{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.12.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[],"dockerImageVersionId":28755,"isInternetEnabled":false,"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\n\n# Use the kagglehub client library to attach Kaggle resources like competitions, datasets, and models to your session\n# Learn more about kagglehub: https://github.com/Kaggle/kagglehub/blob/main/README.md\n\nimport kagglehub\n# kagglehub.dataset_download('<owner>/<dataset-slug>')","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true,"execution":{"iopub.status.busy":"2026-06-09T12:25:38.577764Z","iopub.execute_input":"2026-06-09T12:25:38.578075Z","iopub.status.idle":"2026-06-09T12:25:40.328351Z","shell.execute_reply.started":"2026-06-09T12:25:38.578040Z","shell.execute_reply":"2026-06-09T12:25:40.327477Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"### coding from scratch","metadata":{}},{"cell_type":"markdown","source":"### libraries","metadata":{}},{"cell_type":"code","source":"import numpy as np\nimport pandas as pd\nfrom matplotlib import pyplot as plt","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-09T12:27:43.231915Z","iopub.execute_input":"2026-06-09T12:27:43.232650Z","iopub.status.idle":"2026-06-09T12:27:43.236291Z","shell.execute_reply.started":"2026-06-09T12:27:43.232623Z","shell.execute_reply":"2026-06-09T12:27:43.235514Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"df = pd.read_csv('/kaggle/input/competitions/digit-recognizer/train.csv')\ndf.head()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-09T13:28:24.722574Z","iopub.execute_input":"2026-06-09T13:28:24.723512Z","iopub.status.idle":"2026-06-09T13:28:26.371403Z","shell.execute_reply.started":"2026-06-09T13:28:24.723475Z","shell.execute_reply":"2026-06-09T13:28:26.370575Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"df = np.array(df)\nm, n = df.shape\nnp.random.shuffle(df)\n\ntest = df[0:1000].T\ny_test = test[0]\nX_test = test[1:n]\nX_test = X_test/255.\n\ntrain = df[1000:m].T\ny_train = train[0]\nX_train = train[1:n]\nX_train = X_train/255.\n\na, m_train = X_train.shape","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-09T13:28:32.727029Z","iopub.execute_input":"2026-06-09T13:28:32.727924Z","iopub.status.idle":"2026-06-09T13:28:33.353850Z","shell.execute_reply.started":"2026-06-09T13:28:32.727892Z","shell.execute_reply":"2026-06-09T13:28:33.352970Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"![Screenshot 2026-06-09 at 6.46.22 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"}}},{"cell_type":"markdown","source":"### let's try this simple NN with 2 hidden layers. For the funtions we use ReLU and softmax","metadata":{}},{"cell_type":"markdown","source":"### giving initial values to our parameters randomly","metadata":{}},{"cell_type":"code","source":"def init_params():\n    W1 = np.random.rand(10, 784) - 0.5\n    b1 = np.random.rand(10, 1) - 0.5\n    \n    # Second hidden layer: 10 → 10\n    W2 = np.random.rand(10, 10) - 0.5\n    b2 = np.random.rand(10, 1) - 0.5\n    \n    # Output layer: 10 → 10\n    W3 = np.random.rand(10, 10) - 0.5\n    b3 = np.random.rand(10, 1) - 0.5\n    \n    return W1, b1, W2, b2, W3, b3","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-09T13:54:37.108132Z","iopub.execute_input":"2026-06-09T13:54:37.108666Z","iopub.status.idle":"2026-06-09T13:54:37.113288Z","shell.execute_reply.started":"2026-06-09T13:54:37.108640Z","shell.execute_reply":"2026-06-09T13:54:37.112730Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"### our simple ReLU function and its derivative ","metadata":{}},{"cell_type":"code","source":"def ReLU(Z):\n    return np.maximum(Z,0)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-09T12:43:54.722368Z","iopub.execute_input":"2026-06-09T12:43:54.722816Z","iopub.status.idle":"2026-06-09T12:43:54.726670Z","shell.execute_reply.started":"2026-06-09T12:43:54.722787Z","shell.execute_reply":"2026-06-09T12:43:54.725872Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"def ReLU_d(Z):\n    return Z>0","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-09T12:48:17.751565Z","iopub.execute_input":"2026-06-09T12:48:17.751936Z","iopub.status.idle":"2026-06-09T12:48:17.756411Z","shell.execute_reply.started":"2026-06-09T12:48:17.751911Z","shell.execute_reply":"2026-06-09T12:48:17.755575Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"### our another funtion softmax\n","metadata":{}},{"cell_type":"code","source":"def softmax(Z):\n    return np.exp(Z) / sum(np.exp(Z))","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-09T12:45:07.007286Z","iopub.execute_input":"2026-06-09T12:45:07.008054Z","iopub.status.idle":"2026-06-09T12:45:07.012125Z","shell.execute_reply.started":"2026-06-09T12:45:07.008026Z","shell.execute_reply":"2026-06-09T12:45:07.011050Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"### forward propagation","metadata":{}},{"cell_type":"code","source":"def forward_prop(W1, b1, W2, b2, W3, b3, X):\n    # First hidden layer\n    Z1 = W1.dot(X) + b1\n    A1 = ReLU(Z1)\n    \n    # Second hidden layer\n    Z2 = W2.dot(A1) + b2\n    A2 = ReLU(Z2)\n    \n    # Output layer\n    Z3 = W3.dot(A2) + b3\n    A3 = softmax(Z3)\n    \n    return Z1, A1, Z2, A2, Z3, A3","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-09T13:55:01.744535Z","iopub.execute_input":"2026-06-09T13:55:01.745224Z","iopub.status.idle":"2026-06-09T13:55:01.749467Z","shell.execute_reply.started":"2026-06-09T13:55:01.745195Z","shell.execute_reply":"2026-06-09T13:55:01.748685Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"def one_hot(Y):\n    one_hot_Y = np.zeros((Y.size, Y.max()+1))\n    one_hot_Y[np.arange(Y.size), Y]=1\n    one_hot_Y = one_hot_Y.T\n    return one_hot_Y","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-09T13:24:07.645485Z","iopub.execute_input":"2026-06-09T13:24:07.645782Z","iopub.status.idle":"2026-06-09T13:24:07.650065Z","shell.execute_reply.started":"2026-06-09T13:24:07.645761Z","shell.execute_reply":"2026-06-09T13:24:07.649272Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"### backward propagation","metadata":{}},{"cell_type":"code","source":"def backward_prop(Z1, A1, Z2, A2, Z3, A3, W1, W2, W3, X, Y):\n    m = X.shape[1]\n    one_hot_Y = one_hot(Y)\n    \n    # Output layer gradients\n    dZ3 = A3 - one_hot_Y\n    dW3 = 1/m * dZ3.dot(A2.T)\n    db3 = 1/m * np.sum(dZ3, axis=1, keepdims=True)\n    \n    # Second hidden layer gradients\n    dZ2 = W3.T.dot(dZ3) * ReLU_d(Z2)\n    dW2 = 1/m * dZ2.dot(A1.T)\n    db2 = 1/m * np.sum(dZ2, axis=1, keepdims=True)\n    \n    # First hidden layer gradients\n    dZ1 = W2.T.dot(dZ2) * ReLU_d(Z1)\n    dW1 = 1/m * dZ1.dot(X.T)\n    db1 = 1/m * np.sum(dZ1, axis=1, keepdims=True)\n    \n    return dW1, db1, dW2, db2, dW3, db3","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-09T13:56:27.396678Z","iopub.execute_input":"2026-06-09T13:56:27.396924Z","iopub.status.idle":"2026-06-09T13:56:27.402492Z","shell.execute_reply.started":"2026-06-09T13:56:27.396903Z","shell.execute_reply":"2026-06-09T13:56:27.401759Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"### updating our parameters","metadata":{}},{"cell_type":"code","source":"def update_params(W1, b1, W2, b2, W3, b3, dW1, db1, dW2, db2, dW3, db3, alpha):\n    W1 -= alpha * dW1\n    b1 -= alpha * db1\n    W2 -= alpha * dW2\n    b2 -= alpha * db2\n    W3 -= alpha * dW3\n    b3 -= alpha * db3\n    return W1, b1, W2, b2, W3, b3","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-09T13:55:22.965457Z","iopub.execute_input":"2026-06-09T13:55:22.966430Z","iopub.status.idle":"2026-06-09T13:55:22.970688Z","shell.execute_reply.started":"2026-06-09T13:55:22.966402Z","shell.execute_reply":"2026-06-09T13:55:22.969832Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"### getting predictions from A3","metadata":{}},{"cell_type":"code","source":"def pred(A3):\n    return np.argmax(A3, 0)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-09T14:01:33.942460Z","iopub.execute_input":"2026-06-09T14:01:33.943397Z","iopub.status.idle":"2026-06-09T14:01:33.946773Z","shell.execute_reply.started":"2026-06-09T14:01:33.943369Z","shell.execute_reply":"2026-06-09T14:01:33.946171Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"### getting accuracy of our nn","metadata":{}},{"cell_type":"code","source":"def acc(pred, Y):\n    print (pred, Y)\n    return np.sum(pred == Y)/Y.size","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-09T13:11:44.916080Z","iopub.execute_input":"2026-06-09T13:11:44.916732Z","iopub.status.idle":"2026-06-09T13:11:44.920684Z","shell.execute_reply.started":"2026-06-09T13:11:44.916705Z","shell.execute_reply":"2026-06-09T13:11:44.919851Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"### our running process","metadata":{}},{"cell_type":"code","source":"def main_process(X, Y, alpha, iters):\n    W1, b1, W2, b2, W3, b3 = init_params()\n    for i in range(iters):\n        Z1, A1, Z2, A2, Z3, A3 = forward_prop(W1, b1, W2, b2, W3, b3, X)\n        dW1, db1, dW2, db2, dW3, db3 = backward_prop(Z1, A1, Z2, A2, Z3, A3, W1, W2, W3, X, Y)\n        W1, b1, W2, b2, W3, b3 = update_params(W1, b1, W2, b2, W3, b3, dW1, db1, dW2, db2, dW3, db3, alpha)\n        \n        if i % 10 == 0:\n            print(f'Iteration: {i}')\n            predictions = np.argmax(A3, 0)\n            accuracy = np.sum(predictions == Y) / Y.size\n            print(f'Accuracy: {accuracy}')\n    \n    return W1, b1, W2, b2, W3, b3","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-09T13:55:34.355829Z","iopub.execute_input":"2026-06-09T13:55:34.356264Z","iopub.status.idle":"2026-06-09T13:55:34.362246Z","shell.execute_reply.started":"2026-06-09T13:55:34.356238Z","shell.execute_reply":"2026-06-09T13:55:34.361302Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"W1, b1, W2, b2, W3, b3 = main_process(X_train, y_train, 0.11, 600)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-09T13:58:35.979359Z","iopub.execute_input":"2026-06-09T13:58:35.979684Z","iopub.status.idle":"2026-06-09T13:59:20.714318Z","shell.execute_reply.started":"2026-06-09T13:58:35.979659Z","shell.execute_reply":"2026-06-09T13:59:20.713685Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"### 84% accuracy on the train set. let's check the accuracy on the test set","metadata":{}},{"cell_type":"code","source":"def test_pred(X, W1, b1, W2, b2, W3, b3):\n    Z1 = W1.dot(X) + b1\n    A1 = ReLU(Z1)\n    \n    Z2 = W2.dot(A1) + b2\n    A2 = ReLU(Z2)\n    \n    Z3 = W3.dot(A2) + b3\n    A3 = softmax(Z3)\n    \n    return pred(A3)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-09T14:00:22.646192Z","iopub.execute_input":"2026-06-09T14:00:22.646907Z","iopub.status.idle":"2026-06-09T14:00:22.651547Z","shell.execute_reply.started":"2026-06-09T14:00:22.646876Z","shell.execute_reply":"2026-06-09T14:00:22.650923Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"predicted = test_pred(X_test, W1, b1, W2, b2, W3, b3)\nacc(predicted, y_test)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-09T14:00:44.874399Z","iopub.execute_input":"2026-06-09T14:00:44.875079Z","iopub.status.idle":"2026-06-09T14:00:44.890635Z","shell.execute_reply.started":"2026-06-09T14:00:44.875049Z","shell.execute_reply":"2026-06-09T14:00:44.889992Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"### great, also almost 84% with only 2 hidden layers","metadata":{}},{"cell_type":"code","source":"","metadata":{"trusted":true},"outputs":[],"execution_count":null}]}