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{
"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",
" - 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",
" - Retrieve data\n",
" - Preparing the data\n",
" - Create a model\n",
" - Train the model\n",
" - Evaluate the result\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1/ Init python stuff"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"FIDLE 2020 - Practical Work Module\n",
"Version : 0.2.6\n",
"Run time : Thursday 6 February 2020, 09:39:40\n",
"Matplotlib style : ../fidle/talk.mplstyle\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",
"sys.path.append('..')\n",
"import fidle.pwk as ooo\n",
"\n",
"ooo.init()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 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",
"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": [
"## 3/ Preparing the data"
]
},
{
"cell_type": "code",
"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",
"metadata": {},
"outputs": [
{
"data": {
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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": [
"## 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",
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"metadata": {},
"outputs": [],
"source": [
"hidden1 = 100\n",
"hidden2 = 100\n",
"\n",
"model = keras.Sequential([\n",
" keras.layers.Flatten(input_shape=(28,28)),\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": [
"## 5/ Train the model"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Train on 60000 samples, validate on 10000 samples\n",
"Epoch 1/16\n",
"60000/60000 [==============================] - 1s 11us/sample - loss: 0.0260 - accuracy: 0.9930 - val_loss: 0.0837 - val_accuracy: 0.9760\n",
"60000/60000 [==============================] - 1s 12us/sample - loss: 0.0225 - accuracy: 0.9938 - val_loss: 0.0812 - val_accuracy: 0.9770\n",
"60000/60000 [==============================] - 1s 12us/sample - loss: 0.0206 - accuracy: 0.9943 - val_loss: 0.0855 - val_accuracy: 0.9763\n",
"60000/60000 [==============================] - 1s 12us/sample - loss: 0.0178 - accuracy: 0.9954 - val_loss: 0.0880 - val_accuracy: 0.9753\n",
"60000/60000 [==============================] - 1s 12us/sample - loss: 0.0153 - accuracy: 0.9962 - val_loss: 0.0852 - val_accuracy: 0.9767\n",
"60000/60000 [==============================] - 1s 12us/sample - loss: 0.0139 - accuracy: 0.9967 - val_loss: 0.0862 - val_accuracy: 0.9762\n",
"60000/60000 [==============================] - 1s 11us/sample - loss: 0.0131 - accuracy: 0.9969 - val_loss: 0.0904 - val_accuracy: 0.9753\n",
"60000/60000 [==============================] - 1s 12us/sample - loss: 0.0098 - accuracy: 0.9983 - val_loss: 0.0893 - val_accuracy: 0.9752\n",
"60000/60000 [==============================] - 1s 12us/sample - loss: 0.0090 - accuracy: 0.9983 - val_loss: 0.0895 - val_accuracy: 0.9776\n",
"60000/60000 [==============================] - 1s 12us/sample - loss: 0.0087 - accuracy: 0.9984 - val_loss: 0.1003 - val_accuracy: 0.9759\n",
"60000/60000 [==============================] - 1s 11us/sample - loss: 0.0070 - accuracy: 0.9991 - val_loss: 0.0959 - val_accuracy: 0.9765\n",
"60000/60000 [==============================] - 1s 12us/sample - loss: 0.0061 - accuracy: 0.9991 - val_loss: 0.0937 - val_accuracy: 0.9774\n",
"60000/60000 [==============================] - 1s 12us/sample - loss: 0.0054 - accuracy: 0.9993 - val_loss: 0.0972 - val_accuracy: 0.9774\n",
"60000/60000 [==============================] - 1s 12us/sample - loss: 0.0041 - accuracy: 0.9997 - val_loss: 0.0979 - val_accuracy: 0.9762\n",
"60000/60000 [==============================] - 1s 11us/sample - loss: 0.0042 - accuracy: 0.9997 - val_loss: 0.0995 - val_accuracy: 0.9773\n",
"60000/60000 [==============================] - 1s 12us/sample - loss: 0.0033 - accuracy: 0.9998 - val_loss: 0.1026 - val_accuracy: 0.9755\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": [
"## 6/ Evaluate\n",
"### 6.1/ Final loss and accuracy"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Test loss : 0.0979735257967608\n",
"Test accuracy : 0.9724\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": {},
"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": {},
"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": {},
"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)"
]
},
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/markdown": [
"#### Confusion matrix is :"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row4_col3 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row4_col4 {\n",
" background-color: #008000;\n",
" color: #f1f1f1;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row4_col5 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row4_col6 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row4_col7 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row4_col8 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row4_col9 {\n",
" background-color: #e4fee4;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row5_col0 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row5_col1 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row5_col2 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row5_col3 {\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row5_col4 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row5_col5 {\n",
" background-color: #008000;\n",
" color: #f1f1f1;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row5_col6 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row5_col7 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row5_col8 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row5_col9 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row6_col0 {\n",
" background-color: #e4fee4;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row6_col1 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row6_col2 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row6_col3 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row6_col4 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row6_col5 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row6_col6 {\n",
" background-color: #008000;\n",
" color: #f1f1f1;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row6_col7 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row6_col8 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row6_col9 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row7_col0 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row7_col1 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row7_col2 {\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row7_col3 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row7_col4 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row7_col5 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row7_col6 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row7_col7 {\n",
" background-color: #008000;\n",
" color: #f1f1f1;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row7_col8 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row7_col9 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row8_col0 {\n",
" background-color: #e4fee4;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row8_col1 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row8_col2 {\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row8_col3 {\n",
" background-color: #e3fee3;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row8_col4 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row8_col5 {\n",
" background-color: #e4fee4;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row8_col6 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row8_col7 {\n",
" background-color: #e4fee4;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row8_col8 {\n",
" background-color: #008000;\n",
" color: #f1f1f1;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row8_col9 {\n",
" background-color: #e4fee4;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row9_col0 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row9_col1 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row9_col2 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row9_col3 {\n",
" background-color: #e5ffe5;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row9_col4 {\n",
" background-color: #e5ffe5;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row9_col5 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row9_col6 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row9_col7 {\n",
" background-color: #e3fee3;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row9_col8 {\n",
" background-color: #e5ffe5;\n",
" color: #000000;\n",
" font-size: 12pt;\n",
" } #T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row9_col9 {\n",
" background-color: #008000;\n",
" color: #f1f1f1;\n",
" font-size: 12pt;\n",
" }</style><table id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68\" ><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",
" <th id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row0_col0\" class=\"data row0 col0\" >0.99</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row0_col1\" class=\"data row0 col1\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row0_col2\" class=\"data row0 col2\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row0_col3\" class=\"data row0 col3\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row0_col4\" class=\"data row0 col4\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row0_col5\" class=\"data row0 col5\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row0_col6\" class=\"data row0 col6\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row0_col7\" class=\"data row0 col7\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row0_col8\" class=\"data row0 col8\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row0_col9\" class=\"data row0 col9\" >0.00</td>\n",
" <th id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row1_col0\" class=\"data row1 col0\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row1_col1\" class=\"data row1 col1\" >0.99</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row1_col2\" class=\"data row1 col2\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row1_col3\" class=\"data row1 col3\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row1_col4\" class=\"data row1 col4\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row1_col5\" class=\"data row1 col5\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row1_col6\" class=\"data row1 col6\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row1_col7\" class=\"data row1 col7\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row1_col8\" class=\"data row1 col8\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row1_col9\" class=\"data row1 col9\" >0.00</td>\n",
" <th id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row2_col0\" class=\"data row2 col0\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row2_col1\" class=\"data row2 col1\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row2_col2\" class=\"data row2 col2\" >0.97</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row2_col3\" class=\"data row2 col3\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row2_col4\" class=\"data row2 col4\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row2_col5\" class=\"data row2 col5\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row2_col6\" class=\"data row2 col6\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row2_col7\" class=\"data row2 col7\" >0.01</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row2_col8\" class=\"data row2 col8\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row2_col9\" class=\"data row2 col9\" >0.00</td>\n",
" <th id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row3_col0\" class=\"data row3 col0\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row3_col1\" class=\"data row3 col1\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row3_col2\" class=\"data row3 col2\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row3_col3\" class=\"data row3 col3\" >0.97</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row3_col4\" class=\"data row3 col4\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row3_col5\" class=\"data row3 col5\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row3_col6\" class=\"data row3 col6\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row3_col7\" class=\"data row3 col7\" >0.01</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row3_col8\" class=\"data row3 col8\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row3_col9\" class=\"data row3 col9\" >0.01</td>\n",
" <th id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row4_col0\" class=\"data row4 col0\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row4_col1\" class=\"data row4 col1\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row4_col2\" class=\"data row4 col2\" >0.01</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row4_col3\" class=\"data row4 col3\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row4_col4\" class=\"data row4 col4\" >0.97</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row4_col5\" class=\"data row4 col5\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row4_col6\" class=\"data row4 col6\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row4_col7\" class=\"data row4 col7\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row4_col8\" class=\"data row4 col8\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row4_col9\" class=\"data row4 col9\" >0.01</td>\n",
" <th id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row5_col0\" class=\"data row5 col0\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row5_col1\" class=\"data row5 col1\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row5_col2\" class=\"data row5 col2\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row5_col3\" class=\"data row5 col3\" >0.02</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row5_col4\" class=\"data row5 col4\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row5_col5\" class=\"data row5 col5\" >0.96</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row5_col6\" class=\"data row5 col6\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row5_col7\" class=\"data row5 col7\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row5_col8\" class=\"data row5 col8\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row5_col9\" class=\"data row5 col9\" >0.01</td>\n",
" <th id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row6_col0\" class=\"data row6 col0\" >0.01</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row6_col1\" class=\"data row6 col1\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row6_col2\" class=\"data row6 col2\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row6_col3\" class=\"data row6 col3\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row6_col4\" class=\"data row6 col4\" >0.01</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row6_col5\" class=\"data row6 col5\" >0.01</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row6_col6\" class=\"data row6 col6\" >0.97</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row6_col7\" class=\"data row6 col7\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row6_col8\" class=\"data row6 col8\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row6_col9\" class=\"data row6 col9\" >0.00</td>\n",
" <th id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row7_col0\" class=\"data row7 col0\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row7_col1\" class=\"data row7 col1\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row7_col2\" class=\"data row7 col2\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row7_col3\" class=\"data row7 col3\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row7_col4\" class=\"data row7 col4\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row7_col5\" class=\"data row7 col5\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row7_col6\" class=\"data row7 col6\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row7_col7\" class=\"data row7 col7\" >0.99</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row7_col8\" class=\"data row7 col8\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row7_col9\" class=\"data row7 col9\" >0.00</td>\n",
" <th id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row8_col0\" class=\"data row8 col0\" >0.01</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row8_col1\" class=\"data row8 col1\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row8_col2\" class=\"data row8 col2\" >0.01</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row8_col3\" class=\"data row8 col3\" >0.01</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row8_col4\" class=\"data row8 col4\" >0.01</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row8_col5\" class=\"data row8 col5\" >0.01</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row8_col6\" class=\"data row8 col6\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row8_col7\" class=\"data row8 col7\" >0.01</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row8_col8\" class=\"data row8 col8\" >0.93</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row8_col9\" class=\"data row8 col9\" >0.01</td>\n",
" <th id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row9_col0\" class=\"data row9 col0\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row9_col1\" class=\"data row9 col1\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row9_col2\" class=\"data row9 col2\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row9_col3\" class=\"data row9 col3\" >0.01</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row9_col4\" class=\"data row9 col4\" >0.01</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row9_col5\" class=\"data row9 col5\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row9_col6\" class=\"data row9 col6\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row9_col7\" class=\"data row9 col7\" >0.01</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row9_col8\" class=\"data row9 col8\" >0.00</td>\n",
" <td id=\"T_4ba71f7a_48bc_11ea_ae1b_7d4d2b93ed68row9_col9\" class=\"data row9 col9\" >0.97</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
"<pandas.io.formats.style.Styler at 0x7f64c2320410>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ooo.display_confusion_matrix(y_test,y_pred, range(10))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"That's all folks !"
]
},
{
"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",
}
},
"nbformat": 4,