Handwritten_digits_recognition_mnist_dataset.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "collapsed": true,
    "id": "Ot3RWju2BqrR"
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "from keras.datasets import mnist\n",
    "from  keras.utils import np_utils\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense, Dropout, Activation, Flatten, MaxPool2D\n",
    "from keras.layers import Conv2D, BatchNormalization\n",
    "from keras.preprocessing.image import ImageDataGenerator\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "collapsed": true,
    "id": "1V5777A3BzkK"
   },
   "outputs": [],
   "source": [
    "(x_train, y_train) , (x_test, y_test) = mnist.load_data()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 88
    },
    "colab_type": "code",
    "collapsed": false,
    "id": "AI0jug8nB2-u",
    "outputId": "7f9b0a9b-bd04-4e02-9c76-a76c20287531"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(60000, 28, 28)\n",
      "(60000,)\n",
      "(10000, 28, 28)\n",
      "(10000,)\n"
     ]
    }
   ],
   "source": [
    "print(x_train.shape)\n",
    "print(y_train.shape)\n",
    "print(x_test.shape)\n",
    "print(y_test.shape)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 281
    },
    "colab_type": "code",
    "collapsed": false,
    "id": "DW0t6RgoCBdQ",
    "outputId": "ab799d25-df0b-4ae0-b37b-96799a35bf3c"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([], <a list of 0 Text yticklabel objects>)"
      ]
     },
     "execution_count": 43,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAOcAAAD2CAYAAAAtfpAeAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAVRoq+qzOQu9AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(x_train[0] )\n",
    "plt.title(\" Digit \" + str(y_train[0]) )\n",
    "plt.xticks([])\n",
    "plt.yticks([])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 52
    },
    "colab_type": "code",
    "collapsed": false,
    "id": "5wCICJ2eCQzI",
    "outputId": "b6cb27a2-fe21-4812-9529-d10645b70807"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(60000, 28, 28, 1)\n",
      "(10000, 28, 28, 1)\n"
     ]
    }
   ],
   "source": [
    "# Normalizing the input\n",
    "x_train= x_train.reshape(x_train.shape[0], 28, 28, 1)\n",
    "x_train = x_train.astype('float32')\n",
    "x_train/=255\n",
    "x_test = x_test.reshape(x_test.shape[0],28,28,1)\n",
    "x_test = x_test.astype('float32')\n",
    "x_test/=255\n",
    "print(x_train.shape)\n",
    "print(x_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 512
    },
    "colab_type": "code",
    "collapsed": false,
    "id": "-IqYxDuXCbAt",
    "outputId": "b143ac5b-cf2e-4d3b-f777-52e2ab05e213"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.        ],\n",
       "       [0.        ],\n",
       "       [0.        ],\n",
       "       [0.        ],\n",
       "       [0.        ],\n",
       "       [0.        ],\n",
       "       [0.        ],\n",
       "       [0.        ],\n",
       "       [0.        ],\n",
       "       [0.        ],\n",
       "       [0.        ],\n",
       "       [0.        ],\n",
       "       [0.        ],\n",
       "       [0.        ],\n",
       "       [0.18039216],\n",
       "       [0.50980395],\n",
       "       [0.7176471 ],\n",
       "       [0.99215686],\n",
       "       [0.99215686],\n",
       "       [0.8117647 ],\n",
       "       [0.00784314],\n",
       "       [0.        ],\n",
       "       [0.        ],\n",
       "       [0.        ],\n",
       "       [0.        ],\n",
       "       [0.        ],\n",
       "       [0.        ],\n",
       "       [0.        ]], dtype=float32)"
      ]
     },
     "execution_count": 45,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_train[0][18]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "colab_type": "code",
    "collapsed": false,
    "id": "CTfIOGJxCl-C",
    "outputId": "728939e8-9c7b-4b1a-ed38-ab4c2b253705"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([5, 0, 4, ..., 5, 6, 8], dtype=uint8)"
      ]
     },
     "execution_count": 46,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_train"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "J2-I-Wi7LZdH"
   },
   "source": [
    "We use np_utils library from keras.utils to convert the target variable into multiple columns with values 0 or 1 depending on the value\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "colab_type": "code",
    "collapsed": false,
    "id": "78aGuzz3JpqT",
    "outputId": "6cb68a95-c572-4ee6-d40b-e3dbc32e9a9d"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0. 0. 0. 0. 0. 1. 0. 0. 0. 0.]\n"
     ]
    }
   ],
   "source": [
    "y_train = np_utils.to_categorical(y_train)\n",
    "y_test= np_utils.to_categorical(y_test)\n",
    "print(y_train[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "collapsed": true,
    "id": "vfARufLjLe3i"
   },
   "outputs": [],
   "source": [
    "classifier = Sequential()\n",
    "\n",
    "classifier.add(Conv2D(32, (3,3), input_shape=(28,28,1)))\n",
    "BatchNormalization(axis=-1) #Axis -1 is always the features axis\n",
    "classifier.add(Activation('relu'))\n",
    " \n",
    "classifier.add(Conv2D(32, (3,3)))\n",
    "BatchNormalization(axis=-1)\n",
    "classifier.add(Activation('relu'))\n",
    "classifier.add(MaxPool2D(pool_size=(2,2)))\n",
    "BatchNormalization(axis=-1)\n",
    "classifier.add(Conv2D(64, (3,3)))\n",
    "BatchNormalization(axis=-1)\n",
    "classifier.add(Activation('relu'))\n",
    "classifier.add(Conv2D(64, (3,3)))\n",
    "classifier.add(Activation('relu'))\n",
    "classifier.add(MaxPool2D(pool_size=(2,2)))\n",
    "classifier.add(Flatten())\n",
    "BatchNormalization()\n",
    "classifier.add(Dense(512))\n",
    "BatchNormalization()\n",
    "classifier.add(Activation('relu'))\n",
    "classifier.add(Dropout(0.2))\n",
    "classifier.add(Dense(10))\n",
    "classifier.add(Activation('softmax'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "collapsed": true,
    "id": "X-NOEHhhRS9K"
   },
   "outputs": [],
   "source": [
    "classifier.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "collapsed": true,
    "id": "McAJqJcYSq48"
   },
   "outputs": [],
   "source": [
    "# applying transformation to image\n",
    "train_gen = ImageDataGenerator(rotation_range=8, \n",
    "                               width_shift_range=0.08, \n",
    "                               shear_range=0.3, \n",
    "                               height_shift_range=0.08, \n",
    "                               zoom_range=0.08 )\n",
    "test_gen = ImageDataGenerator()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "collapsed": true,
    "id": "zFq9GPW2T5rJ"
   },
   "outputs": [],
   "source": [
    "training_set= train_gen.flow(x_train, y_train, batch_size=64)\n",
    "test_set= train_gen.flow(x_test, y_test, batch_size=64)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1005
    },
    "colab_type": "code",
    "collapsed": false,
    "id": "zX920zw9UQCY",
    "outputId": "434eb3fd-abf4-4d9d-e7f4-54e161f69f24"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow/python/ops/math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Use tf.cast instead.\n",
      "Epoch 1/5\n",
      "937/937 [==============================] - 173s 184ms/step - loss: 0.2029 - acc: 0.9363 - val_loss: 0.0530 - val_acc: 0.9829\n",
      "Epoch 2/5\n",
      "937/937 [==============================] - 171s 182ms/step - loss: 0.0619 - acc: 0.9813 - val_loss: 0.0376 - val_acc: 0.9872\n",
      "Epoch 3/5\n",
      "937/937 [==============================] - 170s 182ms/step - loss: 0.0481 - acc: 0.9848 - val_loss: 0.0345 - val_acc: 0.9886\n",
      "Epoch 4/5\n",
      "937/937 [==============================] - 171s 182ms/step - loss: 0.0384 - acc: 0.9884 - val_loss: 0.0301 - val_acc: 0.9897\n",
      "Epoch 5/5\n",
      "937/937 [==============================] - 170s 182ms/step - loss: 0.0354 - acc: 0.9891 - val_loss: 0.0289 - val_acc: 0.9907\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<keras.callbacks.History at 0x7f987e17a588>"
      ]
     },
     "execution_count": 52,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classifier.fit_generator(training_set, \n",
    "                         steps_per_epoch=60000//64, \n",
    "                         validation_data= test_set, \n",
    "                         validation_steps=10000//64, \n",
    "                         epochs=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "collapsed": true,
    "id": "oAyCCE2TUXHx"
   },
   "outputs": [],
   "source": [
    "predictions = classifier.predict(x_test)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 70
    },
    "colab_type": "code",
    "collapsed": false,
    "id": "-0Nx3eDZYLIe",
    "outputId": "ef46af54-cebc-42c0-de64-70947a0737ce"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1.4953224e-08, 3.2777720e-07, 3.4463828e-05, 2.2405125e-06,\n",
       "       5.2893114e-07, 8.5540456e-08, 1.2603615e-10, 9.9994493e-01,\n",
       "       1.9173542e-07, 1.7218486e-05], dtype=float32)"
      ]
     },
     "execution_count": 56,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictions[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "colab_type": "code",
    "collapsed": false,
    "id": "JHeWWMdSYgB5",
    "outputId": "e197e706-f6ad-4e61-d30d-d3659ac6c791"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7"
      ]
     },
     "execution_count": 57,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.argmax(predictions[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "colab_type": "code",
    "collapsed": false,
    "id": "OccAxbWwZyR0",
    "outputId": "1a8cd66c-d149-42a9-8c7e-36c8cbd6bee0"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7"
      ]
     },
     "execution_count": 59,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.argmax(y_test[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 176940
    },
    "colab_type": "code",
    "collapsed": false,
    "id": "DBNr0Dj3Z3kg",
    "outputId": "01e30684-feb9-4670-fe70-c04c6871842a"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Actual Digit: 6  Predicted Digit: 6\n"
     ]
    }
   ],
   "source": [
    "for i in range(10000):\n",
    "  print(\"Actual Digit: \" + str(np.argmax(y_test[i])) + \"  Predicted Digit: \" + str(np.argmax(predictions[i])))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "collapsed": true,
    "id": "dHrsMEoWa1tz"
   },
   "outputs": [],
   "source": []
  }
 ],
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   "name": "Handwritten_digits_recognition_mnist_dataset",
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   "language": "python",
   "name": "python3"
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