{"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_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","trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import pandas as pd\nimport numpy as np\nimport tensorflow as tf\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.metrics import ConfusionMatrixDisplay, confusion_matrix\nimport matplotlib.pyplot as plt","metadata":{"execution":{"iopub.status.busy":"2023-03-16T07:47:31.875670Z","iopub.execute_input":"2023-03-16T07:47:31.876119Z","iopub.status.idle":"2023-03-16T07:47:39.739168Z","shell.execute_reply.started":"2023-03-16T07:47:31.876073Z","shell.execute_reply":"2023-03-16T07:47:39.737915Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_df = pd.read_csv('/kaggle/input/Kannada-MNIST/train.csv')\ntest_df = pd.read_csv('/kaggle/input/Kannada-MNIST/test.csv')","metadata":{"execution":{"iopub.status.busy":"2023-03-16T07:47:39.741392Z","iopub.execute_input":"2023-03-16T07:47:39.742261Z","iopub.status.idle":"2023-03-16T07:47:44.090643Z","shell.execute_reply.started":"2023-03-16T07:47:39.742217Z","shell.execute_reply":"2023-03-16T07:47:44.089572Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_df.head()","metadata":{"execution":{"iopub.status.busy":"2023-03-16T07:47:44.092412Z","iopub.execute_input":"2023-03-16T07:47:44.092829Z","iopub.status.idle":"2023-03-16T07:47:44.117285Z","shell.execute_reply.started":"2023-03-16T07:47:44.092788Z","shell.execute_reply":"2023-03-16T07:47:44.116200Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_df['label'].unique()","metadata":{"execution":{"iopub.status.busy":"2023-03-16T08:09:50.863439Z","iopub.execute_input":"2023-03-16T08:09:50.863832Z","iopub.status.idle":"2023-03-16T08:09:50.874236Z","shell.execute_reply.started":"2023-03-16T08:09:50.863796Z","shell.execute_reply":"2023-03-16T08:09:50.872817Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Convert to 28x28 and normalize 255.0\n\ntrain_img = train_df.drop('label', axis=1).values\ntrain_img = train_img.reshape(-1, 28, 28, 1) / 255.0\ntrain_img.shape","metadata":{"execution":{"iopub.status.busy":"2023-03-16T07:47:44.119034Z","iopub.execute_input":"2023-03-16T07:47:44.119387Z","iopub.status.idle":"2023-03-16T07:47:44.374959Z","shell.execute_reply.started":"2023-03-16T07:47:44.119352Z","shell.execute_reply":"2023-03-16T07:47:44.373687Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Training","metadata":{}},{"cell_type":"code","source":"np.random.seed(42)\n\nX_train, X_test, y_train, y_test = train_test_split(train_img, train_df['label'])\n\nX_train.shape, X_test.shape, y_train.shape, y_test.shape","metadata":{"execution":{"iopub.status.busy":"2023-03-16T07:47:44.378265Z","iopub.execute_input":"2023-03-16T07:47:44.378939Z","iopub.status.idle":"2023-03-16T07:47:44.902849Z","shell.execute_reply.started":"2023-03-16T07:47:44.378896Z","shell.execute_reply":"2023-03-16T07:47:44.901729Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"tf.random.set_seed(42)\n\nINPUT_SHAPE = [28, 28, 1]\n\nmodel = tf.keras.models.Sequential([\n    tf.keras.layers.Conv2D(filters=64,\n                           kernel_size=5,\n                           padding='same',\n                           input_shape=INPUT_SHAPE,\n                           activation='relu'),\n    tf.keras.layers.MaxPool2D(pool_size=3),\n    tf.keras.layers.BatchNormalization(),\n    tf.keras.layers.Conv2D(filters=64,\n                           kernel_size=5,\n                           padding='same',\n                           activation='relu'),\n    tf.keras.layers.MaxPool2D(pool_size=2),\n    tf.keras.layers.BatchNormalization(),\n    tf.keras.layers.Flatten(),\n    tf.keras.layers.Dropout(0.25),\n    tf.keras.layers.Dense(256, activation='relu'),\n    tf.keras.layers.BatchNormalization(),\n    tf.keras.layers.Dense(128, activation='relu'),\n    tf.keras.layers.BatchNormalization(),\n    tf.keras.layers.Dense(64, activation='relu'),\n    tf.keras.layers.BatchNormalization(),\n    tf.keras.layers.Dense(32, activation='relu'),\n    tf.keras.layers.BatchNormalization(),\n    tf.keras.layers.Dense(10, activation='softmax')\n\n])\n\nmodel.compile(loss=tf.keras.losses.SparseCategoricalCrossentropy(),\n              optimizer=tf.keras.optimizers.Adam(),\n              metrics=['accuracy'])","metadata":{"execution":{"iopub.status.busy":"2023-03-16T07:47:44.904598Z","iopub.execute_input":"2023-03-16T07:47:44.904986Z","iopub.status.idle":"2023-03-16T07:47:48.576805Z","shell.execute_reply.started":"2023-03-16T07:47:44.904949Z","shell.execute_reply":"2023-03-16T07:47:48.575741Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"model.summary()","metadata":{"execution":{"iopub.status.busy":"2023-03-16T07:47:48.578256Z","iopub.execute_input":"2023-03-16T07:47:48.578601Z","iopub.status.idle":"2023-03-16T07:47:48.625357Z","shell.execute_reply.started":"2023-03-16T07:47:48.578559Z","shell.execute_reply":"2023-03-16T07:47:48.624576Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"history = model.fit(X_train,\n                    y_train,\n                    batch_size=32,\n                    epochs=30,\n                    validation_data=(X_test, y_test))","metadata":{"execution":{"iopub.status.busy":"2023-03-16T07:47:48.626331Z","iopub.execute_input":"2023-03-16T07:47:48.626661Z","iopub.status.idle":"2023-03-16T07:55:14.584511Z","shell.execute_reply.started":"2023-03-16T07:47:48.626624Z","shell.execute_reply":"2023-03-16T07:55:14.582925Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Plot results and Random tests","metadata":{}},{"cell_type":"code","source":"def plot_loss_curves(history):\n    '''\n    Returns separate loss curves for training and validation metrics.\n    '''\n    loss = history.history['loss']\n    val_loss = history.history['val_loss']\n\n    accuracy = history.history['accuracy']\n    val_accuracy = history.history['val_accuracy']\n\n    epochs = range(len(history.history['loss'])) # Get number of epochs\n\n    # Plot loss\n    plt.plot(epochs, loss, label='training_loss')\n    plt.plot(epochs, val_loss, label='val_loss')\n    plt.title('Loss')\n    plt.xlabel('Epochs')\n    plt.legend()\n\n    # Plot accuracy\n    plt.figure()\n    plt.plot(epochs, accuracy, label='training_accuracy')\n    plt.plot(epochs, val_accuracy, label='val_accuracy')\n    plt.title('Accuracy')\n    plt.xlabel('Epochs')\n    plt.legend();","metadata":{"execution":{"iopub.status.busy":"2023-03-16T07:55:14.588321Z","iopub.execute_input":"2023-03-16T07:55:14.588714Z","iopub.status.idle":"2023-03-16T07:55:14.597227Z","shell.execute_reply.started":"2023-03-16T07:55:14.588670Z","shell.execute_reply":"2023-03-16T07:55:14.595285Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plot_loss_curves(history)","metadata":{"execution":{"iopub.status.busy":"2023-03-16T07:55:14.598996Z","iopub.execute_input":"2023-03-16T07:55:14.599536Z","iopub.status.idle":"2023-03-16T07:55:15.098812Z","shell.execute_reply.started":"2023-03-16T07:55:14.599497Z","shell.execute_reply":"2023-03-16T07:55:15.097775Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"y_preds = model.predict(X_test)\ny_preds = np.argmax(y_preds, axis=1)\ny_preds[:5]","metadata":{"execution":{"iopub.status.busy":"2023-03-16T07:55:15.100383Z","iopub.execute_input":"2023-03-16T07:55:15.101035Z","iopub.status.idle":"2023-03-16T07:55:16.918874Z","shell.execute_reply.started":"2023-03-16T07:55:15.100992Z","shell.execute_reply":"2023-03-16T07:55:16.917672Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"cm = confusion_matrix(y_test, y_preds)\ncmp = ConfusionMatrixDisplay(cm)\nfig, ax = plt.subplots(figsize=(10,10))\ncmp.plot(ax=ax, cmap=plt.cm.Blues)","metadata":{"execution":{"iopub.status.busy":"2023-03-16T07:55:16.920439Z","iopub.execute_input":"2023-03-16T07:55:16.920825Z","iopub.status.idle":"2023-03-16T07:55:17.643869Z","shell.execute_reply.started":"2023-03-16T07:55:16.920786Z","shell.execute_reply":"2023-03-16T07:55:17.642748Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test_df.head()","metadata":{"execution":{"iopub.status.busy":"2023-03-16T07:55:17.645309Z","iopub.execute_input":"2023-03-16T07:55:17.645889Z","iopub.status.idle":"2023-03-16T07:55:17.662777Z","shell.execute_reply.started":"2023-03-16T07:55:17.645845Z","shell.execute_reply":"2023-03-16T07:55:17.661451Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test_img = test_df.drop('id', axis=1).values.reshape(-1,28,28,1)/255.0\npreds = np.argmax(model.predict(test_img), axis=1)\npreds","metadata":{"execution":{"iopub.status.busy":"2023-03-16T07:55:17.664208Z","iopub.execute_input":"2023-03-16T07:55:17.665046Z","iopub.status.idle":"2023-03-16T07:55:18.405021Z","shell.execute_reply.started":"2023-03-16T07:55:17.665009Z","shell.execute_reply":"2023-03-16T07:55:18.404044Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def randomTest(preds):\n  fig, ax = plt.subplots(5, 5, figsize=(15, 15))\n  \n  for index, axi in enumerate(ax.flat):\n    axi.imshow(test_img[index].reshape(28, 28), cmap='gray', interpolation='nearest')\n    axi.set(xticks=[], yticks=[],\n            xlabel=str(preds[index]))\n  plt.show()","metadata":{"execution":{"iopub.status.busy":"2023-03-16T07:55:18.406623Z","iopub.execute_input":"2023-03-16T07:55:18.407005Z","iopub.status.idle":"2023-03-16T07:55:18.415202Z","shell.execute_reply.started":"2023-03-16T07:55:18.406967Z","shell.execute_reply":"2023-03-16T07:55:18.412737Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![kannada.png](attachment:ad95ae3f-5348-403d-90e9-02623472b024.png)","metadata":{},"attachments":{"ad95ae3f-5348-403d-90e9-02623472b024.png":{"image/png":"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"}}},{"cell_type":"code","source":"randomTest(preds)","metadata":{"execution":{"iopub.status.busy":"2023-03-16T07:55:18.416572Z","iopub.execute_input":"2023-03-16T07:55:18.417838Z","iopub.status.idle":"2023-03-16T07:55:19.810048Z","shell.execute_reply.started":"2023-03-16T07:55:18.417777Z","shell.execute_reply":"2023-03-16T07:55:19.808820Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Create submission file","metadata":{}},{"cell_type":"code","source":"sample_submission_df = pd.read_csv('/kaggle/input/Kannada-MNIST/sample_submission.csv')\nsample_submission_df.head()","metadata":{"execution":{"iopub.status.busy":"2023-03-16T08:02:11.779732Z","iopub.execute_input":"2023-03-16T08:02:11.780438Z","iopub.status.idle":"2023-03-16T08:02:11.799481Z","shell.execute_reply.started":"2023-03-16T08:02:11.780398Z","shell.execute_reply":"2023-03-16T08:02:11.798389Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"submission_df = pd.DataFrame({'id':test_df['id'], 'label':preds})\nsubmission_df.head()","metadata":{"execution":{"iopub.status.busy":"2023-03-16T08:02:19.507767Z","iopub.execute_input":"2023-03-16T08:02:19.508350Z","iopub.status.idle":"2023-03-16T08:02:19.519806Z","shell.execute_reply.started":"2023-03-16T08:02:19.508313Z","shell.execute_reply":"2023-03-16T08:02:19.518394Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"submission_file_dir = '/kaggle/working/'\nname = 'submission.csv'\nsubmission_path = submission_file_dir + name\n\nsubmission_df.to_csv(submission_path, index=False)","metadata":{"execution":{"iopub.status.busy":"2023-03-16T08:16:21.757455Z","iopub.execute_input":"2023-03-16T08:16:21.757839Z","iopub.status.idle":"2023-03-16T08:16:21.770606Z","shell.execute_reply.started":"2023-03-16T08:16:21.757804Z","shell.execute_reply":"2023-03-16T08:16:21.769450Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}