8590 \n", "Epoch 69/300\n", "7200/7200 [==============================] - 0s - loss: 0.3456 - acc: 0.8585 \n", "Epoch 70/300\n", "7200/7200 [==============================] - 0s - loss: 0.3451 - acc: 0.8590 \n", "Epoch 71/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3381 - acc: 0.8606 \n", "Epoch 142/300\n", "7200/7200 [==============================] - 0s - loss: 0.3381 - acc: 0.8583 \n", "Epoch 143/300\n", "7200/7200 [==============================] - 0s - loss: 0.3379 - acc: 0.8624 \n", "Epoch 144/300\n", "7200/7200 [==============================] - 0s - loss: 0.3381 - acc: 0.8608 \n", "Epoch 145/300\n", "7200/7200 [==============================] - 0s - loss: 0.3383 - acc: 0.8621 \n", "Epoch 146/300\n", "7200/7200 [==============================] - 0s - loss: 0.3391 - acc: 0.8606 \n", "Epoch 147/300\n", "7200/7200 [==============================] - 0s - loss: 0.3381 - acc: 0.8618 \n", "Epoch 148/300\n", "7200/7200 [==============================] - 0s - loss: 0.3386 - acc: 0.8581 \n", "Epoch 149/300\n", "7200/7200 [==============================] - 0s - loss: 0.3384 - acc: 0.8610 \n", "Epoch 150/300\n", "7200/7200 [==============================] - 0s - loss: 0.3382 - acc: 0.8610 \n", "Epoch 151/300\n", "7200/7200 [==============================] - 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0s - loss: 0.4167 - acc: 0.8236 \n", "Epoch 12/300\n", "7200/7200 [==============================] - 0s - loss: 0.4156 - acc: 0.8258 \n", "Epoch 13/300\n", "7200/7200 [==============================] - 0s - loss: 0.4142 - acc: 0.8281 \n", "Epoch 14/300\n", "7200/7200 [==============================] - 0s - loss: 0.4137 - acc: 0.8286 \n", "Epoch 15/300\n", "7200/7200 [==============================] - 0s - loss: 0.4129 - acc: 0.8313 \n", "Epoch 16/300\n", "7200/7200 [==============================] - 0s - loss: 0.4122 - acc: 0.8317 \n", "Epoch 17/300\n", "7200/7200 [==============================] - 0s - loss: 0.4115 - acc: 0.8328 \n", "Epoch 18/300\n", "7200/7200 [==============================] - 0s - loss: 0.4109 - acc: 0.8340 \n", "Epoch 19/300\n", "7200/7200 [==============================] - 0s - loss: 0.4103 - acc: 0.8329 \n", "Epoch 20/300\n", "7200/7200 [==============================] - 0s - loss: 0.4099 - acc: 0.8346 \n", "Epoch 21/300\n", "7200/7200 [==============================] - 0s - loss: 0.4096 - acc: 0.8333 \n", "Epoch 22/300\n", "7200/7200 [==============================] - 0s - loss: 0.4091 - acc: 0.8346 \n", "Epoch 23/300\n", "7200/7200 [==============================] - 0s - loss: 0.4086 - acc: 0.8339 \n", "Epoch 24/300\n", "7200/7200 [==============================] - 0s - loss: 0.4085 - acc: 0.8346 \n", "Epoch 25/300\n", "7200/7200 [==============================] - 0s - loss: 0.4080 - acc: 0.8342 \n", "Epoch 26/300\n", "7200/7200 [==============================] - 0s - loss: 0.4077 - acc: 0.8353 \n", "Epoch 27/300\n", "7200/7200 [==============================] - 0s - loss: 0.4075 - acc: 0.8344 \n", "Epoch 28/300\n", "7200/7200 [==============================] - 0s - loss: 0.4072 - acc: 0.8339 \n", "Epoch 29/300\n", "7200/7200 [==============================] - 0s - loss: 0.4067 - acc: 0.8349 \n", "Epoch 30/300\n", "7200/7200 [==============================] - 0s - loss: 0.4065 - acc: 0.8349 \n", "Epoch 31/300\n", "7200/7200 [==============================] - 0s - loss: 0.4063 - acc: 0.8347 \n", "Epoch 32/300\n", "7200/7200 [==============================] - 0s - loss: 0.4059 - acc: 0.8339 \n", "Epoch 33/300\n", "7200/7200 [==============================] - 0s - loss: 0.4058 - acc: 0.8342 \n", "Epoch 34/300\n", "7200/7200 [==============================] - 0s - loss: 0.4057 - acc: 0.8351 \n", "Epoch 35/300\n", "7200/7200 [==============================] - 0s - loss: 0.4051 - acc: 0.8351 \n", "Epoch 36/300\n", "7200/7200 [==============================] - 0s - loss: 0.4052 - acc: 0.8353 \n", "Epoch 37/300\n", "7200/7200 [==============================] - 0s - loss: 0.4050 - acc: 0.8342 \n", "Epoch 38/300\n", "7200/7200 [==============================] - 0s - loss: 0.4045 - acc: 0.8343 \n", "Epoch 39/300\n", "7200/7200 [==============================] - 0s - loss: 0.4047 - acc: 0.8340 \n", "Epoch 40/300\n", "7200/7200 [==============================] - 0s - loss: 0.4041 - acc: 0.8356 \n", "Epoch 41/300\n", "7200/7200 [==============================] - 0s - loss: 0.4041 - acc: 0.8349 \n", "Epoch 42/300\n", "7200/7200 [==============================] - 0s - loss: 0.4039 - acc: 0.8356 \n", "Epoch 43/300\n", "7200/7200 [==============================] - 0s - loss: 0.4041 - acc: 0.8347 \n", "Epoch 44/300\n", "7200/7200 [==============================] - 0s - loss: 0.4036 - acc: 0.8357 \n", "Epoch 45/300\n", "7200/7200 [==============================] - 0s - loss: 0.4035 - acc: 0.8356 \n", "Epoch 46/300\n", "7200/7200 [==============================] - 0s - loss: 0.4034 - acc: 0.8347 \n", "Epoch 47/300\n", "7200/7200 [==============================] - 0s - loss: 0.4034 - acc: 0.8349 \n", "Epoch 48/300\n", "7200/7200 [==============================] - 0s - loss: 0.4029 - acc: 0.8351 \n", "Epoch 49/300\n", "7200/7200 [==============================] - 0s - loss: 0.4030 - acc: 0.8354 \n", "Epoch 50/300\n", "7200/7200 [==============================] - 0s - loss: 0.4029 - acc: 0.8349 \n", "Epoch 51/300\n", "7200/7200 [==============================] - 0s - loss: 0.4025 - acc: 0.8357 \n", "Epoch 52/300\n", "7200/7200 [==============================] - 0s - loss: 0.4025 - acc: 0.8343 \n", "Epoch 53/300\n", "7200/7200 [==============================] - 0s - loss: 0.4023 - acc: 0.8351 \n", "Epoch 54/300\n", "7200/7200 [==============================] - 0s - loss: 0.4025 - acc: 0.8349 \n", "Epoch 55/300\n", "7200/7200 [==============================] - 0s - loss: 0.4019 - acc: 0.8356 \n", "Epoch 56/300\n", "7200/7200 [==============================] - 0s - loss: 0.4020 - acc: 0.8356 \n", "Epoch 57/300\n", "7200/7200 [==============================] - 0s - loss: 0.4017 - acc: 0.8350 \n", "Epoch 58/300\n", "7200/7200 [==============================] - 0s - loss: 0.4017 - acc: 0.8356 \n", "Epoch 59/300\n", "7200/7200 [==============================] - 0s - loss: 0.4018 - acc: 0.8349 \n", "Epoch 60/300\n", "7200/7200 [==============================] - 0s - loss: 0.4014 - acc: 0.8349 \n", "Epoch 61/300\n", "7200/7200 [==============================] - 0s - loss: 0.4015 - acc: 0.8353 \n", "Epoch 62/300\n", "7200/7200 [==============================] - 0s - loss: 0.4012 - acc: 0.8358 \n", "Epoch 63/300\n", "7200/7200 [==============================] - 0s - loss: 0.4012 - acc: 0.8360 \n", "Epoch 64/300\n", "7200/7200 [==============================] - 0s - loss: 0.4010 - acc: 0.8364 \n", "Epoch 65/300\n", "7200/7200 [==============================] - 0s - loss: 0.4008 - acc: 0.8357 \n", "Epoch 66/300\n", "7200/7200 [==============================] - 0s - loss: 0.4009 - acc: 0.8361 \n", "Epoch 67/300\n", "7200/7200 [==============================] - 0s - loss: 0.4007 - acc: 0.8353 \n", "Epoch 68/300\n", "7200/7200 [==============================] - 0s - loss: 0.4005 - acc: 0.8353 \n", "Epoch 69/300\n", "7200/7200 [==============================] - 0s - loss: 0.4007 - acc: 0.8367 \n", "Epoch 70/300\n", "7200/7200 [==============================] - 0s - loss: 0.4005 - acc: 0.8354 \n", "Epoch 71/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3993 - acc: 0.8363 \n", "Epoch 92/300\n", "7200/7200 [==============================] - 0s - loss: 0.3988 - acc: 0.8361 \n", "Epoch 93/300\n", "7200/7200 [==============================] - 0s - loss: 0.3990 - acc: 0.8353 \n", "Epoch 94/300\n", "7200/7200 [==============================] - 0s - loss: 0.3987 - acc: 0.8351 \n", "Epoch 95/300\n", "7200/7200 [==============================] - 0s - loss: 0.3987 - acc: 0.8367 \n", "Epoch 96/300\n", "7200/7200 [==============================] - 0s - loss: 0.3986 - acc: 0.8363 \n", "Epoch 97/300\n", "7200/7200 [==============================] - 0s - loss: 0.3986 - acc: 0.8371 \n", "Epoch 98/300\n", "7200/7200 [==============================] - 0s - loss: 0.3984 - acc: 0.8368 \n", "Epoch 99/300\n", "7200/7200 [==============================] - 0s - loss: 0.3986 - acc: 0.8356 \n", "Epoch 100/300\n", "7200/7200 [==============================] - 0s - loss: 0.3985 - acc: 0.8363 \n", "Epoch 101/300\n", "7200/7200 [==============================] - 0s - loss: 0.3982 - acc: 0.8356 \n", "Epoch 102/300\n", "7200/7200 [==============================] - 0s - loss: 0.3982 - acc: 0.8374 \n", "Epoch 103/300\n", "7200/7200 [==============================] - 0s - loss: 0.3982 - acc: 0.8375 \n", "Epoch 104/300\n", "7200/7200 [==============================] - 0s - loss: 0.3979 - acc: 0.8371 \n", "Epoch 105/300\n", "7200/7200 [==============================] - 0s - loss: 0.3983 - acc: 0.8346 \n", "Epoch 106/300\n", "7200/7200 [==============================] - 0s - loss: 0.3982 - acc: 0.8360 \n", "Epoch 107/300\n", "7200/7200 [==============================] - 0s - loss: 0.3976 - acc: 0.8374 \n", "Epoch 108/300\n", "7200/7200 [==============================] - 0s - loss: 0.3979 - acc: 0.8361 \n", "Epoch 109/300\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7200/7200 [==============================] - 0s - loss: 0.3976 - acc: 0.8367 \n", "Epoch 110/300\n", "7200/7200 [==============================] - 0s - loss: 0.3975 - acc: 0.8356 \n", "Epoch 111/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3933 - acc: 0.8372 \n", "Epoch 202/300\n", "7200/7200 [==============================] - 0s - loss: 0.3940 - acc: 0.8369 \n", "Epoch 203/300\n", "7200/7200 [==============================] - 0s - loss: 0.3935 - acc: 0.8379 \n", "Epoch 204/300\n", "7200/7200 [==============================] - 0s - loss: 0.3937 - acc: 0.8378 \n", "Epoch 205/300\n", "7200/7200 [==============================] - 0s - loss: 0.3936 - acc: 0.8383 \n", "Epoch 206/300\n", "7200/7200 [==============================] - 0s - loss: 0.3936 - acc: 0.8378 \n", "Epoch 207/300\n", "7200/7200 [==============================] - 0s - loss: 0.3932 - acc: 0.8386 \n", "Epoch 208/300\n", "7200/7200 [==============================] - 0s - loss: 0.3938 - acc: 0.8383 - ETA: 0s - loss: 0.4118 - ac\n", "Epoch 209/300\n", "7200/7200 [==============================] - 0s - loss: 0.3933 - acc: 0.8387 \n", "Epoch 210/300\n", "7200/7200 [==============================] - 0s - loss: 0.3935 - acc: 0.8365 \n", "Epoch 211/300\n", "7200/7200 [==============================] - 0s - loss: 0.3935 - acc: 0.8381 \n", "Epoch 212/300\n", "7200/7200 [==============================] - 0s - loss: 0.3935 - acc: 0.8383 \n", "Epoch 213/300\n", "7200/7200 [==============================] - 0s - loss: 0.3936 - acc: 0.8378 \n", "Epoch 214/300\n", "7200/7200 [==============================] - 0s - loss: 0.3936 - acc: 0.8375 \n", "Epoch 215/300\n", "7200/7200 [==============================] - 0s - loss: 0.3933 - acc: 0.8379 \n", "Epoch 216/300\n", "7200/7200 [==============================] - 0s - loss: 0.3929 - acc: 0.8385 \n", "Epoch 217/300\n", "7200/7200 [==============================] - 0s - loss: 0.3933 - acc: 0.8385 \n", "Epoch 218/300\n", "7200/7200 [==============================] - 0s - loss: 0.3934 - acc: 0.8385 \n", "Epoch 219/300\n", "7200/7200 [==============================] - 0s - loss: 0.3929 - acc: 0.8378 \n", "Epoch 220/300\n", "7200/7200 [==============================] - 0s - loss: 0.3930 - acc: 0.8372 \n", "Epoch 221/300\n", "7200/7200 [==============================] - 0s - loss: 0.3926 - acc: 0.8371 \n", "Epoch 222/300\n", "7200/7200 [==============================] - 0s - loss: 0.3930 - acc: 0.8387 \n", "Epoch 223/300\n", "7200/7200 [==============================] - 0s - loss: 0.3929 - acc: 0.8376 \n", "Epoch 224/300\n", "7200/7200 [==============================] - 0s - loss: 0.3932 - acc: 0.8379 \n", "Epoch 225/300\n", "7200/7200 [==============================] - 0s - loss: 0.3931 - acc: 0.8387 \n", "Epoch 226/300\n", "7200/7200 [==============================] - 0s - loss: 0.3929 - acc: 0.8386 \n", "Epoch 227/300\n", "7200/7200 [==============================] - 0s - loss: 0.3926 - acc: 0.8389 \n", "Epoch 228/300\n", "7200/7200 [==============================] - 0s - loss: 0.3925 - acc: 0.8383 \n", "Epoch 229/300\n", "7200/7200 [==============================] - 0s - loss: 0.3929 - acc: 0.8390 \n", "Epoch 230/300\n", "7200/7200 [==============================] - 0s - loss: 0.3926 - acc: 0.8372 \n", "Epoch 231/300\n", "7200/7200 [==============================] - 0s - loss: 0.3925 - acc: 0.8387 \n", "Epoch 232/300\n", "7200/7200 [==============================] - 0s - loss: 0.3929 - acc: 0.8378 \n", "Epoch 233/300\n", "7200/7200 [==============================] - 0s - loss: 0.3925 - acc: 0.8369 \n", "Epoch 234/300\n", "7200/7200 [==============================] - 0s - loss: 0.3924 - acc: 0.8382 \n", "Epoch 235/300\n", "7200/7200 [==============================] - 0s - loss: 0.3921 - acc: 0.8381 \n", "Epoch 236/300\n", "7200/7200 [==============================] - 0s - loss: 0.3926 - acc: 0.8378 \n", "Epoch 237/300\n", "7200/7200 [==============================] - 0s - loss: 0.3922 - acc: 0.8393 \n", "Epoch 238/300\n", "7200/7200 [==============================] - 0s - loss: 0.3921 - acc: 0.8376 \n", "Epoch 239/300\n", "7200/7200 [==============================] - 0s - loss: 0.3918 - acc: 0.8390 \n", "Epoch 240/300\n", "7200/7200 [==============================] - 0s - loss: 0.3918 - acc: 0.8354 \n", "Epoch 241/300\n", "7200/7200 [==============================] - 0s - loss: 0.3919 - acc: 0.8367 \n", "Epoch 242/300\n", "7200/7200 [==============================] - 0s - loss: 0.3912 - acc: 0.8371 \n", "Epoch 243/300\n", "7200/7200 [==============================] - 0s - loss: 0.3916 - acc: 0.8397 \n", "Epoch 244/300\n", "7200/7200 [==============================] - 0s - loss: 0.3912 - acc: 0.8396 \n", "Epoch 245/300\n", "7200/7200 [==============================] - 0s - loss: 0.3912 - acc: 0.8369 \n", "Epoch 246/300\n", "7200/7200 [==============================] - 0s - loss: 0.3911 - acc: 0.8392 \n", "Epoch 247/300\n", "7200/7200 [==============================] - 0s - loss: 0.3908 - acc: 0.8375 \n", "Epoch 248/300\n", "7200/7200 [==============================] - 0s - loss: 0.3908 - acc: 0.8364 \n", "Epoch 249/300\n", "7200/7200 [==============================] - 0s - loss: 0.3909 - acc: 0.8376 \n", "Epoch 250/300\n", "7200/7200 [==============================] - 0s - loss: 0.3909 - acc: 0.8387 \n", "Epoch 251/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3890 - acc: 0.8389 \n", "Epoch 262/300\n", "7200/7200 [==============================] - 0s - loss: 0.3896 - acc: 0.8375 \n", "Epoch 263/300\n", "7200/7200 [==============================] - 0s - loss: 0.3896 - acc: 0.8382 \n", "Epoch 264/300\n", "7200/7200 [==============================] - 0s - loss: 0.3891 - acc: 0.8387 \n", "Epoch 265/300\n", "7200/7200 [==============================] - 0s - loss: 0.3892 - acc: 0.8389 \n", "Epoch 266/300\n", "7200/7200 [==============================] - 0s - loss: 0.3890 - acc: 0.8393 \n", "Epoch 267/300\n", "7200/7200 [==============================] - 0s - loss: 0.3890 - acc: 0.8387 \n", "Epoch 268/300\n", "7200/7200 [==============================] - 0s - loss: 0.3886 - acc: 0.8375 \n", "Epoch 269/300\n", "7200/7200 [==============================] - 0s - loss: 0.3887 - acc: 0.8379 \n", "Epoch 270/300\n", "7200/7200 [==============================] - 0s - loss: 0.3886 - acc: 0.8389 \n", "Epoch 271/300\n", "7200/7200 [==============================] - 0s - loss: 0.3889 - acc: 0.8389 \n", "Epoch 272/300\n", "7200/7200 [==============================] - 0s - loss: 0.3885 - acc: 0.8386 \n", "Epoch 273/300\n", "7200/7200 [==============================] - 0s - loss: 0.3885 - acc: 0.8403 \n", "Epoch 274/300\n", "7200/7200 [==============================] - 0s - loss: 0.3885 - acc: 0.8386 \n", "Epoch 275/300\n", "7200/7200 [==============================] - 0s - loss: 0.3887 - acc: 0.8392 \n", "Epoch 276/300\n", "7200/7200 [==============================] - 0s - loss: 0.3887 - acc: 0.8375 \n", "Epoch 277/300\n", "7200/7200 [==============================] - 0s - loss: 0.3882 - acc: 0.8386 \n", "Epoch 278/300\n", "7200/7200 [==============================] - 0s - loss: 0.3882 - acc: 0.8379 \n", "Epoch 279/300\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7200/7200 [==============================] - 0s - loss: 0.3879 - acc: 0.8397 \n", "Epoch 280/300\n", "7200/7200 [==============================] - 0s - loss: 0.3880 - acc: 0.8411 \n", "Epoch 281/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3932 - acc: 0.8379 \n", "Epoch 292/300\n", "7200/7200 [==============================] - 0s - loss: 0.3926 - acc: 0.8378 \n", "Epoch 293/300\n", "7200/7200 [==============================] - 0s - loss: 0.3927 - acc: 0.8376 \n", "Epoch 294/300\n", "7200/7200 [==============================] - 0s - loss: 0.3927 - acc: 0.8393 \n", "Epoch 295/300\n", "7200/7200 [==============================] - 0s - loss: 0.3929 - acc: 0.8369 \n", "Epoch 296/300\n", "7200/7200 [==============================] - 0s - loss: 0.3930 - acc: 0.8381 \n", "Epoch 297/300\n", "7200/7200 [==============================] - 0s - loss: 0.3924 - acc: 0.8386 \n", "Epoch 298/300\n", "7200/7200 [==============================] - 0s - loss: 0.3926 - acc: 0.8382 \n", "Epoch 299/300\n", "7200/7200 [==============================] - 0s - loss: 0.3929 - acc: 0.8375 \n", "Epoch 300/300\n", "7200/7200 [==============================] - 0s - loss: 0.3928 - acc: 0.8369 \n", "6304/7200 [=========================>....] - ETA: 0sEpoch 1/300\n", "7200/7200 [==============================] - 1s - loss: 0.6250 - acc: 0.7942 \n", "Epoch 2/300\n", "7200/7200 [==============================] - 0s - loss: 0.4643 - acc: 0.7956 \n", "Epoch 3/300\n", "7200/7200 [==============================] - 0s - loss: 0.4370 - acc: 0.7956 \n", "Epoch 4/300\n", "7200/7200 [==============================] - 0s - loss: 0.4325 - acc: 0.7956 \n", "Epoch 5/300\n", "7200/7200 [==============================] - 0s - loss: 0.4301 - acc: 0.7956 \n", "Epoch 6/300\n", "7200/7200 [==============================] - 0s - loss: 0.4283 - acc: 0.7956 \n", "Epoch 7/300\n", "7200/7200 [==============================] - 0s - loss: 0.4266 - acc: 0.7956 \n", "Epoch 8/300\n", "7200/7200 [==============================] - 0s - loss: 0.4246 - acc: 0.7956 \n", "Epoch 9/300\n", "7200/7200 [==============================] - 0s - loss: 0.4229 - acc: 0.7956 \n", "Epoch 10/300\n", "7200/7200 [==============================] - 0s - loss: 0.4210 - acc: 0.8064 \n", "Epoch 11/300\n", "7200/7200 [==============================] - 0s - loss: 0.4198 - acc: 0.8183 \n", "Epoch 12/300\n", "7200/7200 [==============================] - 0s - loss: 0.4186 - acc: 0.8207 \n", "Epoch 13/300\n", "7200/7200 [==============================] - 0s - loss: 0.4174 - acc: 0.8253 \n", "Epoch 14/300\n", "7200/7200 [==============================] - 0s - loss: 0.4163 - acc: 0.8261 \n", "Epoch 15/300\n", "7200/7200 [==============================] - 0s - loss: 0.4156 - acc: 0.8276 \n", "Epoch 16/300\n", "7200/7200 [==============================] - 0s - loss: 0.4146 - acc: 0.8294 \n", "Epoch 17/300\n", "7200/7200 [==============================] - 0s - loss: 0.4141 - acc: 0.8304 \n", "Epoch 18/300\n", "7200/7200 [==============================] - 0s - loss: 0.4134 - acc: 0.8313 \n", "Epoch 19/300\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7200/7200 [==============================] - 0s - loss: 0.4127 - acc: 0.8329 \n", "Epoch 20/300\n", "7200/7200 [==============================] - 0s - loss: 0.4117 - acc: 0.8336 \n", "Epoch 21/300\n", "7200/7200 [==============================] - 0s - loss: 0.4113 - acc: 0.8328 \n", "Epoch 22/300\n", "7200/7200 [==============================] - 0s - loss: 0.4109 - acc: 0.8346 \n", "Epoch 23/300\n", "7200/7200 [==============================] - 0s - loss: 0.4102 - acc: 0.8342 \n", "Epoch 24/300\n", "7200/7200 [==============================] - 0s - loss: 0.4098 - acc: 0.8347 \n", "Epoch 25/300\n", "7200/7200 [==============================] - 0s - loss: 0.4095 - acc: 0.8349 \n", "Epoch 26/300\n", "7200/7200 [==============================] - 0s - loss: 0.4091 - acc: 0.8344 \n", "Epoch 27/300\n", "7200/7200 [==============================] - 0s - loss: 0.4085 - acc: 0.8350 \n", "Epoch 28/300\n", "7200/7200 [==============================] - 0s - loss: 0.4081 - acc: 0.8347 \n", "Epoch 29/300\n", "7200/7200 [==============================] - 0s - loss: 0.4079 - acc: 0.8361 \n", "Epoch 30/300\n", "7200/7200 [==============================] - 0s - loss: 0.4076 - acc: 0.8349 \n", "Epoch 31/300\n", "7200/7200 [==============================] - 0s - loss: 0.4071 - acc: 0.8342 \n", "Epoch 32/300\n", "7200/7200 [==============================] - 0s - loss: 0.4070 - acc: 0.8350 \n", "Epoch 33/300\n", "7200/7200 [==============================] - 0s - loss: 0.4063 - acc: 0.8349 \n", "Epoch 34/300\n", "7200/7200 [==============================] - 0s - loss: 0.4064 - acc: 0.8357 \n", "Epoch 35/300\n", "7200/7200 [==============================] - 0s - loss: 0.4062 - acc: 0.8346 \n", "Epoch 36/300\n", "7200/7200 [==============================] - 0s - loss: 0.4059 - acc: 0.8350 \n", "Epoch 37/300\n", "7200/7200 [==============================] - 0s - loss: 0.4056 - acc: 0.8356 \n", "Epoch 38/300\n", "7200/7200 [==============================] - 0s - loss: 0.4053 - acc: 0.8347 \n", "Epoch 39/300\n", "7200/7200 [==============================] - 0s - loss: 0.4049 - acc: 0.8350 \n", "Epoch 40/300\n", "7200/7200 [==============================] - 0s - loss: 0.4051 - acc: 0.8356 \n", "Epoch 41/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3871 - acc: 0.8376 \n", "Epoch 252/300\n", "7200/7200 [==============================] - 0s - loss: 0.3872 - acc: 0.8387 \n", "Epoch 253/300\n", "7200/7200 [==============================] - 0s - loss: 0.3874 - acc: 0.8379 \n", "Epoch 254/300\n", "7200/7200 [==============================] - 0s - loss: 0.3872 - acc: 0.8382 \n", "Epoch 255/300\n", "7200/7200 [==============================] - 0s - loss: 0.3870 - acc: 0.8385 \n", "Epoch 256/300\n", "7200/7200 [==============================] - 0s - loss: 0.3871 - acc: 0.8369 \n", "Epoch 257/300\n", "7200/7200 [==============================] - 0s - loss: 0.3872 - acc: 0.8393 \n", "Epoch 258/300\n", "7200/7200 [==============================] - 0s - loss: 0.3871 - acc: 0.8385 \n", "Epoch 259/300\n", "7200/7200 [==============================] - 0s - loss: 0.3869 - acc: 0.8383 \n", "Epoch 260/300\n", "7200/7200 [==============================] - 0s - loss: 0.3869 - acc: 0.8376 \n", "Epoch 261/300\n", "7200/7200 [==============================] - 0s - loss: 0.3869 - acc: 0.8386 \n", "Epoch 262/300\n", "7200/7200 [==============================] - 0s - loss: 0.3865 - acc: 0.8399 \n", "Epoch 263/300\n", "7200/7200 [==============================] - 0s - loss: 0.3868 - acc: 0.8393 \n", "Epoch 264/300\n", "7200/7200 [==============================] - 0s - loss: 0.3869 - acc: 0.8376 \n", "Epoch 265/300\n", "7200/7200 [==============================] - 0s - loss: 0.3872 - acc: 0.8389 \n", "Epoch 266/300\n", "7200/7200 [==============================] - 0s - loss: 0.3870 - acc: 0.8386 \n", "Epoch 267/300\n", "7200/7200 [==============================] - 0s - loss: 0.3870 - acc: 0.8378 \n", "Epoch 268/300\n", "7200/7200 [==============================] - 0s - loss: 0.3872 - acc: 0.8401 \n", "Epoch 269/300\n", "7200/7200 [==============================] - 0s - loss: 0.3872 - acc: 0.8390 \n", "Epoch 270/300\n", "7200/7200 [==============================] - 0s - loss: 0.3872 - acc: 0.8386 \n", "Epoch 271/300\n", "7200/7200 [==============================] - 0s - loss: 0.3868 - acc: 0.8392 \n", "Epoch 272/300\n", "7200/7200 [==============================] - 0s - loss: 0.3866 - acc: 0.8401 \n", "Epoch 273/300\n", "7200/7200 [==============================] - 0s - loss: 0.3870 - acc: 0.8385 \n", "Epoch 274/300\n", "7200/7200 [==============================] - 0s - loss: 0.3874 - acc: 0.8381 \n", "Epoch 275/300\n", "7200/7200 [==============================] - 0s - loss: 0.3864 - acc: 0.8387 \n", "Epoch 276/300\n", "7200/7200 [==============================] - 0s - loss: 0.3874 - acc: 0.8387 \n", "Epoch 277/300\n", "7200/7200 [==============================] - 0s - loss: 0.3869 - acc: 0.8374 \n", "Epoch 278/300\n", "7200/7200 [==============================] - 0s - loss: 0.3870 - acc: 0.8376 \n", "Epoch 279/300\n", "7200/7200 [==============================] - 0s - loss: 0.3871 - acc: 0.8381 \n", "Epoch 280/300\n", "7200/7200 [==============================] - 0s - loss: 0.3867 - acc: 0.8372 \n", "Epoch 281/300\n", "7200/7200 [==============================] - 0s - loss: 0.3867 - acc: 0.8382 \n", "Epoch 282/300\n", "7200/7200 [==============================] - 0s - loss: 0.3870 - acc: 0.8372 \n", "Epoch 283/300\n", "7200/7200 [==============================] - 0s - loss: 0.3866 - acc: 0.8385 \n", "Epoch 284/300\n", "7200/7200 [==============================] - 0s - loss: 0.3869 - acc: 0.8356 \n", "Epoch 285/300\n", "7200/7200 [==============================] - 0s - loss: 0.3868 - acc: 0.8378 \n", "Epoch 286/300\n", "7200/7200 [==============================] - 0s - loss: 0.3864 - acc: 0.8400 \n", "Epoch 287/300\n", "7200/7200 [==============================] - 0s - loss: 0.3868 - acc: 0.8374 \n", "Epoch 288/300\n", "7200/7200 [==============================] - 0s - loss: 0.3872 - acc: 0.8386 \n", "Epoch 289/300\n", "7200/7200 [==============================] - 0s - loss: 0.3868 - acc: 0.8386 \n", "Epoch 290/300\n", "7200/7200 [==============================] - 0s - loss: 0.3867 - acc: 0.8368 \n", "Epoch 291/300\n", "7200/7200 [==============================] - 0s - loss: 0.3866 - acc: 0.8376 \n", "Epoch 292/300\n", "7200/7200 [==============================] - 0s - loss: 0.3867 - acc: 0.8394 \n", "Epoch 293/300\n", "7200/7200 [==============================] - 0s - loss: 0.3868 - acc: 0.8364 \n", "Epoch 294/300\n", "7200/7200 [==============================] - 0s - loss: 0.3870 - acc: 0.8401 \n", "Epoch 295/300\n", "7200/7200 [==============================] - 0s - loss: 0.3870 - acc: 0.8382 \n", "Epoch 296/300\n", "7200/7200 [==============================] - 0s - loss: 0.3868 - acc: 0.8386 \n", "Epoch 297/300\n", "7200/7200 [==============================] - 0s - loss: 0.3867 - acc: 0.8371 \n", "Epoch 298/300\n", "7200/7200 [==============================] - 0s - loss: 0.3868 - acc: 0.8386 \n", "Epoch 299/300\n", "7200/7200 [==============================] - 0s - loss: 0.3872 - acc: 0.8379 \n", "Epoch 300/300\n", "7200/7200 [==============================] - 0s - loss: 0.3870 - acc: 0.8390 \n", "7136/7200 [============================>.] - ETA: 0sEpoch 1/300\n", "7200/7200 [==============================] - 1s - loss: 0.6490 - acc: 0.7901 \n", "Epoch 2/300\n", "7200/7200 [==============================] - 0s - loss: 0.5278 - acc: 0.7937 \n", "Epoch 3/300\n", "7200/7200 [==============================] - 0s - loss: 0.4536 - acc: 0.7937 \n", "Epoch 4/300\n", "7200/7200 [==============================] - 0s - loss: 0.4369 - acc: 0.7937 \n", "Epoch 5/300\n", "7200/7200 [==============================] - 0s - loss: 0.4295 - acc: 0.7937 \n", "Epoch 6/300\n", "7200/7200 [==============================] - 0s - loss: 0.4237 - acc: 0.8015 \n", "Epoch 7/300\n", "7200/7200 [==============================] - 0s - loss: 0.4180 - acc: 0.8211 \n", "Epoch 8/300\n", "7200/7200 [==============================] - 0s - loss: 0.4128 - acc: 0.8256 \n", "Epoch 9/300\n", "7200/7200 [==============================] - 0s - loss: 0.4077 - acc: 0.8267 \n", "Epoch 10/300\n", "7200/7200 [==============================] - 0s - loss: 0.4029 - acc: 0.8283 \n", "Epoch 11/300\n", "7200/7200 [==============================] - 0s - loss: 0.3982 - acc: 0.8279 \n", "Epoch 12/300\n", "7200/7200 [==============================] - 0s - loss: 0.3947 - acc: 0.8276 \n", "Epoch 13/300\n", "7200/7200 [==============================] - 0s - loss: 0.3911 - acc: 0.8268 \n", "Epoch 14/300\n", "7200/7200 [==============================] - 0s - loss: 0.3883 - acc: 0.8294 \n", "Epoch 15/300\n", "7200/7200 [==============================] - 0s - loss: 0.3855 - acc: 0.8301 \n", "Epoch 16/300\n", "7200/7200 [==============================] - 0s - loss: 0.3834 - acc: 0.8311 \n", "Epoch 17/300\n", "7200/7200 [==============================] - 0s - loss: 0.3811 - acc: 0.8304 \n", "Epoch 18/300\n", "7200/7200 [==============================] - 0s - loss: 0.3791 - acc: 0.8374 \n", "Epoch 19/300\n", "7200/7200 [==============================] - 0s - loss: 0.3772 - acc: 0.8401 \n", "Epoch 20/300\n", "7200/7200 [==============================] - 0s - loss: 0.3757 - acc: 0.8425 \n", "Epoch 21/300\n", "7200/7200 [==============================] - 0s - loss: 0.3745 - acc: 0.8436 - ETA: 0s - loss: 0.3766 - acc: \n", "Epoch 22/300\n", "7200/7200 [==============================] - 0s - loss: 0.3731 - acc: 0.8438 \n", "Epoch 23/300\n", "7200/7200 [==============================] - 0s - loss: 0.3714 - acc: 0.8467 \n", "Epoch 24/300\n", "7200/7200 [==============================] - 0s - loss: 0.3710 - acc: 0.8475 \n", "Epoch 25/300\n", "7200/7200 [==============================] - 0s - loss: 0.3695 - acc: 0.8478 \n", "Epoch 26/300\n", "7200/7200 [==============================] - 0s - loss: 0.3685 - acc: 0.8499 \n", "Epoch 27/300\n", "7200/7200 [==============================] - 0s - loss: 0.3672 - acc: 0.8515 \n", "Epoch 28/300\n", "7200/7200 [==============================] - 0s - loss: 0.3664 - acc: 0.8499 \n", "Epoch 29/300\n", "7200/7200 [==============================] - 0s - loss: 0.3659 - acc: 0.8506 \n", "Epoch 30/300\n", "7200/7200 [==============================] - 0s - loss: 0.3648 - acc: 0.8503 \n", "Epoch 31/300\n", "7200/7200 [==============================] - 0s - loss: 0.3642 - acc: 0.8508 \n", "Epoch 32/300\n", "7200/7200 [==============================] - 0s - loss: 0.3631 - acc: 0.8497 \n", "Epoch 33/300\n", "7200/7200 [==============================] - 0s - loss: 0.3627 - acc: 0.8518 \n", "Epoch 34/300\n", "7200/7200 [==============================] - 0s - loss: 0.3617 - acc: 0.8535 \n", "Epoch 35/300\n", "7200/7200 [==============================] - 0s - loss: 0.3609 - acc: 0.8532 \n", "Epoch 36/300\n", "7200/7200 [==============================] - 0s - loss: 0.3603 - acc: 0.8528 \n", "Epoch 37/300\n", "7200/7200 [==============================] - 0s - loss: 0.3597 - acc: 0.8542 \n", "Epoch 38/300\n", "7200/7200 [==============================] - 0s - loss: 0.3588 - acc: 0.8536 \n", "Epoch 39/300\n", "7200/7200 [==============================] - 0s - loss: 0.3582 - acc: 0.8542 \n", "Epoch 40/300\n", "7200/7200 [==============================] - 0s - loss: 0.3575 - acc: 0.8547 \n", "Epoch 41/300\n", "7200/7200 [==============================] - 0s - loss: 0.3569 - acc: 0.8531 \n", "Epoch 42/300\n", "7200/7200 [==============================] - 0s - loss: 0.3562 - acc: 0.8554 \n", "Epoch 43/300\n", "7200/7200 [==============================] - 0s - loss: 0.3559 - acc: 0.8543 \n", "Epoch 44/300\n", "7200/7200 [==============================] - 0s - loss: 0.3556 - acc: 0.8549 \n", "Epoch 45/300\n", "7200/7200 [==============================] - 0s - loss: 0.3545 - acc: 0.8547 \n", "Epoch 46/300\n", "7200/7200 [==============================] - 0s - loss: 0.3540 - acc: 0.8572 \n", "Epoch 47/300\n", "7200/7200 [==============================] - 0s - loss: 0.3534 - acc: 0.8575 \n", "Epoch 48/300\n", "7200/7200 [==============================] - 0s - loss: 0.3532 - acc: 0.8572 \n", "Epoch 49/300\n", "7200/7200 [==============================] - 0s - loss: 0.3526 - acc: 0.8551 \n", "Epoch 50/300\n", "7200/7200 [==============================] - 0s - loss: 0.3519 - acc: 0.8582 \n", "Epoch 51/300\n", "7200/7200 [==============================] - 0s - loss: 0.3520 - acc: 0.8585 \n", "Epoch 52/300\n", "7200/7200 [==============================] - 0s - loss: 0.3517 - acc: 0.8558 \n", "Epoch 53/300\n", "7200/7200 [==============================] - 0s - loss: 0.3517 - acc: 0.8582 \n", "Epoch 54/300\n", "7200/7200 [==============================] - 0s - loss: 0.3513 - acc: 0.8585 \n", "Epoch 55/300\n", "7200/7200 [==============================] - 0s - loss: 0.3501 - acc: 0.8597 \n", "Epoch 56/300\n", "7200/7200 [==============================] - 0s - loss: 0.3503 - acc: 0.8585 \n", "Epoch 57/300\n", "7200/7200 [==============================] - 0s - loss: 0.3501 - acc: 0.8587 \n", "Epoch 58/300\n", "7200/7200 [==============================] - 0s - loss: 0.3504 - acc: 0.8586 \n", "Epoch 59/300\n", "7200/7200 [==============================] - 0s - loss: 0.3498 - acc: 0.8596 \n", "Epoch 60/300\n", "7200/7200 [==============================] - 0s - loss: 0.3491 - acc: 0.8608 \n", "Epoch 61/300\n", "7200/7200 [==============================] - 0s - loss: 0.3493 - acc: 0.8582 \n", "Epoch 62/300\n", "7200/7200 [==============================] - 0s - loss: 0.3492 - acc: 0.8601 \n", "Epoch 63/300\n", "7200/7200 [==============================] - 0s - loss: 0.3491 - acc: 0.8589 \n", "Epoch 64/300\n", "7200/7200 [==============================] - 0s - loss: 0.3485 - acc: 0.8599 \n", "Epoch 65/300\n", "7200/7200 [==============================] - 0s - loss: 0.3485 - acc: 0.8610 \n", "Epoch 66/300\n", "7200/7200 [==============================] - 0s - loss: 0.3482 - acc: 0.8592 \n", "Epoch 67/300\n", "7200/7200 [==============================] - 0s - loss: 0.3483 - acc: 0.8589 \n", "Epoch 68/300\n", "7200/7200 [==============================] - 0s - loss: 0.3484 - acc: 0.8608 \n", "Epoch 69/300\n", "7200/7200 [==============================] - 0s - loss: 0.3473 - acc: 0.8607 \n", "Epoch 70/300\n", "7200/7200 [==============================] - 0s - loss: 0.3474 - acc: 0.8621 \n", "Epoch 71/300\n", "7200/7200 [==============================] - 0s - loss: 0.3473 - acc: 0.8608 \n", "Epoch 72/300\n", "7200/7200 [==============================] - 0s - loss: 0.3467 - acc: 0.8606 \n", "Epoch 73/300\n", "7200/7200 [==============================] - 0s - loss: 0.3470 - acc: 0.8592 \n", "Epoch 74/300\n", "7200/7200 [==============================] - 0s - loss: 0.3469 - acc: 0.8576 \n", "Epoch 75/300\n", "7200/7200 [==============================] - 0s - loss: 0.3460 - acc: 0.8624 \n", "Epoch 76/300\n", "7200/7200 [==============================] - 0s - loss: 0.3465 - acc: 0.8614 \n", "Epoch 77/300\n", "7200/7200 [==============================] - 0s - loss: 0.3453 - acc: 0.8593 \n", "Epoch 78/300\n", "7200/7200 [==============================] - 0s - loss: 0.3455 - acc: 0.8596 \n", "Epoch 79/300\n", "7200/7200 [==============================] - 0s - loss: 0.3446 - acc: 0.8614 \n", "Epoch 80/300\n", "7200/7200 [==============================] - 0s - loss: 0.3451 - acc: 0.8587 \n", "Epoch 81/300\n", "7200/7200 [==============================] - 0s - loss: 0.3444 - acc: 0.8613 \n", "Epoch 82/300\n", "7200/7200 [==============================] - 0s - loss: 0.3435 - acc: 0.8587 \n", "Epoch 83/300\n", "7200/7200 [==============================] - 0s - loss: 0.3436 - acc: 0.8621 \n", "Epoch 84/300\n", "7200/7200 [==============================] - 0s - loss: 0.3436 - acc: 0.8606 \n", "Epoch 85/300\n", "7200/7200 [==============================] - 0s - loss: 0.3434 - acc: 0.8629 \n", "Epoch 86/300\n", "7200/7200 [==============================] - 0s - loss: 0.3431 - acc: 0.8597 \n", "Epoch 87/300\n", "7200/7200 [==============================] - 0s - loss: 0.3427 - acc: 0.8604 \n", "Epoch 88/300\n", "7200/7200 [==============================] - 0s - loss: 0.3428 - acc: 0.8603 \n", "Epoch 89/300\n", "7200/7200 [==============================] - 0s - loss: 0.3421 - acc: 0.8589 \n", "Epoch 90/300\n", "7200/7200 [==============================] - 0s - loss: 0.3418 - acc: 0.8589 \n", "Epoch 91/300\n", "7200/7200 [==============================] - 0s - loss: 0.3411 - acc: 0.8624 \n", "Epoch 92/300\n", "7200/7200 [==============================] - 0s - loss: 0.3422 - acc: 0.8597 \n", "Epoch 93/300\n", "7200/7200 [==============================] - 0s - loss: 0.3410 - acc: 0.8621 \n", "Epoch 94/300\n", "7200/7200 [==============================] - 0s - loss: 0.3410 - acc: 0.8619 \n", "Epoch 95/300\n", "7200/7200 [==============================] - 0s - loss: 0.3410 - acc: 0.8607 \n", "Epoch 96/300\n", "7200/7200 [==============================] - 0s - loss: 0.3409 - acc: 0.8618 \n", "Epoch 97/300\n", "7200/7200 [==============================] - 0s - loss: 0.3406 - acc: 0.8613 \n", "Epoch 98/300\n", "7200/7200 [==============================] - 0s - loss: 0.3409 - acc: 0.8607 \n", "Epoch 99/300\n", "7200/7200 [==============================] - 0s - loss: 0.3396 - acc: 0.8587 \n", "Epoch 100/300\n", "7200/7200 [==============================] - 0s - loss: 0.3400 - acc: 0.8600 \n", "Epoch 101/300\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7200/7200 [==============================] - 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0s - loss: 0.3920 - acc: 0.8392 \n", "Epoch 242/300\n", "7200/7200 [==============================] - 0s - loss: 0.3923 - acc: 0.8392 \n", "Epoch 243/300\n", "7200/7200 [==============================] - 0s - loss: 0.3918 - acc: 0.8386 \n", "Epoch 244/300\n", "7200/7200 [==============================] - 0s - loss: 0.3924 - acc: 0.8382 \n", "Epoch 245/300\n", "7200/7200 [==============================] - 0s - loss: 0.3921 - acc: 0.8374 \n", "Epoch 246/300\n", "7200/7200 [==============================] - 0s - loss: 0.3925 - acc: 0.8369 \n", "Epoch 247/300\n", "7200/7200 [==============================] - 0s - loss: 0.3922 - acc: 0.8381 \n", "Epoch 248/300\n", "7200/7200 [==============================] - 0s - loss: 0.3922 - acc: 0.8386 \n", "Epoch 249/300\n", "7200/7200 [==============================] - 0s - loss: 0.3923 - acc: 0.8389 \n", "Epoch 250/300\n", "7200/7200 [==============================] - 0s - loss: 0.3920 - acc: 0.8378 \n", "Epoch 251/300\n", "7200/7200 [==============================] - 0s - loss: 0.3922 - acc: 0.8369 \n", "Epoch 252/300\n", "7200/7200 [==============================] - 0s - loss: 0.3925 - acc: 0.8375 \n", "Epoch 253/300\n", "7200/7200 [==============================] - 0s - loss: 0.3922 - acc: 0.8379 \n", "Epoch 254/300\n", "7200/7200 [==============================] - 0s - loss: 0.3924 - acc: 0.8374 \n", "Epoch 255/300\n", "7200/7200 [==============================] - 0s - loss: 0.3921 - acc: 0.8369 \n", "Epoch 256/300\n", "7200/7200 [==============================] - 0s - loss: 0.3922 - acc: 0.8379 \n", "Epoch 257/300\n", "7200/7200 [==============================] - 0s - loss: 0.3922 - acc: 0.8392 \n", "Epoch 258/300\n", "7200/7200 [==============================] - 0s - loss: 0.3922 - acc: 0.8368 \n", "Epoch 259/300\n", "7200/7200 [==============================] - 0s - loss: 0.3923 - acc: 0.8394 \n", "Epoch 260/300\n", "7200/7200 [==============================] - 0s - loss: 0.3922 - acc: 0.8382 \n", "Epoch 261/300\n", "7200/7200 [==============================] - 0s - loss: 0.3921 - acc: 0.8376 \n", "Epoch 262/300\n", "7200/7200 [==============================] - 0s - loss: 0.3922 - acc: 0.8379 \n", "Epoch 263/300\n", "7200/7200 [==============================] - 0s - loss: 0.3924 - acc: 0.8375 \n", "Epoch 264/300\n", "7200/7200 [==============================] - 0s - loss: 0.3923 - acc: 0.8371 \n", "Epoch 265/300\n", "7200/7200 [==============================] - 0s - loss: 0.3923 - acc: 0.8374 \n", "Epoch 266/300\n", "7200/7200 [==============================] - 0s - loss: 0.3922 - acc: 0.8371 \n", "Epoch 267/300\n", "7200/7200 [==============================] - 0s - loss: 0.3920 - acc: 0.8367 \n", "Epoch 268/300\n", "7200/7200 [==============================] - ETA: 0s - loss: 0.3920 - acc: 0.838 - 0s - loss: 0.3922 - acc: 0.8383 \n", "Epoch 269/300\n", "7200/7200 [==============================] - 0s - loss: 0.3920 - acc: 0.8389 \n", "Epoch 270/300\n", "7200/7200 [==============================] - 0s - loss: 0.3922 - acc: 0.8379 \n", "Epoch 271/300\n", "7200/7200 [==============================] - 0s - loss: 0.3919 - acc: 0.8382 \n", "Epoch 272/300\n", "7200/7200 [==============================] - 0s - loss: 0.3917 - acc: 0.8394 \n", "Epoch 273/300\n", "7200/7200 [==============================] - 0s - loss: 0.3921 - acc: 0.8376 \n", "Epoch 274/300\n", "7200/7200 [==============================] - 0s - loss: 0.3919 - acc: 0.8381 \n", "Epoch 275/300\n", "7200/7200 [==============================] - 0s - loss: 0.3920 - acc: 0.8378 \n", "Epoch 276/300\n", "7200/7200 [==============================] - 0s - loss: 0.3921 - acc: 0.8385 \n", "Epoch 277/300\n", "7200/7200 [==============================] - 0s - loss: 0.3918 - acc: 0.8390 \n", "Epoch 278/300\n", "7200/7200 [==============================] - 0s - loss: 0.3921 - acc: 0.8371 \n", "Epoch 279/300\n", "7200/7200 [==============================] - 0s - loss: 0.3922 - acc: 0.8378 \n", "Epoch 280/300\n", "7200/7200 [==============================] - 0s - loss: 0.3918 - acc: 0.8403 \n", "Epoch 281/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3921 - acc: 0.8389 \n", "Epoch 292/300\n", "7200/7200 [==============================] - 0s - loss: 0.3922 - acc: 0.8378 \n", "Epoch 293/300\n", "7200/7200 [==============================] - 0s - loss: 0.3920 - acc: 0.8392 \n", "Epoch 294/300\n", "7200/7200 [==============================] - 0s - loss: 0.3920 - acc: 0.8387 \n", "Epoch 295/300\n", "7200/7200 [==============================] - 0s - loss: 0.3921 - acc: 0.8385 \n", "Epoch 296/300\n", "7200/7200 [==============================] - 0s - loss: 0.3921 - acc: 0.8386 \n", "Epoch 297/300\n", "7200/7200 [==============================] - 0s - loss: 0.3920 - acc: 0.8386 \n", "Epoch 298/300\n", "7200/7200 [==============================] - 0s - loss: 0.3922 - acc: 0.8385 \n", "Epoch 299/300\n", "7200/7200 [==============================] - 0s - loss: 0.3917 - acc: 0.8386 \n", "Epoch 300/300\n", "7200/7200 [==============================] - 0s - loss: 0.3926 - acc: 0.8385 \n", "6144/7200 [========================>.....] - ETA: 0sEpoch 1/300\n", "7200/7200 [==============================] - 1s - loss: 0.5792 - acc: 0.7969 \n", "Epoch 2/300\n", "7200/7200 [==============================] - 0s - loss: 0.4435 - acc: 0.7969 \n", "Epoch 3/300\n", "7200/7200 [==============================] - 0s - loss: 0.4330 - acc: 0.7969 \n", "Epoch 4/300\n", "7200/7200 [==============================] - 0s - loss: 0.4288 - acc: 0.7969 \n", "Epoch 5/300\n", "7200/7200 [==============================] - 0s - loss: 0.4259 - acc: 0.7969 \n", "Epoch 6/300\n", "7200/7200 [==============================] - 0s - loss: 0.4234 - acc: 0.7969 \n", "Epoch 7/300\n", "7200/7200 [==============================] - 0s - loss: 0.4211 - acc: 0.8035 \n", "Epoch 8/300\n", "7200/7200 [==============================] - 0s - loss: 0.4193 - acc: 0.8201 \n", "Epoch 9/300\n", "7200/7200 [==============================] - 0s - loss: 0.4182 - acc: 0.8237 \n", "Epoch 10/300\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7200/7200 [==============================] - 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0s - loss: 0.4007 - acc: 0.8361 \n", "Epoch 230/300\n", "7200/7200 [==============================] - 0s - loss: 0.4008 - acc: 0.8336 \n", "Epoch 231/300\n", "7200/7200 [==============================] - 0s - loss: 0.4005 - acc: 0.8350 \n", "Epoch 232/300\n", "7200/7200 [==============================] - 0s - loss: 0.4005 - acc: 0.8333 \n", "Epoch 233/300\n", "7200/7200 [==============================] - 0s - loss: 0.4005 - acc: 0.8347 \n", "Epoch 234/300\n", "7200/7200 [==============================] - 0s - loss: 0.4005 - acc: 0.8342 \n", "Epoch 235/300\n", "7200/7200 [==============================] - 0s - loss: 0.4004 - acc: 0.8344 \n", "Epoch 236/300\n", "7200/7200 [==============================] - 0s - loss: 0.3999 - acc: 0.8354 \n", "Epoch 237/300\n", "7200/7200 [==============================] - 0s - loss: 0.4002 - acc: 0.8335 \n", "Epoch 238/300\n", "7200/7200 [==============================] - 0s - loss: 0.4001 - acc: 0.8343 \n", "Epoch 239/300\n", "7200/7200 [==============================] - 0s - loss: 0.3999 - acc: 0.8360 \n", "Epoch 240/300\n", "7200/7200 [==============================] - 0s - loss: 0.3995 - acc: 0.8346 \n", "Epoch 241/300\n", "7200/7200 [==============================] - 0s - loss: 0.3999 - acc: 0.8344 \n", "Epoch 242/300\n", "7200/7200 [==============================] - 0s - loss: 0.3995 - acc: 0.8354 \n", "Epoch 243/300\n", "7200/7200 [==============================] - 0s - loss: 0.3997 - acc: 0.8357 \n", "Epoch 244/300\n", "7200/7200 [==============================] - 0s - loss: 0.3991 - acc: 0.8350 \n", "Epoch 245/300\n", "7200/7200 [==============================] - 0s - loss: 0.3994 - acc: 0.8336 \n", "Epoch 246/300\n", "7200/7200 [==============================] - 0s - loss: 0.3989 - acc: 0.8351 \n", "Epoch 247/300\n", "7200/7200 [==============================] - 0s - loss: 0.3989 - acc: 0.8343 \n", "Epoch 248/300\n", "7200/7200 [==============================] - 0s - loss: 0.3991 - acc: 0.8331 \n", "Epoch 249/300\n", "7200/7200 [==============================] - 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0s - loss: 0.3333 - acc: 0.8631 \n", "Epoch 249/300\n", "8000/8000 [==============================] - 0s - loss: 0.3335 - acc: 0.8631 \n", "Epoch 250/300\n", "8000/8000 [==============================] - 0s - loss: 0.3348 - acc: 0.8636 \n", "Epoch 251/300\n", "8000/8000 [==============================] - 0s - loss: 0.3348 - acc: 0.8608 \n", "Epoch 252/300\n", "8000/8000 [==============================] - 0s - loss: 0.3330 - acc: 0.8638 \n", "Epoch 253/300\n", "8000/8000 [==============================] - 0s - loss: 0.3334 - acc: 0.8629 \n", "Epoch 254/300\n", "8000/8000 [==============================] - 0s - loss: 0.3346 - acc: 0.8641 \n", "Epoch 255/300\n", "8000/8000 [==============================] - 0s - loss: 0.3342 - acc: 0.8619 \n", "Epoch 256/300\n", "8000/8000 [==============================] - 0s - loss: 0.3348 - acc: 0.8628 \n", "Epoch 257/300\n", "8000/8000 [==============================] - 0s - loss: 0.3350 - acc: 0.8631 \n", "Epoch 258/300\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8000/8000 [==============================] - 0s - loss: 0.3338 - acc: 0.8625 \n", "Epoch 259/300\n", "8000/8000 [==============================] - 0s - loss: 0.3335 - acc: 0.8638 \n", "Epoch 260/300\n", "8000/8000 [==============================] - 0s - loss: 0.3342 - acc: 0.8634 \n", "Epoch 261/300\n", "8000/8000 [==============================] - 0s - loss: 0.3341 - acc: 0.8638 \n", "Epoch 262/300\n", "8000/8000 [==============================] - 0s - loss: 0.3346 - acc: 0.8611 \n", "Epoch 263/300\n", "8000/8000 [==============================] - 0s - loss: 0.3343 - acc: 0.8624 \n", "Epoch 264/300\n", "8000/8000 [==============================] - 0s - loss: 0.3334 - acc: 0.8626 \n", "Epoch 265/300\n", "8000/8000 [==============================] - 0s - loss: 0.3342 - acc: 0.8620 \n", "Epoch 266/300\n", "8000/8000 [==============================] - 0s - loss: 0.3345 - acc: 0.8614 \n", "Epoch 267/300\n", "8000/8000 [==============================] - 0s - loss: 0.3341 - acc: 0.8616 \n", "Epoch 268/300\n", "8000/8000 [==============================] - 0s - loss: 0.3338 - acc: 0.8620 \n", "Epoch 269/300\n", "8000/8000 [==============================] - 0s - loss: 0.3343 - acc: 0.8613 \n", "Epoch 270/300\n", "8000/8000 [==============================] - 0s - loss: 0.3335 - acc: 0.8626 \n", "Epoch 271/300\n", "8000/8000 [==============================] - 0s - loss: 0.3338 - acc: 0.8628 \n", "Epoch 272/300\n", "8000/8000 [==============================] - 0s - loss: 0.3343 - acc: 0.8630 \n", "Epoch 273/300\n", "8000/8000 [==============================] - 0s - loss: 0.3329 - acc: 0.8663 \n", "Epoch 274/300\n", "8000/8000 [==============================] - 0s - loss: 0.3348 - acc: 0.8634 \n", "Epoch 275/300\n", "8000/8000 [==============================] - 0s - loss: 0.3337 - acc: 0.8620 \n", "Epoch 276/300\n", "8000/8000 [==============================] - 0s - loss: 0.3346 - acc: 0.8635 \n", "Epoch 277/300\n", "8000/8000 [==============================] - 0s - loss: 0.3340 - acc: 0.8622 \n", "Epoch 278/300\n", "8000/8000 [==============================] - 0s - loss: 0.3340 - acc: 0.8635 \n", "Epoch 279/300\n", "8000/8000 [==============================] - 0s - loss: 0.3336 - acc: 0.8639 \n", "Epoch 280/300\n", "8000/8000 [==============================] - 0s - loss: 0.3347 - acc: 0.8620 \n", "Epoch 281/300\n", "8000/8000 [==============================] - 0s - loss: 0.3337 - acc: 0.8624 \n", "Epoch 282/300\n", "8000/8000 [==============================] - 0s - loss: 0.3340 - acc: 0.8630 \n", "Epoch 283/300\n", "8000/8000 [==============================] - 0s - loss: 0.3352 - acc: 0.8610 \n", "Epoch 284/300\n", "8000/8000 [==============================] - 0s - loss: 0.3341 - acc: 0.8639 \n", "Epoch 285/300\n", "8000/8000 [==============================] - 0s - loss: 0.3342 - acc: 0.8632 \n", "Epoch 286/300\n", "8000/8000 [==============================] - 0s - loss: 0.3341 - acc: 0.8624 \n", "Epoch 287/300\n", "8000/8000 [==============================] - 0s - loss: 0.3349 - acc: 0.8636 \n", "Epoch 288/300\n", "8000/8000 [==============================] - 0s - loss: 0.3342 - acc: 0.8634 \n", "Epoch 289/300\n", "8000/8000 [==============================] - 0s - loss: 0.3341 - acc: 0.8636 \n", "Epoch 290/300\n", "8000/8000 [==============================] - 0s - loss: 0.3340 - acc: 0.8628 \n", "Epoch 291/300\n", "8000/8000 [==============================] - 0s - loss: 0.3340 - acc: 0.8626 \n", "Epoch 292/300\n", "8000/8000 [==============================] - 0s - loss: 0.3344 - acc: 0.8620 \n", "Epoch 293/300\n", "8000/8000 [==============================] - 0s - loss: 0.3339 - acc: 0.8621 \n", "Epoch 294/300\n", "8000/8000 [==============================] - 0s - loss: 0.3342 - acc: 0.8629 \n", "Epoch 295/300\n", "8000/8000 [==============================] - 0s - loss: 0.3336 - acc: 0.8639 \n", "Epoch 296/300\n", "8000/8000 [==============================] - 0s - loss: 0.3339 - acc: 0.8629 \n", "Epoch 297/300\n", "8000/8000 [==============================] - 0s - loss: 0.3339 - acc: 0.8629 \n", "Epoch 298/300\n", "8000/8000 [==============================] - 0s - loss: 0.3337 - acc: 0.8630 \n", "Epoch 299/300\n", "8000/8000 [==============================] - 0s - loss: 0.3343 - acc: 0.8616 \n", "Epoch 300/300\n", "8000/8000 [==============================] - 0s - loss: 0.3338 - acc: 0.8640 \n" ] } ], "source": [ "grid_search = grid_search.fit(X_train, y_train)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " Best Parameters: \n", "\n", "{'batch_size': 32, 'epochs': 300, 'optimizer': 'adam'}\n", "\n", " Best Accuracy: \n", "\n", "0.85325\n" ] } ], "source": [ "best_parameters = grid_search.best_params_\n", "best_accuracy = grid_search.best_score_\n", "\n", "print(\"\\n Best Parameters: \\n\")\n", "print(best_parameters)\n", "\n", "print(\"\\n Best Accuracy: \\n\")\n", "print(best_accuracy)" ] } ], "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": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 2 }