{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.13","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":30746,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"# 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\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2024-07-14T10:33:35.278370Z","iopub.execute_input":"2024-07-14T10:33:35.279870Z","iopub.status.idle":"2024-07-14T10:33:36.440147Z","shell.execute_reply.started":"2024-07-14T10:33:35.279823Z","shell.execute_reply":"2024-07-14T10:33:36.438799Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_train = pd.read_csv(\"/kaggle/input/digit-recognizer/train.csv\")\ndf_train.head()","metadata":{"execution":{"iopub.status.busy":"2024-07-14T11:21:04.731231Z","iopub.execute_input":"2024-07-14T11:21:04.731710Z","iopub.status.idle":"2024-07-14T11:21:07.921528Z","shell.execute_reply.started":"2024-07-14T11:21:04.731675Z","shell.execute_reply":"2024-07-14T11:21:07.920120Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_test = pd.read_csv(\"/kaggle/input/digit-recognizer/test.csv\")\ndf_test.head()","metadata":{"execution":{"iopub.status.busy":"2024-07-14T11:21:11.247428Z","iopub.execute_input":"2024-07-14T11:21:11.247894Z","iopub.status.idle":"2024-07-14T11:21:13.279229Z","shell.execute_reply.started":"2024-07-14T11:21:11.247862Z","shell.execute_reply":"2024-07-14T11:21:13.278011Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# **Importing Libraries**","metadata":{}},{"cell_type":"code","source":"import tensorflow as tf\nfrom tensorflow.keras import models, layers\nfrom tensorflow.keras.utils import to_categorical\n","metadata":{"execution":{"iopub.status.busy":"2024-07-14T11:21:17.819387Z","iopub.execute_input":"2024-07-14T11:21:17.819843Z","iopub.status.idle":"2024-07-14T11:21:17.825825Z","shell.execute_reply.started":"2024-07-14T11:21:17.819809Z","shell.execute_reply":"2024-07-14T11:21:17.824383Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# **Transforming Data**","metadata":{}},{"cell_type":"code","source":"x = df_train.iloc[:, 1:].values #taking all but the first column \ny = df_train.iloc[:, 0].values #taking all the labels\n\nx = x.astype('float32') #conversion to floating point type\ny = y.astype('int') #conversion of labels to integer type\n\nx = x/255.0 #normalization of pixels by dividing with 255.0 since RGB has 255.0 values\n\n","metadata":{"execution":{"iopub.status.busy":"2024-07-14T11:23:09.623816Z","iopub.execute_input":"2024-07-14T11:23:09.625271Z","iopub.status.idle":"2024-07-14T11:23:09.772850Z","shell.execute_reply.started":"2024-07-14T11:23:09.625220Z","shell.execute_reply":"2024-07-14T11:23:09.771555Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"X = x.reshape(-1, 28, 28, 1) #reshaping the data before input into model\ny = to_categorical(y, 10) #one-hot encoding of the labels","metadata":{"execution":{"iopub.status.busy":"2024-07-14T11:23:45.527606Z","iopub.execute_input":"2024-07-14T11:23:45.528801Z","iopub.status.idle":"2024-07-14T11:23:45.536914Z","shell.execute_reply.started":"2024-07-14T11:23:45.528759Z","shell.execute_reply":"2024-07-14T11:23:45.535620Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# **Splitting the data**","metadata":{}},{"cell_type":"markdown","source":"* split the data with train size of 80% and test size of 20%","metadata":{}},{"cell_type":"code","source":"from sklearn.model_selection import train_test_split\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":"2024-07-14T11:24:35.483763Z","iopub.execute_input":"2024-07-14T11:24:35.484980Z","iopub.status.idle":"2024-07-14T11:24:35.869480Z","shell.execute_reply.started":"2024-07-14T11:24:35.484935Z","shell.execute_reply":"2024-07-14T11:24:35.868195Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# **Building the LeNet Model**","metadata":{}},{"cell_type":"markdown","source":"![image.png](attachment:8c03443d-d0e0-485b-9f1b-7e46318c2f26.png)![image.png]","metadata":{},"attachments":{"8c03443d-d0e0-485b-9f1b-7e46318c2f26.png":{"image/png":"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"}}},{"cell_type":"code","source":"def build_lenet(input_shape):\n    model = tf.keras.Sequential()\n\n    model.add(tf.keras.layers.Conv2D(6, kernel_size= (5,5), strides= (1,1), activation= 'tanh', input_shape= input_shape))\n\n    model.add(tf.keras.layers.AveragePooling2D(pool_size= (2, 2), strides= (2, 2)))\n\n    model.add(tf.keras.layers.Conv2D(16, kernel_size= (2, 2), strides= (1,1), activation= 'tanh'))\n\n    model.add(tf.keras.layers.AveragePooling2D(pool_size= (2, 2), strides= (1, 1)))\n\n    model.add(tf.keras.layers.Flatten())\n\n    model.add(tf.keras.layers.Dense(120, activation= 'tanh'))\n\n    model.add(tf.keras.layers.Dense(84, activation= 'tanh'))\n\n    model.add(tf.keras.layers.Dense(10, activation= 'softmax'))\n\n    model.compile(loss= 'categorical_crossentropy', optimizer= tf.keras.optimizers.SGD(learning_rate= 0.01, momentum= 0.9), metrics= ['accuracy'])\n\n    return model\n","metadata":{"execution":{"iopub.status.busy":"2024-07-14T11:27:27.584379Z","iopub.execute_input":"2024-07-14T11:27:27.585175Z","iopub.status.idle":"2024-07-14T11:27:27.597060Z","shell.execute_reply.started":"2024-07-14T11:27:27.585129Z","shell.execute_reply":"2024-07-14T11:27:27.595857Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# **Creating the Learning rate scheduler**","metadata":{}},{"cell_type":"code","source":"def scheduler(epoch, lr):\n    if epoch < 2:\n        return 0.01\n    elif epoch < 5:\n        return 0.005\n    elif epoch < 8:\n        return 0.0025\n    else:\n        return 0.00125","metadata":{"execution":{"iopub.status.busy":"2024-07-14T11:28:00.804341Z","iopub.execute_input":"2024-07-14T11:28:00.804821Z","iopub.status.idle":"2024-07-14T11:28:00.811515Z","shell.execute_reply.started":"2024-07-14T11:28:00.804787Z","shell.execute_reply":"2024-07-14T11:28:00.810087Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# **Training the Model**","metadata":{}},{"cell_type":"code","source":"lr_callback = tf.keras.callbacks.LearningRateScheduler(scheduler)\n\nlenet = build_lenet((28, 28, 1))\nlenet.fit(x_train, y_train, epochs= 20, callbacks= [lr_callback], validation_data= (x_test, y_test), batch_size= 128, verbose= 1)","metadata":{"execution":{"iopub.status.busy":"2024-07-14T11:28:33.703722Z","iopub.execute_input":"2024-07-14T11:28:33.704137Z","iopub.status.idle":"2024-07-14T11:30:52.242924Z","shell.execute_reply.started":"2024-07-14T11:28:33.704107Z","shell.execute_reply":"2024-07-14T11:30:52.241523Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"With this the training is complete with 20 epochs over the data.","metadata":{}},{"cell_type":"markdown","source":"# **Measuring the Validation Loss and Validation Accuracy**","metadata":{}},{"cell_type":"code","source":"val_loss, val_acc = lenet.evaluate(x_test, y_test)\nprint(f'TensorFlow Validation Loss: {val_loss}, Validation Accuracy: {val_acc}')\n\npredictions = lenet.predict(df_test.values.reshape(-1, 28, 28, 1) / 255.0)\npredicted_labels = np.argmax(predictions, axis=1)\n\nprint(\"TensorFlow Predictions:\")\nprint(predicted_labels)","metadata":{"execution":{"iopub.status.busy":"2024-07-14T11:33:29.607300Z","iopub.execute_input":"2024-07-14T11:33:29.607776Z","iopub.status.idle":"2024-07-14T11:33:36.106207Z","shell.execute_reply.started":"2024-07-14T11:33:29.607744Z","shell.execute_reply":"2024-07-14T11:33:36.104934Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"* Accuracy: 97.0119%\n* Loss: 0.09215","metadata":{}},{"cell_type":"markdown","source":"# **Submitting the results**","metadata":{}},{"cell_type":"code","source":"submission = pd.DataFrame({'ImageId': list(range(1, len(predicted_labels) + 1)),\n                              'Label': predicted_labels})\nsubmission.to_csv('submission.csv', index=False)","metadata":{"execution":{"iopub.status.busy":"2024-07-14T11:34:43.001307Z","iopub.execute_input":"2024-07-14T11:34:43.001798Z","iopub.status.idle":"2024-07-14T11:34:43.063063Z","shell.execute_reply.started":"2024-07-14T11:34:43.001766Z","shell.execute_reply":"2024-07-14T11:34:43.061950Z"},"trusted":true},"execution_count":null,"outputs":[]}]}