{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.14","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":3004,"databundleVersionId":861823,"sourceType":"competition"}],"dockerImageVersionId":30761,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# Summary\n\nProcessing  \n- Load data\n- Split Data\n- Normalize\n\nTraining Phase\n\n- Layers\n- Compile\n- Evalute\n\nFeatures\n- Summary\n- Futher Readings","metadata":{}},{"cell_type":"code","source":"import pandas as pd\nimport numpy as np\nimport tensorflow as tf # Tensorflow\nfrom sklearn.model_selection import train_test_split # For split data","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Processing","metadata":{}},{"cell_type":"markdown","source":"### Load","metadata":{}},{"cell_type":"code","source":"train = pd.read_csv('/kaggle/input/digit-recognizer/train.csv')\ntrain.head()","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2024-09-23T15:27:03.337450Z","iopub.execute_input":"2024-09-23T15:27:03.338320Z","iopub.status.idle":"2024-09-23T15:27:07.085720Z","shell.execute_reply.started":"2024-09-23T15:27:03.338264Z","shell.execute_reply":"2024-09-23T15:27:07.084121Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Split Data","metadata":{}},{"cell_type":"code","source":"X, y = train.drop('label', axis=1), train['label']\nX_train, X_test, y_train, y_test = train_test_split(X,y, test_size=0.2, random_state=42)","metadata":{"execution":{"iopub.status.busy":"2024-09-23T15:20:05.802008Z","iopub.execute_input":"2024-09-23T15:20:05.802553Z","iopub.status.idle":"2024-09-23T15:20:07.087414Z","shell.execute_reply.started":"2024-09-23T15:20:05.802508Z","shell.execute_reply":"2024-09-23T15:20:07.082811Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Normalize","metadata":{}},{"cell_type":"code","source":"X_train = tf.keras.utils.normalize(X_train, axis= 1)\nX_test = tf.keras.utils.normalize(X_test, axis= 1)","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Training Phase","metadata":{}},{"cell_type":"markdown","source":"### Layers","metadata":{}},{"cell_type":"code","source":"model = tf.keras.models.Sequential()\nmodel.add(tf.keras.layers.Flatten())\nmodel.add(tf.keras.layers.Dense(128, activation= 'relu'))\nmodel.add(tf.keras.layers.Dense(128, activation= 'relu'))\nmodel.add(tf.keras.layers.Dense(10, activation= 'softmax'))","metadata":{"execution":{"iopub.status.busy":"2024-09-23T15:20:07.106122Z","iopub.execute_input":"2024-09-23T15:20:07.106840Z","iopub.status.idle":"2024-09-23T15:20:07.126261Z","shell.execute_reply.started":"2024-09-23T15:20:07.106771Z","shell.execute_reply":"2024-09-23T15:20:07.124728Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Compile","metadata":{}},{"cell_type":"code","source":"model.compile(optimizer= 'adam', loss= 'sparse_categorical_crossentropy', metrics= ['accuracy'])","metadata":{"execution":{"iopub.status.busy":"2024-09-23T15:20:07.129052Z","iopub.execute_input":"2024-09-23T15:20:07.129611Z","iopub.status.idle":"2024-09-23T15:20:07.148967Z","shell.execute_reply.started":"2024-09-23T15:20:07.129560Z","shell.execute_reply":"2024-09-23T15:20:07.147342Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Fit","metadata":{}},{"cell_type":"code","source":"model.fit(X_train, y_train, epochs= 3)","metadata":{"execution":{"iopub.status.busy":"2024-09-23T15:20:07.151753Z","iopub.execute_input":"2024-09-23T15:20:07.152309Z","iopub.status.idle":"2024-09-23T15:20:20.313483Z","shell.execute_reply.started":"2024-09-23T15:20:07.152249Z","shell.execute_reply":"2024-09-23T15:20:20.311748Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Evaluate","metadata":{}},{"cell_type":"code","source":"# evaluate\nloss, accuracy = model.evaluate(X_test, y_test)","metadata":{"execution":{"iopub.status.busy":"2024-09-23T15:20:20.350836Z","iopub.execute_input":"2024-09-23T15:20:20.351398Z","iopub.status.idle":"2024-09-23T15:20:21.475535Z","shell.execute_reply.started":"2024-09-23T15:20:20.351346Z","shell.execute_reply":"2024-09-23T15:20:21.474004Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Features","metadata":{}},{"cell_type":"markdown","source":"### Summary","metadata":{}},{"cell_type":"code","source":"model.summary()","metadata":{"execution":{"iopub.status.busy":"2024-09-23T15:20:20.315400Z","iopub.execute_input":"2024-09-23T15:20:20.315908Z","iopub.status.idle":"2024-09-23T15:20:20.349172Z","shell.execute_reply.started":"2024-09-23T15:20:20.315857Z","shell.execute_reply":"2024-09-23T15:20:20.347716Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Futher Reading","metadata":{}},{"cell_type":"markdown","source":"\"Normalization helps to reduce the dominance of one feature over the others, which can lead to better generalization performance.\"\n\nhttps://www.quora.com/What-are-the-benefits-of-normalizing-images-before-feeding-them-into-convolutional-neural-networks-Why-is-it-necessary-to-do-this-preprocessing-step#:~:text=Normalizing%20data%20before%20training%20a%20convolutional%20neural%20network%20(CNN)%20has,lead%20to%20better%20generalization%20performance.","metadata":{}},{"cell_type":"markdown","source":"### How Flatten Works\n- https://keras.io/api/layers/reshaping_layers/flatten/\n\n![image.png](attachment:9980deaf-8f33-4239-b044-2ae993f2e4bf.png)","metadata":{},"attachments":{"9980deaf-8f33-4239-b044-2ae993f2e4bf.png":{"image/png":"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"}}},{"cell_type":"code","source":">>> x = tf.keras.Input(shape=(10, 10))\n>>> y = tf.keras.layers.Flatten()(x)\n>>> y.shape","metadata":{"execution":{"iopub.status.busy":"2024-09-23T15:39:50.885435Z","iopub.execute_input":"2024-09-23T15:39:50.886035Z","iopub.status.idle":"2024-09-23T15:39:50.901119Z","shell.execute_reply.started":"2024-09-23T15:39:50.885986Z","shell.execute_reply":"2024-09-23T15:39:50.899548Z"},"trusted":true},"execution_count":null,"outputs":[]}]}