{"cells":[{"metadata":{"_uuid":"0e4e12eca584b04a4f55bf832df94b1c041469dd"},"cell_type":"markdown","source":"# Digit recognization for everyone - 0.99"},{"metadata":{"_uuid":"4d703cc1498a965698971d1c7603f2d5c09d9072"},"cell_type":"markdown","source":"## 1. Importing necessary libaries"},{"metadata":{"trusted":true,"_uuid":"b60563ac3900fbf82fa3b4686f7fcddfa1a27013"},"cell_type":"code","source":"import pandas as pd\nimport numpy as np\nimport matplotlib.pyplot as plt\n%matplotlib inline\nfrom keras.models import Sequential\nfrom keras.layers import Conv2D\nfrom keras.layers import MaxPooling2D\nfrom keras.layers import Flatten\nfrom keras.layers import Dense","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"f4159246c204836cace6382774d060d74e3ccbe1"},"cell_type":"markdown","source":"## 2. Load the train and test data"},{"metadata":{"trusted":true,"_uuid":"d4aafc9264c2ef701b4d75a64d52333607fa4398"},"cell_type":"code","source":"train = pd.read_csv(\"../input/train.csv\")\ntest = pd.read_csv(\"../input/test.csv\")","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"d7bf75acdd0f800ba35b517fc8446a6dcd19ae95"},"cell_type":"code","source":"#exploring the data\ntrain.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"de4db67883aff73838189e2e3c390c69900153bb"},"cell_type":"code","source":"train.shape","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"ff8fd7ba9aa62fb3dada60902a4b6703bfcb97b6"},"cell_type":"code","source":"test.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"50ce3592203ce31ae80e465e40f9b735dad1ede1"},"cell_type":"code","source":"test.shape","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"a7afceb9512d669c594d298380cbada25ccb7ea9"},"cell_type":"markdown","source":"## 3. Splitting the dependent and independent variables"},{"metadata":{"trusted":true,"_uuid":"0c3767e6bc9529781a8ff64e408c2f36f14d6225"},"cell_type":"code","source":"train_images=train.iloc[:,1:].values \n#.values is used to convert dataframe to numpy for better accesibility ","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"81f62db3f6040ab5d8f59e2eab5022e2678ff459"},"cell_type":"code","source":"train_labels=train.iloc[:,:1].values","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"13a14eff6c3877dda2c00ce8a06228d4bc87f746"},"cell_type":"code","source":"test_images=test.values","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"84e8a54b2ef145760be09a03fe4adf5406ca5d2e"},"cell_type":"markdown","source":"## 4. Scaling"},{"metadata":{"trusted":true,"_uuid":"a115cdf550c5d837e0f2b5a0624788d8e6892d45"},"cell_type":"code","source":"np.max(train_images)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"29d0ae2f5198f3c7dcbbf1871c186a2c2e4114dd"},"cell_type":"code","source":"train_images=train_images/255.\ntest_images=test_images/255.","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"25b92fe691ca1ca1a75afe338aeda71de7539b1f"},"cell_type":"code","source":"test_images.shape","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"b36f410f6e863ba0cdcf6313c41cb13364987be1"},"cell_type":"code","source":"train_images.shape","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"2b2ddc2393935f9dbba656549befec48c2da31ad"},"cell_type":"markdown","source":"## 5. Visualize the Data"},{"metadata":{"_uuid":"c785e20bcef82375c3e46a87fb736ecc9bce3bb0"},"cell_type":"markdown","source":"Before visualize the image data we have to change the dimensional data. because displaying the image data we need to have 3 dimension"},{"metadata":{"trusted":true,"_uuid":"45217d1795a32f46f8dd3d28806b5db7548d3d5b"},"cell_type":"code","source":"train_images=train_images.reshape(train_images.shape[0],28,28)\ntrain_images.shape","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"b6342a04c344b7e673d89cac1c3593334487e081"},"cell_type":"code","source":"test_images=test_images.reshape(test_images.shape[0],28,28)\ntest_images.shape","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"4211a6a430c8482d06f95050344b08012590680b"},"cell_type":"markdown","source":"1. ### 5.1. Visualize the train image"},{"metadata":{"trusted":true,"_uuid":"a293312fab5951f428bd2b2a29a86a634bd687b7"},"cell_type":"code","source":"plt.figure(figsize=(10,10))\nplt.imshow(train_images[1])","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"4404ccd66b66aa9e0ebe650c6c81785374f01fcb"},"cell_type":"markdown","source":"### 5.2. Visualize the first 25 train images"},{"metadata":{"trusted":true,"_uuid":"1fbe88b81a91f8b89c5430b723c8a311889c381f"},"cell_type":"code","source":"plt.figure(figsize=(10,10))\nfor i in range(25):\n    plt.subplot(5,5,i+1)\n    plt.imshow(train_images[i])\n    plt.xlabel(train_labels[i])\n    plt.xticks([])\n    plt.yticks([])","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"7f685ca0e7d987c32a4da96e8a8792e9cb80ead1"},"cell_type":"markdown","source":"Reshaping the train and test images"},{"metadata":{"trusted":true,"_uuid":"8a8caf6a6d7ea7e92f2a37b017a4d704ccb9c9ee"},"cell_type":"code","source":"train_images=train_images.reshape(train_images.shape[0],28,28,1)\ntest_images=test_images.reshape(test_images.shape[0],28,28,1)","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"959c16873bfd83a7f9ce74b3342673f66c1eb1dc"},"cell_type":"markdown","source":"## 6. CNN Deep learning model building"},{"metadata":{"_uuid":"b89ac96668dc1cb0418d23168f5c96481afc3c26"},"cell_type":"markdown","source":"### 6.1. Initialize the CNN model"},{"metadata":{"trusted":true,"_uuid":"ce67ed7d751e4a4b548a81e1157dd554e3648980"},"cell_type":"code","source":"classifier=Sequential()","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"27cd4035c66b0e7775d0be20b0794d5600841a54"},"cell_type":"markdown","source":"### 6.2. Create Convolution layer"},{"metadata":{"_uuid":"1b5c3b3cccc7c20cc754a43a0f58aa81bbf5e1eb"},"cell_type":"markdown","source":"Feature detector: Filter, Kernel, or Feature Detector is a small matrix used for features detection.\n\nConvolutional layer compares the raw data against the feature detector and store the count of matched 1's in the feature map. This reduces the no of inputs.\n\n![image.png](attachment:image.png)\n\nAfter the the convolution, We apply rectified linear unit (ReLU) inorder to remove linearity or increase non linearity in our 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"}}},{"metadata":{"trusted":true,"_uuid":"12fa2c764fb899173155173d886fed7dbc1c48e7"},"cell_type":"code","source":"classifier.add(Conv2D(32,(3,3), input_shape=(28, 28,1), activation='relu'))","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"72518b275c70d788865159f07774b59ecc655abf"},"cell_type":"markdown","source":"### 6.3. Create MaxPooling Layer"},{"metadata":{"_uuid":"0aa252f300b38e0f3b291b0688c08743b9e54ef5"},"cell_type":"markdown","source":"Pooling layer is used to capture distinctive feature of an object even if the image is rotated, tiled, posing different pose, different lightining"},{"metadata":{"trusted":true,"_uuid":"d6742881279d585fec70feec98e8deee155cae1f"},"cell_type":"code","source":"classifier.add(MaxPooling2D(pool_size=(2,2)))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"55e01b16a73d0d7c0eca3a7bc38e504c8eacc37f"},"cell_type":"code","source":"classifier.add(Flatten())","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"4ad99183fea51122c4d847c2a8bce16de16b4e50"},"cell_type":"markdown","source":"### 6.4. Creating hidden layer"},{"metadata":{"trusted":true,"_uuid":"9cff19bc66c5736c28b5580777e8713c42b977be"},"cell_type":"code","source":"classifier.add(Dense(activation='relu',units=128))","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"d494fac564a7b1f8e039e71e4afe8f570c875a3b"},"cell_type":"markdown","source":"### 6.5. Creating output layer"},{"metadata":{"trusted":true,"_uuid":"471d24ee1e814b4b3632ac24a522c0c0f2c52939"},"cell_type":"code","source":"classifier.add(Dense(units=10,activation='softmax'))","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"3245375b488a27e71dd0fbea588e57b93a3f8994"},"cell_type":"markdown","source":"### 6.6. Compile the CNN"},{"metadata":{"trusted":true,"_uuid":"a3ff1dfd8c73f0b8a573fbb2c51a8deb2ad2b204"},"cell_type":"code","source":"classifier.compile(optimizer='adam',loss='sparse_categorical_crossentropy',metrics=['accuracy'])","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"543ad17530dfaca9a44602814095b98b1db86176"},"cell_type":"markdown","source":"### 7. Data Augmentation"},{"metadata":{"_uuid":"d3b75eecb39e6f9afe53b1ed70cafccc1a7a718b"},"cell_type":"markdown","source":"Data Augmentation is technique of creating slightly different or new images of your input image. Data Augumentation avoids overfitting. Model performs well when we create more training images.\n\nThere are many ways to perform data augmentation,\n* Cropping\n* Rotating\n* Scaling\n* Translating\n* Flipping"},{"metadata":{"trusted":true,"_uuid":"b68bb2cb6f939937f26ef716afca4ecae52612e1"},"cell_type":"code","source":"from keras.preprocessing.image import ImageDataGenerator\ndatagen = ImageDataGenerator(rotation_range=8, width_shift_range=0.08, shear_range=0.3,\n                               height_shift_range=0.08, zoom_range=0.08)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"68f2e22977ff37f6fe58162ddfa38032050205f2"},"cell_type":"code","source":"from sklearn.model_selection import train_test_split\nX = train_images\ny = train_labels\ntrain_images1, X_val, train_labels1, y_val = train_test_split(train_images, train_labels, test_size=0.10, random_state=42)\nbatches = datagen.flow(train_images, train_labels, batch_size=64)\nval_batches=datagen.flow(X_val, y_val, batch_size=64)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"6689816307a84be996b00c32cb16cd97caceb9ca"},"cell_type":"code","source":"history=classifier.fit_generator(generator=batches, steps_per_epoch=batches.n, epochs=2, \n                    validation_data=val_batches, validation_steps=val_batches.n)","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"0056f8cdc3944f997c33101a565d159d0c386773"},"cell_type":"markdown","source":"### 8. Submitting the predictions"},{"metadata":{"trusted":true,"_uuid":"e149864037aeb5c63e2f9ee3e0b0d280e3cad3e1"},"cell_type":"code","source":"predictions = classifier.predict_classes(test_images)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"d28e57dd23781eccd1e4f6b2679c64d88bec14ee"},"cell_type":"code","source":"submissions=pd.DataFrame({\"ImageId\": list(range(1,len(predictions)+1)),\"Label\": predictions})\nsubmissions.to_csv('digit_submission3.csv', index=False, header=True)","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"d267c38e2eafdb438ec87ebca36ff1bae8b126f8"},"cell_type":"markdown","source":"You can also increase the number of epochs for better predictions. But it also increases the execution time"}],"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":1}