{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "<img width=\"800px\" src=\"../fidle/img/00-Fidle-header-01.svg\"></img>\n", "\n", "# <!-- TITLE --> [MNIST1] - Simple classification with DNN\n", "<!-- DESC --> Example of classification with a fully connected neural network\n", "<!-- AUTHOR : Jean-Luc Parouty (CNRS/SIMaP) -->\n", "\n", "## Objectives :\n", " - Recognizing handwritten numbers\n", " - Understanding the principle of a classifier DNN network \n", " - Implementation with Keras \n", "\n", "\n", "The [MNIST dataset](http://yann.lecun.com/exdb/mnist/) (Modified National Institute of Standards and Technology) is a must for Deep Learning. \n", "It consists of 60,000 small images of handwritten numbers for learning and 10,000 for testing.\n", "\n", "\n", "## What we're going to do :\n", "\n", " - Retrieve data\n", " - Preparing the data\n", " - Create a model\n", " - Train the model\n", " - Evaluate the result\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 1 - Init python stuff" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<style>\n", "\n", "div.warn { \n", " background-color: #fcf2f2;\n", " border-color: #dFb5b4;\n", " border-left: 5px solid #dfb5b4;\n", " padding: 0.5em;\n", " font-weight: bold;\n", " font-size: 1.1em;;\n", " }\n", "\n", "\n", "\n", "div.nota { \n", " background-color: #DAFFDE;\n", " border-left: 5px solid #92CC99;\n", " padding: 0.5em;\n", " }\n", "\n", "div.todo:before { 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" float:left;\n", " margin-right:20px;\n", " margin-top:-20px;\n", " margin-bottom:20px;\n", "}\n", "div.todo{\n", " font-weight: bold;\n", " font-size: 1.1em;\n", " margin-top:40px;\n", "}\n", "div.todo ul{\n", " margin: 0.2em;\n", "}\n", "div.todo li{\n", " margin-left:60px;\n", " margin-top:0;\n", " margin-bottom:0;\n", "}\n", "\n", "\n", "</style>\n", "\n" ], "text/plain": [ "<IPython.core.display.HTML object>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "FIDLE 2020 - Practical Work Module\n", "Version : 0.4.3\n", "Run time : Friday 28 February 2020, 10:48:50\n", "TensorFlow version : 2.0.0\n", "Keras version : 2.2.4-tf\n" ] } ], "source": [ "import tensorflow as tf\n", "from tensorflow import keras\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import sys\n", "\n", "sys.path.append('..')\n", "import fidle.pwk as ooo\n", "\n", "ooo.init()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 2 - Retrieve data\n", "MNIST is one of the most famous historic dataset. \n", "Include in [Keras datasets](https://www.tensorflow.org/api_docs/python/tf/keras/datasets)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "x_train : (60000, 28, 28)\n", "y_train : (60000,)\n", "x_test : (10000, 28, 28)\n", "y_test : (10000,)\n" ] } ], "source": [ "(x_train, y_train), (x_test, y_test) = keras.datasets.mnist.load_data()\n", "\n", "print(\"x_train : \",x_train.shape)\n", "print(\"y_train : \",y_train.shape)\n", "print(\"x_test : \",x_test.shape)\n", "print(\"y_test : \",y_test.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 3 - Preparing the data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Before normalization : Min=0, max=255\n", "After normalization : Min=0.0, max=1.0\n" ] } ], "source": [ "print('Before normalization : Min={}, max={}'.format(x_train.min(),x_train.max()))\n", "\n", "xmax=x_train.max()\n", "x_train = x_train / xmax\n", "x_test = x_test / xmax\n", "\n", "print('After normalization : Min={}, max={}'.format(x_train.min(),x_train.max()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Have a look" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 4320x385.2 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 864x291.6 with 36 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ooo.plot_images(x_train, y_train, [27], x_size=5,y_size=5, colorbar=True)\n", "ooo.plot_images(x_train, y_train, range(5,41), columns=12)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 4 - Create model\n", "About informations about : \n", " - [Optimizer](https://www.tensorflow.org/api_docs/python/tf/keras/optimizers)\n", " - [Activation](https://www.tensorflow.org/api_docs/python/tf/keras/activations)\n", " - [Loss](https://www.tensorflow.org/api_docs/python/tf/keras/losses)\n", " - [Metrics](https://www.tensorflow.org/api_docs/python/tf/keras/metrics)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "hidden1 = 100\n", "hidden2 = 100\n", "\n", "model = keras.Sequential([\n", " keras.layers.Input((28,28)),\n", " keras.layers.Flatten(),\n", " keras.layers.Dense( hidden1, activation='relu'),\n", " keras.layers.Dense( hidden2, activation='relu'),\n", " keras.layers.Dense( 10, activation='softmax')\n", "])\n", "\n", "model.compile(optimizer='adam',\n", " loss='sparse_categorical_crossentropy',\n", " metrics=['accuracy'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 5 - Train the model" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train on 60000 samples, validate on 10000 samples\n", "Epoch 1/16\n", "60000/60000 [==============================] - 1s 17us/sample - loss: 0.5755 - accuracy: 0.8498 - val_loss: 0.2490 - val_accuracy: 0.9301\n", "Epoch 2/16\n", "60000/60000 [==============================] - 1s 9us/sample - loss: 0.2201 - accuracy: 0.9366 - val_loss: 0.1889 - val_accuracy: 0.9454\n", "Epoch 3/16\n", "60000/60000 [==============================] - 1s 10us/sample - loss: 0.1652 - accuracy: 0.9524 - val_loss: 0.1505 - val_accuracy: 0.9561\n", "Epoch 4/16\n", "60000/60000 [==============================] - 1s 9us/sample - loss: 0.1314 - accuracy: 0.9617 - val_loss: 0.1265 - val_accuracy: 0.9636\n", "Epoch 5/16\n", "60000/60000 [==============================] - 1s 9us/sample - loss: 0.1097 - accuracy: 0.9682 - val_loss: 0.1130 - val_accuracy: 0.9668\n", "Epoch 6/16\n", "60000/60000 [==============================] - 1s 10us/sample - loss: 0.0940 - accuracy: 0.9726 - val_loss: 0.1138 - val_accuracy: 0.9658\n", "Epoch 7/16\n", "60000/60000 [==============================] - 1s 9us/sample - loss: 0.0811 - accuracy: 0.9763 - val_loss: 0.0966 - val_accuracy: 0.9714\n", "Epoch 8/16\n", "60000/60000 [==============================] - 1s 9us/sample - loss: 0.0711 - accuracy: 0.9795 - val_loss: 0.0942 - val_accuracy: 0.9705\n", "Epoch 9/16\n", "60000/60000 [==============================] - 1s 9us/sample - loss: 0.0631 - accuracy: 0.9815 - val_loss: 0.0894 - val_accuracy: 0.9737\n", "Epoch 10/16\n", "60000/60000 [==============================] - 1s 9us/sample - loss: 0.0544 - accuracy: 0.9839 - val_loss: 0.0831 - val_accuracy: 0.9737\n", "Epoch 11/16\n", "60000/60000 [==============================] - 0s 8us/sample - loss: 0.0488 - accuracy: 0.9858 - val_loss: 0.0804 - val_accuracy: 0.9744\n", "Epoch 12/16\n", "60000/60000 [==============================] - 1s 9us/sample - loss: 0.0446 - accuracy: 0.9869 - val_loss: 0.0777 - val_accuracy: 0.9758\n", "Epoch 13/16\n", "60000/60000 [==============================] - 1s 10us/sample - loss: 0.0392 - accuracy: 0.9888 - val_loss: 0.0795 - val_accuracy: 0.9759\n", "Epoch 14/16\n", "60000/60000 [==============================] - 1s 9us/sample - loss: 0.0344 - accuracy: 0.9906 - val_loss: 0.0823 - val_accuracy: 0.9747\n", "Epoch 15/16\n", "60000/60000 [==============================] - 1s 9us/sample - loss: 0.0323 - accuracy: 0.9904 - val_loss: 0.0755 - val_accuracy: 0.9775\n", "Epoch 16/16\n", "60000/60000 [==============================] - 1s 10us/sample - loss: 0.0265 - accuracy: 0.9929 - val_loss: 0.0805 - val_accuracy: 0.9767\n" ] } ], "source": [ "batch_size = 512\n", "epochs = 16\n", "\n", "history = model.fit( x_train, y_train,\n", " batch_size = batch_size,\n", " epochs = epochs,\n", " verbose = 1,\n", " validation_data = (x_test, y_test))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 6 - Evaluate\n", "### 6.1 - Final loss and accuracy" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Test loss : 0.08046571864392608\n", "Test accuracy : 0.9767\n" ] } ], "source": [ "score = model.evaluate(x_test, y_test, verbose=0)\n", "\n", "print('Test loss :', score[0])\n", "print('Test accuracy :', score[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 6.2 - Plot history" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ooo.plot_history(history, figsize=(6,4))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 6.3 - Plot results" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 864x1652.4 with 200 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "y_pred = model.predict_classes(x_test)\n", "ooo.plot_images(x_test, y_test, range(0,200), columns=12, x_size=1, y_size=1, y_pred=y_pred)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 6.4 - Plot some errors" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "<Figure size 864x507.6 with 15 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "errors=[ i for i in range(len(x_test)) if y_pred[i]!=y_test[i] ]\n", "errors=errors[:min(24,len(errors))]\n", "ooo.plot_images(x_test, y_test, errors[:15], columns=6, x_size=2, y_size=2, y_pred=y_pred)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "#### Confusion matrix is :" ], "text/plain": [ "<IPython.core.display.Markdown object>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "<style type=\"text/css\" >\n", " #T_16674422_58c3_11ea_8311_6720346e24b2row0_col0 {\n", " background-color: #008000;\n", " color: #f1f1f1;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row0_col1 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row0_col2 {\n", " background-color: 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#T_16674422_58c3_11ea_8311_6720346e24b2row3_col8 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row3_col9 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row4_col0 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row4_col1 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row4_col2 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row4_col3 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row4_col4 {\n", " background-color: #008000;\n", " color: #f1f1f1;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row4_col5 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row4_col6 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row4_col7 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row4_col8 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row4_col9 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row5_col0 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row5_col1 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row5_col2 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row5_col3 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row5_col4 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row5_col5 {\n", " background-color: #008000;\n", " color: #f1f1f1;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row5_col6 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row5_col7 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row5_col8 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row5_col9 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row6_col0 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row6_col1 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row6_col2 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row6_col3 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row6_col4 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row6_col5 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row6_col6 {\n", " background-color: #008000;\n", " color: #f1f1f1;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row6_col7 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row6_col8 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row6_col9 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row7_col0 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row7_col1 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row7_col2 {\n", " background-color: #e3fee3;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row7_col3 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row7_col4 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row7_col5 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row7_col6 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row7_col7 {\n", " background-color: #008000;\n", " color: #f1f1f1;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row7_col8 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row7_col9 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row8_col0 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row8_col1 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row8_col2 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row8_col3 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row8_col4 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row8_col5 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row8_col6 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row8_col7 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row8_col8 {\n", " background-color: #008000;\n", " color: #f1f1f1;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row8_col9 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row9_col0 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row9_col1 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row9_col2 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row9_col3 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row9_col4 {\n", " background-color: #e3fee3;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row9_col5 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row9_col6 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row9_col7 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row9_col8 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", " } #T_16674422_58c3_11ea_8311_6720346e24b2row9_col9 {\n", " background-color: #008000;\n", " color: #f1f1f1;\n", " font-size: 12pt;\n", " }</style><table id=\"T_16674422_58c3_11ea_8311_6720346e24b2\" ><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >0</th> <th class=\"col_heading level0 col1\" >1</th> <th class=\"col_heading level0 col2\" >2</th> <th class=\"col_heading level0 col3\" >3</th> <th class=\"col_heading level0 col4\" >4</th> <th class=\"col_heading level0 col5\" >5</th> <th class=\"col_heading level0 col6\" >6</th> <th class=\"col_heading level0 col7\" >7</th> <th class=\"col_heading level0 col8\" >8</th> <th class=\"col_heading level0 col9\" >9</th> </tr></thead><tbody>\n", " <tr>\n", " <th id=\"T_16674422_58c3_11ea_8311_6720346e24b2level0_row0\" class=\"row_heading level0 row0\" >0</th>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row0_col0\" class=\"data row0 col0\" >0.99</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row0_col1\" class=\"data row0 col1\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row0_col2\" class=\"data row0 col2\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row0_col3\" class=\"data row0 col3\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row0_col4\" class=\"data row0 col4\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row0_col5\" class=\"data row0 col5\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row0_col6\" class=\"data row0 col6\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row0_col7\" class=\"data row0 col7\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row0_col8\" class=\"data row0 col8\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row0_col9\" class=\"data row0 col9\" >0.00</td>\n", " </tr>\n", " <tr>\n", " <th id=\"T_16674422_58c3_11ea_8311_6720346e24b2level0_row1\" class=\"row_heading level0 row1\" >1</th>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row1_col0\" class=\"data row1 col0\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row1_col1\" class=\"data row1 col1\" >0.99</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row1_col2\" class=\"data row1 col2\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row1_col3\" class=\"data row1 col3\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row1_col4\" class=\"data row1 col4\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row1_col5\" class=\"data row1 col5\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row1_col6\" class=\"data row1 col6\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row1_col7\" class=\"data row1 col7\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row1_col8\" class=\"data row1 col8\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row1_col9\" class=\"data row1 col9\" >0.00</td>\n", " </tr>\n", " <tr>\n", " <th id=\"T_16674422_58c3_11ea_8311_6720346e24b2level0_row2\" class=\"row_heading level0 row2\" >2</th>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row2_col0\" class=\"data row2 col0\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row2_col1\" class=\"data row2 col1\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row2_col2\" class=\"data row2 col2\" >0.97</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row2_col3\" class=\"data row2 col3\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row2_col4\" class=\"data row2 col4\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row2_col5\" class=\"data row2 col5\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row2_col6\" class=\"data row2 col6\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row2_col7\" class=\"data row2 col7\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row2_col8\" class=\"data row2 col8\" >0.01</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row2_col9\" class=\"data row2 col9\" >0.00</td>\n", " </tr>\n", " <tr>\n", " <th id=\"T_16674422_58c3_11ea_8311_6720346e24b2level0_row3\" class=\"row_heading level0 row3\" >3</th>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row3_col0\" class=\"data row3 col0\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row3_col1\" class=\"data row3 col1\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row3_col2\" class=\"data row3 col2\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row3_col3\" class=\"data row3 col3\" >0.98</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row3_col4\" class=\"data row3 col4\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row3_col5\" class=\"data row3 col5\" >0.01</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row3_col6\" class=\"data row3 col6\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row3_col7\" class=\"data row3 col7\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row3_col8\" class=\"data row3 col8\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row3_col9\" class=\"data row3 col9\" >0.00</td>\n", " </tr>\n", " <tr>\n", " <th id=\"T_16674422_58c3_11ea_8311_6720346e24b2level0_row4\" class=\"row_heading level0 row4\" >4</th>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row4_col0\" class=\"data row4 col0\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row4_col1\" class=\"data row4 col1\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row4_col2\" class=\"data row4 col2\" >0.01</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row4_col3\" class=\"data row4 col3\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row4_col4\" class=\"data row4 col4\" >0.98</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row4_col5\" class=\"data row4 col5\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row4_col6\" class=\"data row4 col6\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row4_col7\" class=\"data row4 col7\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row4_col8\" class=\"data row4 col8\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row4_col9\" class=\"data row4 col9\" >0.01</td>\n", " </tr>\n", " <tr>\n", " <th id=\"T_16674422_58c3_11ea_8311_6720346e24b2level0_row5\" class=\"row_heading level0 row5\" >5</th>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row5_col0\" class=\"data row5 col0\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row5_col1\" class=\"data row5 col1\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row5_col2\" class=\"data row5 col2\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row5_col3\" class=\"data row5 col3\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row5_col4\" class=\"data row5 col4\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row5_col5\" class=\"data row5 col5\" >0.98</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row5_col6\" class=\"data row5 col6\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row5_col7\" class=\"data row5 col7\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row5_col8\" class=\"data row5 col8\" >0.01</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row5_col9\" class=\"data row5 col9\" >0.00</td>\n", " </tr>\n", " <tr>\n", " <th id=\"T_16674422_58c3_11ea_8311_6720346e24b2level0_row6\" class=\"row_heading level0 row6\" >6</th>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row6_col0\" class=\"data row6 col0\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row6_col1\" class=\"data row6 col1\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row6_col2\" class=\"data row6 col2\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row6_col3\" class=\"data row6 col3\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row6_col4\" class=\"data row6 col4\" >0.01</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row6_col5\" class=\"data row6 col5\" >0.01</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row6_col6\" class=\"data row6 col6\" >0.98</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row6_col7\" class=\"data row6 col7\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row6_col8\" class=\"data row6 col8\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row6_col9\" class=\"data row6 col9\" >0.00</td>\n", " </tr>\n", " <tr>\n", " <th id=\"T_16674422_58c3_11ea_8311_6720346e24b2level0_row7\" class=\"row_heading level0 row7\" >7</th>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row7_col0\" class=\"data row7 col0\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row7_col1\" class=\"data row7 col1\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row7_col2\" class=\"data row7 col2\" >0.01</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row7_col3\" class=\"data row7 col3\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row7_col4\" class=\"data row7 col4\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row7_col5\" class=\"data row7 col5\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row7_col6\" class=\"data row7 col6\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row7_col7\" class=\"data row7 col7\" >0.97</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row7_col8\" class=\"data row7 col8\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row7_col9\" class=\"data row7 col9\" >0.00</td>\n", " </tr>\n", " <tr>\n", " <th id=\"T_16674422_58c3_11ea_8311_6720346e24b2level0_row8\" class=\"row_heading level0 row8\" >8</th>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row8_col0\" class=\"data row8 col0\" >0.01</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row8_col1\" class=\"data row8 col1\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row8_col2\" class=\"data row8 col2\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row8_col3\" class=\"data row8 col3\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row8_col4\" class=\"data row8 col4\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row8_col5\" class=\"data row8 col5\" >0.01</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row8_col6\" class=\"data row8 col6\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row8_col7\" class=\"data row8 col7\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row8_col8\" class=\"data row8 col8\" >0.97</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row8_col9\" class=\"data row8 col9\" >0.00</td>\n", " </tr>\n", " <tr>\n", " <th id=\"T_16674422_58c3_11ea_8311_6720346e24b2level0_row9\" class=\"row_heading level0 row9\" >9</th>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row9_col0\" class=\"data row9 col0\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row9_col1\" class=\"data row9 col1\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row9_col2\" class=\"data row9 col2\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row9_col3\" class=\"data row9 col3\" >0.01</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row9_col4\" class=\"data row9 col4\" >0.01</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row9_col5\" class=\"data row9 col5\" >0.01</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row9_col6\" class=\"data row9 col6\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row9_col7\" class=\"data row9 col7\" >0.00</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row9_col8\" class=\"data row9 col8\" >0.01</td>\n", " <td id=\"T_16674422_58c3_11ea_8311_6720346e24b2row9_col9\" class=\"data row9 col9\" >0.96</td>\n", " </tr>\n", " </tbody></table>" ], "text/plain": [ "<pandas.io.formats.style.Styler at 0x7f149afe0710>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ooo.display_confusion_matrix(y_test,y_pred, range(10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "<div class=\"todo\">\n", " A few things you can do for fun:\n", " <ul>\n", " <li>Changing the network architecture (layers, number of neurons, etc.)</li>\n", " <li>Display a summary of the network</li>\n", " <li>Retrieve and display the softmax output of the network, to evaluate its \"doubts\".</li>\n", " </ul>\n", "</div>" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "<img width=\"80px\" src=\"../fidle/img/00-Fidle-logo-01.svg\"></img>" ] } ], "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }