ML4DM Lab7 - (Cifar10 Dataset Skip Connection).ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"ML4DM Lab7 - (Cifar10 Dataset Skip Connection).ipynb","provenance":[],"collapsed_sections":["YJ53nFo9xu9g"]},"kernelspec":{"name":"python3","display_name":"Python 3"},"accelerator":"GPU"},"cells":[{"cell_type":"markdown","metadata":{"id":"YJ53nFo9xu9g","colab_type":"text"},"source":["# Import"]},{"cell_type":"code","metadata":{"id":"kMlCWG69m_tk","colab_type":"code","outputId":"a83441aa-fd9b-4748-d676-f6152a872335","executionInfo":{"status":"ok","timestamp":1573621166513,"user_tz":-330,"elapsed":1138,"user":{"displayName":"201601422 Daiict","photoUrl":"","userId":"06333073350363496926"}},"colab":{"base_uri":"https://localhost:8080/","height":35}},"source":["from __future__ import absolute_import, division, print_function, unicode_literals\n","\n","# TensorFlow and tf.keras\n","import tensorflow as tf\n","from tensorflow import keras\n","\n","# Helper libraries\n","import numpy as np\n","import matplotlib.pyplot as plt\n","\n","print(tf.__version__)\n","\n","from keras.datasets import cifar10\n","from keras.layers import Input, Flatten, Dense\n","from keras.preprocessing.image import ImageDataGenerator\n","from keras.models import Sequential\n","from keras.layers import Dense, Dropout, Activation, Flatten, Conv2D\n","from keras.layers import Conv2D, MaxPooling2D, AveragePooling2D\n","import keras\n","import matplotlib.pyplot as plt\n","from keras.models import Model\n","from keras.layers import BatchNormalization\n","from keras import layers\n","from keras.utils import plot_model\n","from keras.layers import Input, Flatten, Dense"],"execution_count":0,"outputs":[{"output_type":"stream","text":["1.15.0\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"To1MNrS3xxpY","colab_type":"text"},"source":["# Loading the dataset"]},{"cell_type":"code","metadata":{"id":"JeDCqS6inBws","colab_type":"code","colab":{}},"source":["cifar10 = keras.datasets.cifar10\n","\n","(train_images, train_labels), (test_images, test_labels) = cifar10.load_data()"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"yomTZEkfx0uN","colab_type":"text"},"source":["# Data Preprocessing"]},{"cell_type":"code","metadata":{"id":"c4pMGw3snCZj","colab_type":"code","outputId":"31c1705b-42d2-4388-e799-b82f5f0ed462","executionInfo":{"status":"ok","timestamp":1573620417636,"user_tz":-330,"elapsed":1283,"user":{"displayName":"201601422 Daiict","photoUrl":"","userId":"06333073350363496926"}},"colab":{"base_uri":"https://localhost:8080/","height":90}},"source":["class_names = ['airplane', 'automobile', 'bird', 'cat', 'deer','dog', 'frog', 'horse', 'ship', 'truck']\n","\n","print(\"train_images.shape\", train_images.shape)\n","print(\"length of train_labels\",len(train_labels))\n","\n","test_images=test_images[1:9985]\n","print(\"test_images.shape\",test_images.shape)\n","\n","test_labels=test_labels[1:9985]\n","print(\"length of test_labels\",len(test_labels))"],"execution_count":0,"outputs":[{"output_type":"stream","text":["train_images.shape (50000, 32, 32, 3)\n","length of train_labels 50000\n","test_images.shape (9984, 32, 32, 3)\n","length of test_labels 9984\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"9U2b5FYQnFgu","colab_type":"code","outputId":"f9e86850-49f3-4033-908d-204e4f82738d","executionInfo":{"status":"ok","timestamp":1573620421722,"user_tz":-330,"elapsed":3334,"user":{"displayName":"201601422 Daiict","photoUrl":"","userId":"06333073350363496926"}},"colab":{"base_uri":"https://localhost:8080/","height":692}},"source":["plt.figure(figsize=(15,15))\n","for i in range(20):\n","    plt.subplot(5,5,i+1)\n","    plt.xticks([])\n","    plt.yticks([])\n","    plt.grid(False)\n","    plt.imshow(train_images[i])\n","    plt.xlabel(class_names[int(train_labels[i])])\n","plt.show()"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA1MAAAKjCAYAAAD4XVUxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nmLGYmEd8nt3Z1saq1Rp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size 1080x1080 with 20 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"Rypbz8TL8imj","colab_type":"code","outputId":"11fe808a-fbbf-4540-dbc1-7606f3ff76ec","executionInfo":{"status":"ok","timestamp":1573620424552,"user_tz":-330,"elapsed":888,"user":{"displayName":"201601422 Daiict","photoUrl":"","userId":"06333073350363496926"}},"colab":{"base_uri":"https://localhost:8080/","height":35}},"source":["class_number = 10\n","\n","train_labels = keras.utils.to_categorical(train_labels, class_number)\n","test_labels = keras.utils.to_categorical(test_labels, class_number)\n","\n","print(train_labels.shape)"],"execution_count":0,"outputs":[{"output_type":"stream","text":["(50000, 10)\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"u7fpko5gyBxT","colab_type":"text"},"source":["# CNN with Skip Connection"]},{"cell_type":"code","metadata":{"id":"jPlnZE8NnP3b","colab_type":"code","outputId":"790cbaf4-926e-488a-c5d9-bfc30779e802","executionInfo":{"status":"ok","timestamp":1573622116844,"user_tz":-330,"elapsed":2472,"user":{"displayName":"201601422 Daiict","photoUrl":"","userId":"06333073350363496926"}},"colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["\n","input = keras.layers.Input(shape=trainX.shape[1:],name = 'input')\n","\n","#cnn_block 1\n","\n","y = keras.layers.Conv2D(filters=64,kernel_size=(3,3))(input)\n","\n","\n","y1 = keras.layers.Conv2D(filters=64,kernel_size=(3,3))(x1)\n","y1_1 = BatchNormalization()(y1)\n","x2 = Activation('relu')(y1_1)\n","\n","y2 = keras.layers.Conv2D(filters=64,kernel_size=(1,1))(x2)\n","x3 = Activation('relu')(y2)\n","\n","x4 = layers.concatenate([x3,x2])\n","\n","x4 = AveragePooling2D((2,2), padding='same')(x4)\n","\n","#cnn_block 2\n","\n","y = keras.layers.Conv2D(filters=512,kernel_size=(3,3))(x4)\n","x1 = Activation('relu')(y)\n","\n","y1 = keras.layers.Conv2D(filters=512,kernel_size=(1,1))(x1)\n","y1_1 = BatchNormalization()(y1)\n","x2 = Activation('relu')(y1_1)\n","\n","x4 = layers.concatenate([x2,x1])\n","\n","#x4 = AveragePooling2D((2,2), padding='same')(x4)\n","\n","\n","#cnn_block 3\n","\n","y = keras.layers.Conv2D(filters=128,kernel_size=(3,3))(x4)\n","x1 = Activation('relu')(y)\n","\n","y1 = keras.layers.Conv2D(filters=128,kernel_size=(3,3))(x1)\n","x2 = Activation('relu')(y1)\n","\n","y2 = keras.layers.Conv2D(filters=128,kernel_size=(1,1))(x2)\n","x3 = Activation('relu')(y2)\n","\n","x4 = layers.concatenate([x3,x2])\n","\n","#x4 = AveragePooling2D((2,2))(x4)\n","\n","#cnn_block 4\n","\n","y = keras.layers.Conv2D(filters=128,kernel_size=(3,3))(x4)\n","x1 = Activation('relu')(y)\n","\n","y1 = keras.layers.Conv2D(filters=128,kernel_size=(3,3))(x1)\n","y1_1 = BatchNormalization()(y1)\n","x2 = Activation('relu')(y1_1)\n","\n","y2 = keras.layers.Conv2D(filters=128,kernel_size=(1,1))(x2)\n","x3 = Activation('relu')(y2)\n","\n","x4 = layers.concatenate([x3,x2])\n","\n","#x4 = AveragePooling2D((2,2))(x4)\n","\n","# mlp layer\n","      \n","x = Flatten()(x4)\n","x = Dense(4096)(x)\n","x = Activation('relu')(x)\n","x = Dense(512)(x)\n","x = Activation('relu')(x)\n","x = Dense(128)(x)\n","x = Activation('relu')(x)\n","x = Dense(128)(x)\n","x = Activation('relu')(x)\n","x = Dense(10)(x)\n","x = Activation('softmax')(x)\n","\n","model = Model(inputs=input, outputs=x)\n","\n","model.summary()\n","\n","plot_model(model, to_file='model.png')"],"execution_count":0,"outputs":[{"output_type":"stream","text":["Model: \"model_5\"\n","__________________________________________________________________________________________________\n","Layer (type)                    Output Shape         Param #     Connected to                     \n","==================================================================================================\n","input (InputLayer)              (None, 32, 32, 3)    0                                            \n","__________________________________________________________________________________________________\n","conv2d_198 (Conv2D)             (None, 30, 30, 64)   1792        input[0][0]                      \n","__________________________________________________________________________________________________\n","activation_211 (Activation)     (None, 30, 30, 64)   0           conv2d_198[0][0]                 \n","__________________________________________________________________________________________________\n","conv2d_199 (Conv2D)             (None, 28, 28, 64)   36928       activation_211[0][0]             \n","__________________________________________________________________________________________________\n","batch_normalization_48 (BatchNo (None, 28, 28, 64)   256         conv2d_199[0][0]                 \n","__________________________________________________________________________________________________\n","activation_212 (Activation)     (None, 28, 28, 64)   0           batch_normalization_48[0][0]     \n","__________________________________________________________________________________________________\n","conv2d_200 (Conv2D)             (None, 28, 28, 64)   4160        activation_212[0][0]             \n","__________________________________________________________________________________________________\n","activation_213 (Activation)     (None, 28, 28, 64)   0           conv2d_200[0][0]                 \n","__________________________________________________________________________________________________\n","concatenate_64 (Concatenate)    (None, 28, 28, 128)  0           activation_213[0][0]             \n","                                                                 activation_212[0][0]             \n","__________________________________________________________________________________________________\n","average_pooling2d_29 (AveragePo (None, 14, 14, 128)  0           concatenate_64[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_201 (Conv2D)             (None, 12, 12, 512)  590336      average_pooling2d_29[0][0]       \n","__________________________________________________________________________________________________\n","activation_214 (Activation)     (None, 12, 12, 512)  0           conv2d_201[0][0]                 \n","__________________________________________________________________________________________________\n","conv2d_202 (Conv2D)             (None, 12, 12, 512)  262656      activation_214[0][0]             \n","__________________________________________________________________________________________________\n","batch_normalization_49 (BatchNo (None, 12, 12, 512)  2048        conv2d_202[0][0]                 \n","__________________________________________________________________________________________________\n","activation_215 (Activation)     (None, 12, 12, 512)  0           batch_normalization_49[0][0]     \n","__________________________________________________________________________________________________\n","concatenate_65 (Concatenate)    (None, 12, 12, 1024) 0           activation_215[0][0]             \n","                                                                 activation_214[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_203 (Conv2D)             (None, 10, 10, 128)  1179776     concatenate_65[0][0]             \n","__________________________________________________________________________________________________\n","activation_216 (Activation)     (None, 10, 10, 128)  0           conv2d_203[0][0]                 \n","__________________________________________________________________________________________________\n","conv2d_204 (Conv2D)             (None, 8, 8, 128)    147584      activation_216[0][0]             \n","__________________________________________________________________________________________________\n","activation_217 (Activation)     (None, 8, 8, 128)    0           conv2d_204[0][0]                 \n","__________________________________________________________________________________________________\n","conv2d_205 (Conv2D)             (None, 8, 8, 128)    16512       activation_217[0][0]             \n","__________________________________________________________________________________________________\n","activation_218 (Activation)     (None, 8, 8, 128)    0           conv2d_205[0][0]                 \n","__________________________________________________________________________________________________\n","concatenate_66 (Concatenate)    (None, 8, 8, 256)    0           activation_218[0][0]             \n","                                                                 activation_217[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_206 (Conv2D)             (None, 6, 6, 128)    295040      concatenate_66[0][0]             \n","__________________________________________________________________________________________________\n","activation_219 (Activation)     (None, 6, 6, 128)    0           conv2d_206[0][0]                 \n","__________________________________________________________________________________________________\n","conv2d_207 (Conv2D)             (None, 4, 4, 128)    147584      activation_219[0][0]             \n","__________________________________________________________________________________________________\n","batch_normalization_50 (BatchNo (None, 4, 4, 128)    512         conv2d_207[0][0]                 \n","__________________________________________________________________________________________________\n","activation_220 (Activation)     (None, 4, 4, 128)    0           batch_normalization_50[0][0]     \n","__________________________________________________________________________________________________\n","conv2d_208 (Conv2D)             (None, 4, 4, 128)    16512       activation_220[0][0]             \n","__________________________________________________________________________________________________\n","activation_221 (Activation)     (None, 4, 4, 128)    0           conv2d_208[0][0]                 \n","__________________________________________________________________________________________________\n","concatenate_67 (Concatenate)    (None, 4, 4, 256)    0           activation_221[0][0]             \n","                                                                 activation_220[0][0]             \n","__________________________________________________________________________________________________\n","flatten_5 (Flatten)             (None, 4096)         0           concatenate_67[0][0]             \n","__________________________________________________________________________________________________\n","dense_21 (Dense)                (None, 4096)         16781312    flatten_5[0][0]                  \n","__________________________________________________________________________________________________\n","activation_222 (Activation)     (None, 4096)         0           dense_21[0][0]                   \n","__________________________________________________________________________________________________\n","dense_22 (Dense)                (None, 512)          2097664     activation_222[0][0]             \n","__________________________________________________________________________________________________\n","activation_223 (Activation)     (None, 512)          0           dense_22[0][0]                   \n","__________________________________________________________________________________________________\n","dense_23 (Dense)                (None, 128)          65664       activation_223[0][0]             \n","__________________________________________________________________________________________________\n","activation_224 (Activation)     (None, 128)          0           dense_23[0][0]                   \n","__________________________________________________________________________________________________\n","dense_24 (Dense)                (None, 128)          16512       activation_224[0][0]             \n","__________________________________________________________________________________________________\n","activation_225 (Activation)     (None, 128)          0           dense_24[0][0]                   \n","__________________________________________________________________________________________________\n","dense_25 (Dense)                (None, 10)           1290        activation_225[0][0]             \n","__________________________________________________________________________________________________\n","activation_226 (Activation)     (None, 10)           0           dense_25[0][0]                   \n","==================================================================================================\n","Total params: 21,664,138\n","Trainable params: 21,662,730\n","Non-trainable params: 1,408\n","__________________________________________________________________________________________________\n"],"name":"stdout"},{"output_type":"execute_result","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAfQAAA/TCAYAAACBQJFZAAAABmJLR0QA/wD/AP+gvaeTAAAgAElE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Dzc/vSnP1lJSYlt3rzZunbtav379/fpt2zZMouLi7Pp06efdtz09HSLj4/3/l1WVmavvvqq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\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RI7F27VrcuHFD7VKoAjHQiSrIhg0bcPr0aUyYMEHtUkjjQkJC4OrqiujoaLVLoQrE29aI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object>"]},"metadata":{"tags":[]},"execution_count":65}]},{"cell_type":"code","metadata":{"id":"a4IMr9syK38v","colab_type":"code","colab":{}},"source":["model.compile(loss='categorical_crossentropy',optimizer='adam',metrics=['accuracy'])"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"i8Jb5FRfMb1y","colab_type":"code","outputId":"2e0ec961-8330-4042-ee7e-7cc6086aee12","executionInfo":{"status":"ok","timestamp":1573623849736,"user_tz":-330,"elapsed":1239454,"user":{"displayName":"201601422 Daiict","photoUrl":"","userId":"06333073350363496926"}},"colab":{"base_uri":"https://localhost:8080/","height":403}},"source":["history = model.fit(train_images,train_labels,epochs=10,validation_split=0.1,shuffle=True)"],"execution_count":0,"outputs":[{"output_type":"stream","text":["Train on 45000 samples, validate on 5000 samples\n","Epoch 1/10\n","45000/45000 [==============================] - 125s 3ms/step - loss: 1.3848 - acc: 0.4976 - val_loss: 1.4654 - val_acc: 0.4886\n","Epoch 2/10\n","45000/45000 [==============================] - 124s 3ms/step - loss: 1.1759 - acc: 0.5770 - val_loss: 1.1780 - val_acc: 0.5776\n","Epoch 3/10\n","45000/45000 [==============================] - 124s 3ms/step - loss: 1.0351 - acc: 0.6325 - val_loss: 1.1523 - val_acc: 0.5804\n","Epoch 4/10\n","45000/45000 [==============================] - 124s 3ms/step - loss: 0.9307 - acc: 0.6702 - val_loss: 1.0953 - val_acc: 0.6246\n","Epoch 5/10\n","45000/45000 [==============================] - 124s 3ms/step - loss: 0.8475 - acc: 0.7019 - val_loss: 0.9433 - val_acc: 0.6590\n","Epoch 6/10\n","45000/45000 [==============================] - 124s 3ms/step - loss: 0.7898 - acc: 0.7245 - val_loss: 1.1264 - val_acc: 0.6356\n","Epoch 7/10\n","45000/45000 [==============================] - 123s 3ms/step - loss: 0.7310 - acc: 0.7437 - val_loss: 1.0022 - val_acc: 0.6676\n","Epoch 8/10\n","45000/45000 [==============================] - 124s 3ms/step - loss: 0.6783 - acc: 0.7621 - val_loss: 0.8069 - val_acc: 0.7284\n","Epoch 9/10\n","45000/45000 [==============================] - 124s 3ms/step - loss: 0.6296 - acc: 0.7809 - val_loss: 0.9071 - val_acc: 0.7004\n","Epoch 10/10\n","45000/45000 [==============================] - 124s 3ms/step - loss: 0.5857 - acc: 0.7995 - val_loss: 1.0374 - val_acc: 0.6822\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"-vrieZXTS0lr","colab_type":"code","colab":{}},"source":["def show_graph(history):\n","  plt.plot(history.history['loss'],color='blue',label='Train Loss')\n","  plt.plot(history.history['val_loss'],color='red',label='Valid Loss')\n","  plt.title('Loss')\n","  plt.legend()\n","  plt.xlabel('No. of epochs')\n","  plt.ylabel('Loss')\n","  plt.show()\n","  plt.plot(history.history['acc'],color='blue',label='Train Accuracy')\n","  plt.plot(history.history['val_acc'],color='red',label='Valid Accuracy')\n","  plt.legend()\n","  plt.title('Accuracy')\n","  plt.xlabel('No. of epochs')\n","  plt.ylabel('Accuracy')\n","  plt.show()"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"OdK6krd3S3EL","colab_type":"code","outputId":"dcab31c2-9b89-4fd6-d4de-5d34eb537f58","executionInfo":{"status":"ok","timestamp":1573623926665,"user_tz":-330,"elapsed":2528,"user":{"displayName":"201601422 Daiict","photoUrl":"","userId":"06333073350363496926"}},"colab":{"base_uri":"https://localhost:8080/","height":573}},"source":["show_graph(history)"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAYIAAAEWCAYAAABrDZDcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHUqX9kb3zr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ZxzDGRfb1I69gRvvzSdhI0bmw9Dlzue/FFW7epUsUqytaqlXuvnVGGSH8B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\nBzUoGN9M8vW/AAAAAElFTkSuQmCC\n","text/plain":["<Figure 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ZitZ1eeskS43ffWYti6lRrQR1/PHToAF98YVN9o5iEvS/navHx8ZqYmBh0GC7KzZ8P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\nzjnn0uUJwjnnXLo8QTjnnEvX/wMjDwcUqJ5hVwAAAABJRU5ErkJggg==\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"AypO8LaPzI-7","colab_type":"text"},"source":["# Testing the Model"]},{"cell_type":"code","metadata":{"id":"so99H02vn7s0","colab_type":"code","outputId":"53b686b7-0b18-4bfd-bad4-73ad60193907","executionInfo":{"status":"ok","timestamp":1573623980247,"user_tz":-330,"elapsed":6850,"user":{"displayName":"201601422 Daiict","photoUrl":"","userId":"06333073350363496926"}},"colab":{"base_uri":"https://localhost:8080/","height":54}},"source":["test_loss, test_acc = model.evaluate(test_images, test_labels)\n","\n","print('Test accuracy:', test_acc)"],"execution_count":0,"outputs":[{"output_type":"stream","text":["9984/9984 [==============================] - 6s 595us/step\n","Test accuracy: 0.6758814102564102\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"K9JhmBe8n_eL","colab_type":"code","outputId":"373e3281-1c46-43c3-c997-baedd4059b6f","executionInfo":{"status":"ok","timestamp":1573623991538,"user_tz":-330,"elapsed":6968,"user":{"displayName":"201601422 Daiict","photoUrl":"","userId":"06333073350363496926"}},"colab":{"base_uri":"https://localhost:8080/","height":72}},"source":["predictions = model.predict(test_images)\n","print(predictions[0])\n","print(np.argmax(predictions[0]))\n"],"execution_count":0,"outputs":[{"output_type":"stream","text":["[6.0584972e-07 6.8937894e-05 3.1768724e-10 2.6811945e-08 1.8955898e-14\n"," 2.5600022e-10 6.0004273e-09 1.1315432e-11 9.9992692e-01 3.4079817e-06]\n","8\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"rAVGtXV4zM4c","colab_type":"text"},"source":["# Plotting the predictions"]},{"cell_type":"code","metadata":{"id":"FCxu_HjloBrY","colab_type":"code","colab":{}},"source":["def plot_image(i, predictions_array, true_label, img):\n","  predictions_array, true_label, img = predictions_array[i], true_label[i], img[i]\n","  plt.grid(False)\n","  plt.xticks([])\n","  plt.yticks([])\n","  \n","  plt.imshow(img, cmap=plt.cm.binary)\n","  \n","  predicted_label = np.argmax(predictions_array)\n","  if predicted_label == true_label:\n","    color = 'blue'\n","  else:\n","    color = 'red'\n","  \n","  plt.xlabel(\"{} {:2.0f}% ({})\".format(class_names[predicted_label],\n","                                100*np.max(predictions_array),\n","                                class_names[true_label]),\n","                                color=color)\n","\n","def plot_value_array(i, predictions_array, true_label):\n","  predictions_array, true_label = predictions_array[i], true_label[i]\n","  plt.grid(False)\n","  plt.xticks([])\n","  plt.yticks([])\n","  thisplot = plt.bar(range(10), predictions_array, color=\"#777777\")\n","  plt.ylim([0, 1])\n","  predicted_label = np.argmax(predictions_array)\n","  \n","  thisplot[predicted_label].set_color('red')\n","  thisplot[true_label].set_color('blue')"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"Tiu68IwqoG5G","colab_type":"code","outputId":"42801ed5-dbc5-408c-d0a7-2192db19327e","executionInfo":{"status":"ok","timestamp":1573624147520,"user_tz":-330,"elapsed":4429,"user":{"displayName":"201601422 Daiict","photoUrl":"","userId":"06333073350363496926"}},"colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["\n","num_rows = 3\n","num_cols = 3\n","num_images = num_rows*num_cols\n","plt.figure(figsize=(2*2*num_cols, 2*num_rows))\n","for i in range(num_images):\n","  plt.imshow(test_images[i])\n","  plt.show()\n","  \n","  #print(predictions[i,:])\n","  plt.bar(class_names, predictions[i,:], align='center', alpha=0.5)\n","  plt.show()\n","\n"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAWgAAAFlCAYAAADGe3ILAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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size 864x432 with 1 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size 432x288 with 1 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size 432x288 with 1 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size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAXQAAAD4CAYAAAD8Zh1EAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\np4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size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]}]}