{"cells":[{"metadata":{},"cell_type":"markdown","source":"# **If you like it, move it up. 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This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load in \n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\nimport seaborn as sb\nimport matplotlib.pyplot as plt\nimport warnings\nfrom sklearn.metrics import confusion_matrix\nimport itertools\nimport tensorflow\n# Input data files are available in the \"../input/\" directory.\n# For example, running this (by clicking run or pressing Shift+Enter) will list the files in the input directory\n\nimport os\nprint(os.listdir(\"../input\"))\n\n# Any results you write to the current directory are saved as output.","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# #Datamızı okutuyoruz - Reading data "},{"metadata":{"_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","trusted":true},"cell_type":"code","source":"warnings.filterwarnings(\"ignore\")\ntrain1=pd.read_csv(\"../input/digit-recognizer/train.csv\")\ntrain=pd.read_csv(\"../input/new-digit-dataset/Digit_Train_Final.csv\")\ntest=pd.read_csv(\"../input/digit-recognizer/test.csv\")\ntrain.head()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Bağımsız değişkenler ve Hedef değerimizi seçiyoruz. - Independent Variable and target value"},{"metadata":{"trusted":true,"_uuid":"37837e9263ea8db593f6a80df0d095ec03055ac6"},"cell_type":"code","source":"x=train.drop(labels=[\"label\"],axis=1)\ny=train[\"label\"]","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Veri setinden örnek bir görselleştirme - Vizualization in dataset digit image"},{"metadata":{"trusted":true},"cell_type":"code","source":"train.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"del train['Unnamed: 0']","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"x=train.drop(['label'],axis=1)\ny=train['label']","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Veri setinden görselleştirmeler - Vizualizations in dataset"},{"metadata":{"trusted":true},"cell_type":"code","source":"def visualize_input(img, ax):\n    ax.imshow(img, cmap='hot')\n    width, height = img.shape\n    thresh = img.max()/2.5\n    for x in range(width):\n        for y in range(height):\n            ax.annotate(str(round(img[x][y],2)), xy=(y,x),\n                        horizontalalignment='center',\n                        verticalalignment='center',\n                        color='white' if img[x][y]<thresh else 'black')\n\nfig = plt.figure(figsize = (12,12)) \nax = fig.add_subplot(111)\nvisualize_input(x.iloc[3].as_matrix().reshape(28,28), ax)\nplt.title(train.iloc[3,0])\nplt.axis(\"off\")\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def visualize_input(img, ax):\n    ax.imshow(img, cmap='copper')\n    width, height = img.shape\n    thresh = img.max()/2.5\n    for x in range(width):\n        for y in range(height):\n            ax.annotate(str(round(img[x][y],2)), xy=(y,x),\n                        horizontalalignment='center',\n                        verticalalignment='center',\n                        color='white' if img[x][y]<thresh else 'black')\n\nfig = plt.figure(figsize = (12,12)) \nax = fig.add_subplot(111)\nvisualize_input(x.iloc[9].as_matrix().reshape(28,28), ax)\nplt.title(train.iloc[9,0])\nplt.axis(\"off\")\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Normalization - Normalize etme"},{"metadata":{"trusted":true,"_uuid":"4c9729d84f94e8b70ad15f8c489dab4a68a25604"},"cell_type":"code","source":"#x=x/255.0\n#test=test/255.0\nfrom sklearn.preprocessing import MinMaxScaler\nnorm=MinMaxScaler()\nx=norm.fit_transform(x)\ntest=norm.fit_transform(test)\n","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# İşlenecek görsellerin biçimini ayarlama - Setting the shape of images"},{"metadata":{"trusted":true,"_uuid":"f5a127f6a85bcf08c980cc3006b553b7776d2f35"},"cell_type":"code","source":"x=x.reshape(-1,28,28,1)\ntest=test.reshape(-1,28,28,1)\nprint(\"x shape:\",x.shape)\nprint(\"test shape:\",test.shape)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Etiket kodlaması ve veri setimizin train-test olarak ayrılması - Label Encoding and Separation of our data set as train-test"},{"metadata":{"trusted":true,"_uuid":"971d7e8e63fae4a6ae0a54a5e0e6a7e5dfb219f1"},"cell_type":"code","source":"from keras.utils.np_utils import to_categorical\ny=to_categorical(y,num_classes=10)\nfrom sklearn.model_selection import train_test_split\nx_train,x_test,y_train,y_test=train_test_split(x,y,test_size=0.009,random_state=33)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"print(\"x_train shape:\",x_train.shape)\nprint(\"x_test shape:\",x_test.shape)\nprint(\"y_train shape:\",y_train.shape)\nprint(\"y_test shape:\",y_test.shape),\nprint(\"test shape:\",test.shape)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Python Keras Kütüphanesiyle Nöral Ağı oluşturma - Create Neural Network with Keras in Python"},{"metadata":{"trusted":true,"_uuid":"80b5dcc73405e75418da1ac702bc65198c5c3a35"},"cell_type":"code","source":"from keras.models import Sequential # to create a cnn model\nfrom keras.layers import Dense, Dropout, Flatten, Conv2D, MaxPool2D,LeakyReLU,BatchNormalization\nfrom keras.preprocessing.image import ImageDataGenerator\nfrom keras.callbacks import ReduceLROnPlateau\nmodel = Sequential()\n\nmodel.add(Conv2D(filters = 128, kernel_size = 3,padding = 'Same',input_shape = (28,28,1)))\nmodel.add(Conv2D(filters = 128, kernel_size = 3,padding = 'Same',input_shape = (28,28,1)))\nmodel.add(MaxPool2D(pool_size=(2,2)))\nmodel.add(LeakyReLU(alpha=0.1))\nmodel.add(Dropout(0.1))\n\nmodel.add(Conv2D(filters = 32, kernel_size = (3,3),padding = 'Same'))\nmodel.add(Conv2D(filters = 64, kernel_size = 3,padding = 'Same'))\nmodel.add(MaxPool2D(pool_size=(2,2), strides=(2,2)))\nmodel.add(LeakyReLU(alpha=0.1))\nmodel.add(Dropout(0.1))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Tam bağlantı - Fully connected"},{"metadata":{"trusted":true},"cell_type":"code","source":"model.add(Flatten())\nmodel.add(Dense(256))\nmodel.add(LeakyReLU(alpha=0.1))\nmodel.add(BatchNormalization())\nmodel.add(Dense(10, activation = \"softmax\"))\nmodel.summary()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Optimizasyon fonksiyonlarını tanımlamak - Define the optimizer"},{"metadata":{"trusted":true,"_uuid":"e4061cb8e6f96975830abbc25ca8178c096e1b40"},"cell_type":"code","source":"from keras.optimizers import RMSprop,Adam,SGD,Adagrad,Adadelta,Adamax,Nadam\n#optimizer=Nadam(lr=0.002, beta_1=0.9, beta_2=0.999, epsilon=None, schedule_decay=0.004)\n#optimizer = Adam(lr=0.001, beta_1=0.9, beta_2=0.999, epsilon=None, decay=0.0, amsgrad=False)\noptimizer=Adamax(lr=0.0002, beta_1=0.9, beta_2=0.999, epsilon=None, decay=0.0)\n#optimizer = RMSprop(lr=0.001, rho=0.9, epsilon=None, decay=0.0)\n#optimizer=SGD(lr=0.001, decay=1e-6, momentum=0.9, nesterov=True)\n#optimizer=Adadelta(lr=1.0, rho=0.95, epsilon=0.1, decay=0.1)\n#optimizer=Adagrad(lr=0.01, epsilon=None, decay=0.0)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Modeli derlemek -  Compile the model"},{"metadata":{"trusted":true},"cell_type":"code","source":"model.compile(optimizer = optimizer , loss = \"binary_crossentropy\", metrics=[\"accuracy\"])","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Öğrenme oranı optimizasyonu - Optimum Learning Rate"},{"metadata":{"trusted":true,"_uuid":"af378faf28c109d37d44b8af2f63c8c12ac78bc7"},"cell_type":"code","source":"from keras.callbacks import ReduceLROnPlateau,BaseLogger,EarlyStopping\nlr_reduction = ReduceLROnPlateau(monitor='val_acc', patience=2, verbose=1, factor=0.1, min_lr=0.00001)\nb_l=BaseLogger(stateful_metrics=None)\ne_stop = EarlyStopping(monitor='val_acc', patience=4, verbose=1)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"9012dee9954036a41a73c800104e4677baa825de"},"cell_type":"code","source":"callbacks=[lr_reduction,b_l,e_stop]\nbatch_size=89\nepochs=20","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Elimizdeki verilerin farklı rotasyonlarını alarak verilerimizi çoğaltır. - Data Augmentation"},{"metadata":{"trusted":true,"_uuid":"5ecc3736b5c6a5c869db30e51d5dc2d8f2ab2e84"},"cell_type":"code","source":"datagen = ImageDataGenerator()\ndatagen.get_random_transform(img_shape=(28,28,1),seed=3)\ndatagen.flow(x=x, y=y, batch_size=32, shuffle=True, sample_weight=None, seed=None, save_to_dir=None, save_prefix='', save_format='png', subset=None)\n\ndatagen.fit(x_train)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Modelin uygunlugu - Fit the model"},{"metadata":{"trusted":true,"_uuid":"f683292eda5b73cc4217b9c62f5e30aca3f3b342","scrolled":false},"cell_type":"code","source":"information = model.fit_generator(datagen.flow(x_train, y_train, batch_size=batch_size),epochs=epochs,validation_data = (x_test, y_test), steps_per_epoch=x_train.shape[0] // batch_size,callbacks=callbacks) ","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Periyotlardaki doğrulama kayıpları - Validation loss in epochs"},{"metadata":{"trusted":true,"_uuid":"a8b89d7fdbb128476a856b64e74710b74bba650f"},"cell_type":"code","source":"plt.style.use('dark_background')\nplt.figure(figsize=(15,12))\nplt.plot(information.history[\"val_loss\"],color=\"silver\",linewidth=4,label=\"Validation Loss\")\nplt.plot(information.history[\"loss\"],color=\"yellowgreen\",linewidth=4,label=\"Train Loss\")\nplt.title(\"Train - Test Loss\", fontsize=25, color='lime')\nplt.xlabel(\"Number Of Epochs\", fontsize=15)\nplt.ylabel(\"Loss\", fontsize=15)\nplt.grid(True)\nplt.legend()\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Confusion Matrix ile tahminlerin doğruluğu - Prediction verification with Confusion Matrix"},{"metadata":{"trusted":true,"_uuid":"8dafd703b594e0b5d47ed586e9c788da53b6b922"},"cell_type":"code","source":"plt.style.use('seaborn-white')\nY_head=model.predict(x_test)\nY_head_class=np.argmax(Y_head,axis=1)\nY_true=np.argmax(y_test,axis=1)\nconf_mtrx=confusion_matrix(Y_true,Y_head_class)\nplt.subplots(figsize=(20,15))\nsb.heatmap(conf_mtrx,annot=True, annot_kws={\"size\": 16}, linewidths=0.8,cmap=\"viridis\",fmt='d', linecolor=\"purple\")\nplt.xlabel(\"Predicted Label\")\nplt.ylabel(\"True Label\")\nplt.title(\"Confusion Matrix\", fontsize=25, color='indigo')\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"karsilastirma=pd.DataFrame()\nkarsilastirma[\"prediction\"]=Y_head_class\nkarsilastirma[\"true\"]=Y_true","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"karsilastirma['correct'] = karsilastirma.prediction == karsilastirma.true \nkarsilastirma[\"correct\"].value_counts()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_kg_hide-output":true},"cell_type":"code","source":"karsilastirma[karsilastirma['correct']==False]","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"701a53f5ec4622cf149eb7b589042984cfd8a014"},"cell_type":"code","source":"predicted= model.predict(test)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"70756598a8373ae48e2e1afa067bc15d2f79f4fb"},"cell_type":"code","source":"predicted = np.argmax(predicted,axis = 1)\n\npredicted = pd.Series(predicted,name=\"Label\")","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"fff1b51cf4c80eb38b0ec1cad1ad7726ace00a15"},"cell_type":"code","source":"result = pd.concat([pd.Series(range(1,len(test)+1),name = \"ImageId\"),predicted],axis = 1)\n\nresult.to_csv(\"Digit_Recognizer_predicted.csv\",index=False)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"9be2646a5d3df75a5eb4dae56c224375ffd804a5"},"cell_type":"code","source":"result.head()","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"name":"python","version":"3.6.6","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat":4,"nbformat_minor":4}