{"cells":[{"metadata":{},"cell_type":"markdown","source":"![garageISEP.png](attachment:garageISEP.png)","attachments":{"garageISEP.png":{"image/png":"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"}}},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"import pandas as pd\nimport numpy as np\nfrom matplotlib import pyplot as plt\nimport seaborn as sns\nimport gc\n\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.metrics import confusion_matrix\nfrom keras.utils.np_utils import to_categorical\nfrom keras.optimizers import RMSprop\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Dropout, Flatten, Conv2D, MaxPool2D, BatchNormalization\nfrom keras.preprocessing.image import ImageDataGenerator\nfrom keras.callbacks import LearningRateScheduler","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"# Load du train\ntrain = pd.read_csv('../input/digit-recognizer/train.csv')\n\n# On regarde les dimensions du train et les premières lignes\nprint('train :', train.shape)\ntrain.head()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Quick EDA\nOn voudrait savoir si les labels possibles sont autant représentés les uns que les autres"},{"metadata":{"trusted":true},"cell_type":"code","source":"# On affiche donc un barplot du count de chaque chiffre\ntrain.label.value_counts().plot.bar(figsize=(10,5))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Normalization\n\nUn réseau de neurones converge plus rapidement si les valeurs sont normalisées. [0 ... 1] <br>\nOr avec une image les valeurs sont comprisent entre 0 et 255. On procède donc à une normalisation des exemples."},{"metadata":{"trusted":true},"cell_type":"code","source":"# Définition de X (les pixels) et y (les labels à prédire)\nX = train.drop(columns=['label'])\ny = train['label']\n\n# On peut alors normaliser X pour que les valeurs soient comprisent entre 0 et 1\nX = X / 255.0","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Reshape to 3D matrices\n\nNous voulons maintenant transformer notre vecteur 1D en une matrice 3D matrices (28x28x1) <br>\n--> que 1 channel car image en noir et blanc <br>\n--> matrice 3D et non 2D, car Keras supporte que des matrices 3D pour les couches de convolution"},{"metadata":{"trusted":true},"cell_type":"code","source":"# Pour cela nous utilisons la fonction reshape : array.reshape(nombre_de_matrices, hauteur, largeur, chanel)\n# Quand on ne connait pas une dimension on peut mettre l'arguement -1, ainsi reshape la déduit\nX = X.values.reshape(-1, 28, 28, 1)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Plotting\n\nRegardons à quoi ressemble les 9 premiers chiffres du dataset"},{"metadata":{"trusted":true},"cell_type":"code","source":"# Commencer par afficher la première image avec la fonction : plt.imshow(2D_array, cmap=gray)\n# Puis lorsque c'est bon faire une loop pour en afficher 9\nplt.figure(figsize=(10,10))\nfor i in range(1,10):\n    plt.subplot(3, 3, i)\n    plt.imshow(X[i][:, :, 0], cmap='gray')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"markdown","source":"## Target one-hot encoding\n\nL'objectif ici est d'avoir le one-hot encoding de la classe à prédire <br>\n(ex : 2 -> [0,0,1,0,0,0,0,0,0,0]) <br>\nCes vecteurs générés correspondent à la sortie attendue des 10 neurones de la couche output\n"},{"metadata":{"trusted":true},"cell_type":"code","source":"# On utilise la fonction to_categorical() en précisant le nombre de classes : to_categorical(y, num_classes = 10)\nY = to_categorical(y, num_classes = 10)\n\ndel y\ngc.collect()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Data augmentation\n\nPour améliorer la précision de notre modèle il est possible (dans une certaine mesure) d'augmenter artificiellement la taille de notre dataset. L'objectif est de faire des transformations réalistes qui représentent ce que quelqu'un aurait pu écrire."},{"metadata":{"trusted":true},"cell_type":"code","source":"datagen = ImageDataGenerator(rotation_range=10,\n                             zoom_range = 0.10,\n                             width_shift_range=0.1,\n                             height_shift_range=0.1)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"markdown","source":"## Train, cross-validation split\n\nGarder que **10% du dataset** pour le cv split <br>\n--> Ici comme le dataset est suffisamment grand (42K exemples), statisquement les classes seront équitablement dans le train et la cross validation <br>\n--> Sinon il est possible d'utiliser le paramètre : **stratify = True**"},{"metadata":{"trusted":true},"cell_type":"code","source":"X_train, X_cv, Y_train, Y_cv = train_test_split(X, Y, test_size = 0.1, random_state=1234)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Définition de notre modèle\n\nNous utilisons une architecture CNN (Réseau neuronal convolutif). Cela consiste à alterner les layers de convolution et de subsampling pour la phase d'extraction de features. Puis le réseau de neurone se termine par une couche fully connected pour la classification. <br>\n\n![basic_cnn.png](attachment:basic_cnn.png)\n\n--> Succession de  **2x layers de convolution** au lieu d'un pour pouvoir apprendre des features plus complexes <br>\n--> Une couche de convolution avec stride=2 remplace le layer de pooling : **learnable pooling layer** <br>\n--> **Activation ReLU** plutôt que sigmoid (**+ data sparsity** et **- vanishing gradient**) <br>\n--> **Batch normalization** (accélère la phase de training en normalisant les features à chaque layer)","attachments":{"basic_cnn.png":{"image/png":"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"}}},{"metadata":{"trusted":true},"cell_type":"code","source":"# Initilise notre modèle en expliquant que nous ajoutons les couches les unes après les autres\nmodel = Sequential()\n\n# 2x couches de convolution + Learnable pooling layer\nmodel.add(Conv2D(filters = 32, kernel_size = 3, activation = 'relu', input_shape = (28,28,1)))\nmodel.add(BatchNormalization())\nmodel.add(Conv2D(filters = 32, kernel_size = 3, activation = 'relu'))\nmodel.add(BatchNormalization())\n\nmodel.add(Conv2D(filters = 32, kernel_size = 5, strides = 2, padding = 'same', activation ='relu'))\nmodel.add(BatchNormalization())\nmodel.add(Dropout(0.4))\n\n# 2x couches de convolution + Learnable pooling layer\nmodel.add(Conv2D(filters = 64, kernel_size = 3, activation = 'relu'))\nmodel.add(BatchNormalization())\nmodel.add(Conv2D(filters = 64, kernel_size = 3, activation = 'relu'))\nmodel.add(BatchNormalization())\n\nmodel.add(Conv2D(filters = 64, kernel_size = 5, strides = 2, padding = 'same', activation ='relu'))\nmodel.add(BatchNormalization())\nmodel.add(Dropout(0.4))\n\n# Couche 2D --> 1D + Fully-connected + Dropout + Fully-connected\nmodel.add(Flatten())\nmodel.add(Dense(1024, activation = \"relu\"))\nmodel.add(Dropout(0.4))\nmodel.add(Dense(10, activation = \"softmax\"))\n\n# Résumé de notre modèle\nmodel.summary()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Méthode d'optimisation & Compilation\nIci nous utilisons l'opimizer **Adam** qui est une combinaison de la méthode **RMSprop** et **Momentum** <br>\n--> sinon possibilité d'utiliser la méthode **Stochastic** ('sgd') mais plus lente\n\nC'est un problème de classification à plusieurs classes (>2 classes), appelé : **categorical_crossentropy** <br>\n--> On mesure l'**accuracy** pour évaluer les performances du modèle\n\nOn défine un **annealer** qui réduit le learning rate de 10% à chaque epoch pour approcher rapidement le minimum global, puis converger vers les paramètres optimaux."},{"metadata":{"trusted":true},"cell_type":"code","source":"# Compile the model\nmodel.compile(optimizer = \"adam\" , loss = \"categorical_crossentropy\", metrics=[\"accuracy\"])\n\n# Set a learning rate annealer\nannealer = LearningRateScheduler(lambda x: 1e-3 * 0.9 ** x)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Model training\n\nTIPS : Pour train notre algorithme plus vite on peut activer l'option **GPU**"},{"metadata":{"trusted":true},"cell_type":"code","source":"# Fit the model\nhistory = model.fit_generator(datagen.flow(X_train,Y_train, batch_size=64), validation_data = (X_cv,Y_cv),\n                              epochs = 50,\n                              steps_per_epoch = X_train.shape[0]//64,\n                              verbose = True,\n                              callbacks=[annealer])","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Training history analysis\n\nOn plot ensuite sur un premier graph l'historique du loss pour le train vs la validation <br>\n--> **history.history['loss']** et **history.history['val_loss']**\n\npareil pour la précision <br>\n--> **history.history['accuracy']** et **history.history['val_accuracy']**"},{"metadata":{"trusted":true},"cell_type":"code","source":"# Check model performance\nprint('Validation accuracy = ' + str(round(max(history.history['val_accuracy']), 4)))\n\nplt.figure(1, figsize=(10,5))\nplt.plot(history.history['loss'], color='blue', label='training loss')\nplt.plot(history.history['val_loss'], color='red', label='validation loss')\nplt.legend()\nplt.grid()\n\nplt.figure(2, figsize=(10,5))\nplt.plot(history.history['accuracy'], color='blue', label='training accuracy')\nplt.plot(history.history['val_accuracy'], color='red', label='validation accuracy')\nplt.legend()\nplt.grid()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Confusion matrix analysis\n\nOn regarde maintenant où sont nos erreurs dans les prédictions <br>\n--> pour cela on plot une **matrice de confusion**\n\n**numpy.argmax()** : donne la position de la plus grande valeur d'un array et avec l'argument **axis** on peut spécifier la dimension"},{"metadata":{"trusted":true},"cell_type":"code","source":"# dans actual on a un vecteur 1D qui nous donne le bon label pour chaque image sur la validation\nactual = Y_cv.argmax(axis=1)\n\n# dans predictions on a un vecteur 1D qui nous donne le label prédit sur la validation\npredictions = model.predict(X_cv).argmax(axis=1)\n\nconfusion = confusion_matrix(actual, predictions)\nplt.figure(1, figsize=(10,7))\nsns.heatmap(confusion, annot=True, cmap='PuBu')\nplt.xlabel('Predicted label')\nplt.ylabel('True label')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Plot des erreurs\n\nOn plot quelques images où on s'est trompé <br>\n--> Est-ce que ces exemples sont tricky ?"},{"metadata":{"trusted":true},"cell_type":"code","source":"# Définition d'une dataframe avec les predictions et vrais labels\ndf_predictions = pd.DataFrame({'prediction' : predictions,\n                               'actual': actual})\n\n# On ajoute la colonne 'correct_pred' qui nous dit si la prédiction est bonne\ndf_predictions['correct_pred'] = np.where(df_predictions.prediction == df_predictions.actual, 1, 0)\n\n# on crée un array de tous les index avec erreur sur la validation\nerror_index = df_predictions.loc[df_predictions.correct_pred == 0, :].index\n\n# Maintenant on peut plot les chiffres où on s'est trompé\nplt.figure(1, figsize=(10,10))\nfor i in range(9):\n    plt.subplot(3, 3, i+1)\n    plt.imshow(X_cv[error_index[i],:,:,0], cmap='gray')\n    plt.title('actual : ' + str(df_predictions.loc[error_index[i]].actual) + ' - predicted : ' + str(df_predictions.loc[error_index[i]].prediction))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# first : 0.992\n# same first : 0.990\n# re-same first : 0.992\n# no drop-out : 0.98\n# simple : 0.98\n# 5 / 5 : 0.96\n# learnable pooling + aug : 0.9967\n# max pooling + aug : 0.9948\n# learnable pooling + aug + dense annealing : 0.9964","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"markdown","source":"## Predictions sur le test"},{"metadata":{"trusted":true},"cell_type":"code","source":"# Load du test\ntrain = pd.read_csv('../input/digit-recognizer/test.csv')\n\n# On normalise les inputs comme sur le train\nX_test = train / 255.0\n\n# Reshape\nX_test = X_test.values.reshape(-1, 28, 28, 1)\n\npredictions_test = model.predict(X_test).argmax(axis=1)\n\n# Load fichier de submission\nsubmission = pd.read_csv('../input/digit-recognizer/sample_submission.csv')\n\nsubmission['Label'] = predictions_test\nsubmission.to_csv('submission.csv', index=False)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"![hist](http://playagricola.com/Kaggle/KaggleMNISThist3.png)"},{"metadata":{},"cell_type":"markdown","source":"## Credits\n\n* [Yassine Ghouzam](https://www.kaggle.com/yassineghouzam) - [Introduction to CNN Keras - 0.997 (top 6%)](https://www.kaggle.com/yassineghouzam/introduction-to-cnn-keras-0-997-top-6)\n* [Peter Grenholm](https://www.kaggle.com/toregil) - [Welcome to deep learning (CNN 99%)](https://www.kaggle.com/toregil/welcome-to-deep-learning-cnn-99/)\n* [Ding Li](https://www.kaggle.com/dingli) - [Digits Recognition With CNN Keras](https://www.kaggle.com/dingli/digits-recognition-with-cnn-keras)\n* [Aditya Soni](https://www.kaggle.com/adityaecdrid) - [MNIST with Keras for Beginners(.99457)](https://www.kaggle.com/adityaecdrid/mnist-with-keras-for-beginners-99457/)\n* [Chris Deotte](https://www.kaggle.com/cdeotte) - [25 Million Images! 0.99757 MNIST](https://www.kaggle.com/cdeotte/25-million-images-0-99757-mnist/data)\n* [Chris Deotte](https://www.kaggle.com/cdeotte) - [How to choose CNN Architecture MNIST](https://www.kaggle.com/cdeotte/how-to-choose-cnn-architecture-mnist/comments)"}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":4}