nn_from_mlp_to_cnn.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load required modules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "from tensorflow import keras\n",
    "from tensorflow.keras import layers, Model\n",
    "from tensorflow.keras.datasets import mnist\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load MNIST data set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "(X_train, G_train),(X_validation, G_validation) = mnist.load_data()\n",
    "\n",
    "fig, axs = plt.subplots(1, 6,sharex=True, sharey=True)\n",
    "for i in range(6):\n",
    "    axs[i].imshow(X_train[i,:], cmap=\"gray\")\n",
    "    axs[i].set_title(G_train[i])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Scale inputs to be in range $[0,1]$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train = X_train/255.0\n",
    "X_validation = X_validation/255.0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Build rather simple MLP for image classification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"model\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "input_1 (InputLayer)         [(None, 28, 28)]          0         \n",
      "_________________________________________________________________\n",
      "flatten (Flatten)            (None, 784)               0         \n",
      "_________________________________________________________________\n",
      "dense (Dense)                (None, 300)               235500    \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 100)               30100     \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 10)                1010      \n",
      "=================================================================\n",
      "Total params: 266,610\n",
      "Trainable params: 266,610\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "np.random.seed(42)\n",
    "tf.random.set_seed(42)\n",
    "\n",
    "input_layer1 = layers.Input(shape=(28,28))\n",
    "flatten_layer1 = layers.Flatten()(input_layer1)\n",
    "dense_layer1 = layers.Dense(300, activation=\"relu\")(flatten_layer1)\n",
    "dense_layer2 = layers.Dense(100, activation=\"relu\")(dense_layer1)\n",
    "output_layer1 = layers.Dense(10, activation=\"softmax\")(dense_layer2)\n",
    "\n",
    "model = Model(inputs=input_layer1, outputs=output_layer1)\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Configure and train model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/20\n",
      "1875/1875 [==============================] - 6s 3ms/step - loss: 1.0037 - accuracy: 0.7319 - val_loss: 0.3116 - val_accuracy: 0.9112\n",
      "Epoch 2/20\n",
      "1875/1875 [==============================] - 5s 3ms/step - loss: 0.2971 - accuracy: 0.9140 - val_loss: 0.2499 - val_accuracy: 0.9280\n",
      "Epoch 3/20\n",
      "1875/1875 [==============================] - 5s 3ms/step - loss: 0.2443 - accuracy: 0.9315 - val_loss: 0.2063 - val_accuracy: 0.9390\n",
      "Epoch 4/20\n",
      "1875/1875 [==============================] - 5s 3ms/step - loss: 0.2030 - accuracy: 0.9408 - val_loss: 0.1830 - val_accuracy: 0.9465\n",
      "Epoch 5/20\n",
      "1875/1875 [==============================] - 5s 3ms/step - loss: 0.1803 - accuracy: 0.9484 - val_loss: 0.1641 - val_accuracy: 0.9514\n",
      "Epoch 6/20\n",
      "1875/1875 [==============================] - 5s 3ms/step - loss: 0.1571 - accuracy: 0.9537 - val_loss: 0.1441 - val_accuracy: 0.9579\n",
      "Epoch 7/20\n",
      "1875/1875 [==============================] - 5s 3ms/step - loss: 0.1364 - accuracy: 0.9608 - val_loss: 0.1342 - val_accuracy: 0.9607\n",
      "Epoch 8/20\n",
      "1875/1875 [==============================] - 5s 3ms/step - loss: 0.1183 - accuracy: 0.9662 - val_loss: 0.1220 - val_accuracy: 0.9647\n",
      "Epoch 9/20\n",
      "1875/1875 [==============================] - 5s 3ms/step - loss: 0.1106 - accuracy: 0.9691 - val_loss: 0.1171 - val_accuracy: 0.9657\n",
      "Epoch 10/20\n",
      "1875/1875 [==============================] - 5s 3ms/step - loss: 0.0987 - accuracy: 0.9725 - val_loss: 0.1106 - val_accuracy: 0.9675\n",
      "Epoch 11/20\n",
      "1875/1875 [==============================] - 5s 3ms/step - loss: 0.0925 - accuracy: 0.9738 - val_loss: 0.1022 - val_accuracy: 0.9690\n",
      "Epoch 12/20\n",
      "1875/1875 [==============================] - 5s 3ms/step - loss: 0.0833 - accuracy: 0.9764 - val_loss: 0.0992 - val_accuracy: 0.9698\n",
      "Epoch 13/20\n",
      "1875/1875 [==============================] - 6s 3ms/step - loss: 0.0764 - accuracy: 0.9784 - val_loss: 0.0932 - val_accuracy: 0.9726\n",
      "Epoch 14/20\n",
      "1875/1875 [==============================] - 6s 3ms/step - loss: 0.0726 - accuracy: 0.9786 - val_loss: 0.0893 - val_accuracy: 0.9725\n",
      "Epoch 15/20\n",
      "1875/1875 [==============================] - 5s 3ms/step - loss: 0.0643 - accuracy: 0.9820 - val_loss: 0.0864 - val_accuracy: 0.9733\n",
      "Epoch 16/20\n",
      "1875/1875 [==============================] - 6s 3ms/step - loss: 0.0592 - accuracy: 0.9835 - val_loss: 0.0822 - val_accuracy: 0.9745\n",
      "Epoch 17/20\n",
      "1875/1875 [==============================] - 5s 3ms/step - loss: 0.0592 - accuracy: 0.9843 - val_loss: 0.0836 - val_accuracy: 0.9736\n",
      "Epoch 18/20\n",
      "1875/1875 [==============================] - 5s 3ms/step - loss: 0.0552 - accuracy: 0.9849 - val_loss: 0.0787 - val_accuracy: 0.9761\n",
      "Epoch 19/20\n",
      "1875/1875 [==============================] - 5s 3ms/step - loss: 0.0529 - accuracy: 0.9854 - val_loss: 0.0769 - val_accuracy: 0.9766\n",
      "Epoch 20/20\n",
      "1875/1875 [==============================] - 5s 3ms/step - loss: 0.0471 - accuracy: 0.9876 - val_loss: 0.0761 - val_accuracy: 0.9772\n"
     ]
    }
   ],
   "source": [
    "model.compile(loss=\"sparse_categorical_crossentropy\", # just cross entropy without one-hot encoding\n",
    "              optimizer=\"sgd\", metrics=[\"accuracy\"])\n",
    "history_mlp = model.fit(X_train, G_train, epochs=20,\n",
    "                    validation_data=(X_validation, G_validation))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot training history with respect to training / generalization error (cross entropy loss)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 3000x1500 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5),dpi=300)\n",
    "plt.semilogy(history_mlp.history[\"loss\"],label=\"training error\")\n",
    "plt.semilogy(history_mlp.history[\"val_loss\"],label=\"generalization error\")\n",
    "plt.ylabel(\"error (cross entropy loss)\")\n",
    "plt.xlabel(\"number of epochs\")\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot training history with respect to training / generalization accuracy (percentage of correct classifications)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 3000x1500 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5),dpi=300)\n",
    "plt.semilogy(history_mlp.history[\"accuracy\"],label=\"training accuracy\")\n",
    "plt.semilogy(history_mlp.history[\"val_accuracy\"],label=\"generalization accuracy\")\n",
    "plt.ylabel(\"accuracy (percentage of correct classifications)\")\n",
    "plt.xlabel(\"number of epochs\")\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create convolutional neural network for image classification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"model_1\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "input_2 (InputLayer)         [(None, 28, 28, 1)]       0         \n",
      "_________________________________________________________________\n",
      "conv2d (Conv2D)              (None, 28, 28, 64)        3200      \n",
      "_________________________________________________________________\n",
      "max_pooling2d (MaxPooling2D) (None, 14, 14, 64)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_1 (Conv2D)            (None, 14, 14, 128)       73856     \n",
      "_________________________________________________________________\n",
      "conv2d_2 (Conv2D)            (None, 14, 14, 128)       147584    \n",
      "_________________________________________________________________\n",
      "max_pooling2d_1 (MaxPooling2 (None, 7, 7, 128)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_3 (Conv2D)            (None, 7, 7, 256)         295168    \n",
      "_________________________________________________________________\n",
      "conv2d_4 (Conv2D)            (None, 7, 7, 256)         590080    \n",
      "_________________________________________________________________\n",
      "max_pooling2d_2 (MaxPooling2 (None, 3, 3, 256)         0         \n",
      "_________________________________________________________________\n",
      "flatten_1 (Flatten)          (None, 2304)              0         \n",
      "_________________________________________________________________\n",
      "dense_3 (Dense)              (None, 128)               295040    \n",
      "_________________________________________________________________\n",
      "dropout (Dropout)            (None, 128)               0         \n",
      "_________________________________________________________________\n",
      "dense_4 (Dense)              (None, 64)                8256      \n",
      "_________________________________________________________________\n",
      "dropout_1 (Dropout)          (None, 64)                0         \n",
      "_________________________________________________________________\n",
      "dense_5 (Dense)              (None, 10)                650       \n",
      "=================================================================\n",
      "Total params: 1,413,834\n",
      "Trainable params: 1,413,834\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "np.random.seed(42)\n",
    "tf.random.set_seed(42)\n",
    "\n",
    "input_layer1 = layers.Input(shape=(28,28,1))\n",
    "conv_layer1 = layers.Conv2D(filters=64, activation='relu', kernel_size=(7,7), padding=\"same\")(input_layer1)\n",
    "max_pooling_layer1 = layers.MaxPooling2D(pool_size=2)(conv_layer1)\n",
    "conv_layer1 = layers.Conv2D(filters=128, activation='relu', kernel_size=(3,3), padding=\"same\")(max_pooling_layer1)\n",
    "conv_layer2 = layers.Conv2D(filters=128, activation='relu', kernel_size=(3,3), padding=\"same\")(conv_layer1)\n",
    "max_pooling_layer2 = keras.layers.MaxPooling2D(pool_size=2)(conv_layer2)\n",
    "conv_layer3 = layers.Conv2D(filters=256, activation='relu', kernel_size=(3,3), padding=\"same\")(max_pooling_layer2)\n",
    "conv_layer4 = layers.Conv2D(filters=256, activation='relu', kernel_size=(3,3), padding=\"same\")(conv_layer3)\n",
    "max_pooling_layer3 = keras.layers.MaxPooling2D(pool_size=2)(conv_layer4)\n",
    "flatten_layer1 = keras.layers.Flatten()(max_pooling_layer3)\n",
    "dense_layer1 = keras.layers.Dense(128, activation='relu')(flatten_layer1)\n",
    "dropout_layer1 = keras.layers.Dropout(0.5)(dense_layer1)\n",
    "dense_layer2 = keras.layers.Dense(64, activation='relu')(dropout_layer1)\n",
    "dropout_layer2 = keras.layers.Dropout(0.5)(dense_layer2)\n",
    "output_layer1 = keras.layers.Dense(10, activation='softmax')(dropout_layer2)\n",
    "\n",
    "model = Model(inputs=input_layer1, outputs=output_layer1)\n",
    "model.summary()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Configure and run training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10\n",
      "1875/1875 [==============================] - 112s 59ms/step - loss: 0.7555 - accuracy: 0.7422 - val_loss: 0.0521 - val_accuracy: 0.9856\n",
      "Epoch 2/10\n",
      "1875/1875 [==============================] - 111s 59ms/step - loss: 0.0990 - accuracy: 0.9769 - val_loss: 0.0438 - val_accuracy: 0.9877\n",
      "Epoch 3/10\n",
      "1875/1875 [==============================] - 113s 60ms/step - loss: 0.0731 - accuracy: 0.9829 - val_loss: 0.0302 - val_accuracy: 0.9911\n",
      "Epoch 4/10\n",
      "1875/1875 [==============================] - 110s 59ms/step - loss: 0.0659 - accuracy: 0.9851 - val_loss: 0.0322 - val_accuracy: 0.9922\n",
      "Epoch 5/10\n",
      "1875/1875 [==============================] - 111s 59ms/step - loss: 0.0534 - accuracy: 0.9876 - val_loss: 0.0471 - val_accuracy: 0.9900\n",
      "Epoch 6/10\n",
      "1875/1875 [==============================] - 107s 57ms/step - loss: 0.0470 - accuracy: 0.9893 - val_loss: 0.0366 - val_accuracy: 0.9919\n",
      "Epoch 7/10\n",
      "1875/1875 [==============================] - 87s 46ms/step - loss: 0.0417 - accuracy: 0.9908 - val_loss: 0.0377 - val_accuracy: 0.9915\n",
      "Epoch 8/10\n",
      "1875/1875 [==============================] - 86s 46ms/step - loss: 0.0386 - accuracy: 0.9913 - val_loss: 0.0311 - val_accuracy: 0.9921\n",
      "Epoch 9/10\n",
      "1875/1875 [==============================] - 85s 45ms/step - loss: 0.0333 - accuracy: 0.9916 - val_loss: 0.0361 - val_accuracy: 0.9916\n",
      "Epoch 10/10\n",
      "1875/1875 [==============================] - 197s 105ms/step - loss: 0.0319 - accuracy: 0.9930 - val_loss: 0.0346 - val_accuracy: 0.9936\n"
     ]
    }
   ],
   "source": [
    "model.compile(loss=\"sparse_categorical_crossentropy\", optimizer=\"nadam\", metrics=[\"accuracy\"])\n",
    "history_cnn = model.fit(X_train, G_train, epochs=10, validation_data=(X_validation, G_validation))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot training history with respect to training / generalization error (cross entropy loss)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 3000x1500 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5),dpi=300)\n",
    "plt.semilogy(history_cnn.history[\"loss\"],label=\"training error\")\n",
    "plt.semilogy(history_cnn.history[\"val_loss\"],label=\"generalization error\")\n",
    "plt.ylabel(\"error (cross entropy loss)\")\n",
    "plt.xlabel(\"number of epochs\")\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot training history with respect to training / generalization accuracy (percentage of correct classifications)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 3000x1500 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5),dpi=300)\n",
    "plt.semilogy(history_cnn.history[\"accuracy\"],label=\"training accuracy\")\n",
    "plt.semilogy(history_cnn.history[\"val_accuracy\"],label=\"generalization accuracy\")\n",
    "plt.ylabel(\"accuracy (percentage of correct classifications)\")\n",
    "plt.xlabel(\"number of epochs\")\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Do prediction and compare result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicted labels:\n",
      "[7 2 1 0 4 1 4 9 5 9]\n",
      "Actual labels:\n",
      "[7 2 1 0 4 1 4 9 5 9]\n"
     ]
    }
   ],
   "source": [
    "X_new = X_validation[:10] \n",
    "G_prediction = model.predict(X_new)\n",
    "print(\"Predicted labels:\")\n",
    "print(np.argmax(G_prediction,axis=1))\n",
    "print(\"Actual labels:\")\n",
    "print(G_validation[:10])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}