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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# MP1 : Image Classification and Regression"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n",
    "<div class=\"toc\">\n",
    "\n",
    "<ul class=\"toc-item\"><li><span><a href=\"#Simple-Classification\" data-toc-modified-id=\"Simple-Classification-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>Simple Classification</a>\n",
    "<li><span><a href=\"#Visualization-of-the-Solution\" data-toc-modified-id=\"Visualization-of-the-Solution\"><span class=\"toc-item-num\">2&nbsp;&nbsp;</span>Visualization of the Solution</a>\n",
    "<li><span><a href=\"#A-More-Difficult-Classification-Problem\" data-toc-modified-id=\"A-More-Difficult-Classification-Problem\"><span class=\"toc-item-num\">3&nbsp;&nbsp;</span>A More Difficult Classification Problem</a>\n",
    "<li><span><a href=\"#A-Regression-Problem\" data-toc-modified-id=\"A-Regression-Problem\"><span class=\"toc-item-num\">4&nbsp;&nbsp;</span>A Regression Problem</a>\n",
    "<li><span><a href=\"#Image-Denoising\" data-toc-modified-id=\"Image-Denoising\"><span class=\"toc-item-num\">5&nbsp;&nbsp;</span>Image Denoising</a></span></li></ul></div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import mp1\n",
    "import tensorflow as tf\n",
    "import keras\n",
    "from keras.models import Sequential\n",
    "from keras.optimizers import SGD\n",
    "from keras.layers import Dense, Dropout, Activation, Flatten, Conv2D, MaxPooling2D, Conv3D, advanced_activations, UpSampling2D\n",
    "from keras.utils import np_utils\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Simple Classification"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Generating Training Set and Test Set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating data:\n",
      "Data Created!\n",
      "Creating data:\n",
      "Data Created!\n"
     ]
    }
   ],
   "source": [
    "[X_train, Y_train] = mp1.generate_dataset_classification(500, 20)\n",
    "[X_test, Y_test] = mp1.generate_dataset_classification(30,20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Checking Training Set shapes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(500, 5184)\n",
      "(500,)\n"
     ]
    }
   ],
   "source": [
    "print(X_train.shape)\n",
    "print(Y_train.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualization of the Training Set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 25 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "class_names = ['Rectangle', 'Disk', 'Triangle']\n",
    "plt.figure(figsize=(10,10))\n",
    "for i in range(25):\n",
    "    plt.subplot(5,5,i+1)\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    plt.grid(False)\n",
    "    plt.imshow(X_train[i].reshape(mp1.IMAGE_SIZE,mp1.IMAGE_SIZE), cmap='gray')\n",
    "    plt.xlabel(class_names[int(Y_train[i])])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Implementation of the Classification Model with Stochastic Gradient Descent optimizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/32\n",
      "500/500 [==============================] - 0s 580us/step - loss: 1.0308 - acc: 0.4500\n",
      "Epoch 2/32\n",
      "500/500 [==============================] - 0s 268us/step - loss: 0.9349 - acc: 0.5400\n",
      "Epoch 3/32\n",
      "500/500 [==============================] - 0s 285us/step - loss: 0.7890 - acc: 0.7260\n",
      "Epoch 4/32\n",
      "500/500 [==============================] - 0s 249us/step - loss: 0.7292 - acc: 0.7680\n",
      "Epoch 5/32\n",
      "500/500 [==============================] - 0s 218us/step - loss: 0.6719 - acc: 0.7760\n",
      "Epoch 6/32\n",
      "500/500 [==============================] - 0s 222us/step - loss: 0.6276 - acc: 0.7860\n",
      "Epoch 7/32\n",
      "500/500 [==============================] - 0s 259us/step - loss: 0.5750 - acc: 0.8420\n",
      "Epoch 8/32\n",
      "500/500 [==============================] - 0s 257us/step - loss: 0.5448 - acc: 0.8500\n",
      "Epoch 9/32\n",
      "500/500 [==============================] - 0s 264us/step - loss: 0.5243 - acc: 0.8520\n",
      "Epoch 10/32\n",
      "500/500 [==============================] - 0s 268us/step - loss: 0.4965 - acc: 0.8760\n",
      "Epoch 11/32\n",
      "500/500 [==============================] - 0s 263us/step - loss: 0.4782 - acc: 0.8800\n",
      "Epoch 12/32\n",
      "500/500 [==============================] - 0s 251us/step - loss: 0.4542 - acc: 0.9000\n",
      "Epoch 13/32\n",
      "500/500 [==============================] - 0s 289us/step - loss: 0.4353 - acc: 0.8780\n",
      "Epoch 14/32\n",
      "500/500 [==============================] - 0s 262us/step - loss: 0.4231 - acc: 0.9140\n",
      "Epoch 15/32\n",
      "500/500 [==============================] - 0s 259us/step - loss: 0.4216 - acc: 0.8940\n",
      "Epoch 16/32\n",
      "500/500 [==============================] - 0s 280us/step - loss: 0.3997 - acc: 0.9200\n",
      "Epoch 17/32\n",
      "500/500 [==============================] - 0s 267us/step - loss: 0.3979 - acc: 0.9180\n",
      "Epoch 18/32\n",
      "500/500 [==============================] - 0s 269us/step - loss: 0.3827 - acc: 0.9020\n",
      "Epoch 19/32\n",
      "500/500 [==============================] - 0s 277us/step - loss: 0.3746 - acc: 0.9060\n",
      "Epoch 20/32\n",
      "500/500 [==============================] - 0s 263us/step - loss: 0.3598 - acc: 0.9240\n",
      "Epoch 21/32\n",
      "500/500 [==============================] - 0s 256us/step - loss: 0.3477 - acc: 0.9300\n",
      "Epoch 22/32\n",
      "500/500 [==============================] - 0s 265us/step - loss: 0.3443 - acc: 0.9320\n",
      "Epoch 23/32\n",
      "500/500 [==============================] - 0s 265us/step - loss: 0.3318 - acc: 0.9260\n",
      "Epoch 24/32\n",
      "500/500 [==============================] - 0s 283us/step - loss: 0.3212 - acc: 0.9440\n",
      "Epoch 25/32\n",
      "500/500 [==============================] - 0s 241us/step - loss: 0.3174 - acc: 0.9340\n",
      "Epoch 26/32\n",
      "500/500 [==============================] - 0s 260us/step - loss: 0.3139 - acc: 0.9400\n",
      "Epoch 27/32\n",
      "500/500 [==============================] - 0s 258us/step - loss: 0.3053 - acc: 0.9400\n",
      "Epoch 28/32\n",
      "500/500 [==============================] - 0s 262us/step - loss: 0.3009 - acc: 0.9340\n",
      "Epoch 29/32\n",
      "500/500 [==============================] - 0s 252us/step - loss: 0.3010 - acc: 0.9400\n",
      "Epoch 30/32\n",
      "500/500 [==============================] - 0s 236us/step - loss: 0.2946 - acc: 0.9420\n",
      "Epoch 31/32\n",
      "500/500 [==============================] - 0s 252us/step - loss: 0.2879 - acc: 0.9360\n",
      "Epoch 32/32\n",
      "500/500 [==============================] - 0s 242us/step - loss: 0.2837 - acc: 0.9400\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<keras.callbacks.History at 0xb35aa7908>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_SGD = Sequential()\n",
    "model_SGD.add(Dense(3, activation='softmax'))\n",
    "model_SGD.compile(optimizer=SGD(0.001), \n",
    "              loss='sparse_categorical_crossentropy',\n",
    "              metrics=['accuracy'])\n",
    "model_SGD.fit(X_train, Y_train, epochs=32)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Checking performance of the Model with Stochastic Gradient Descent optimizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "30/30 [==============================] - 0s 1ms/step\n",
      "Metrics with SGD: Loss = 0.40009 and Accuracy = 0.76667\n"
     ]
    }
   ],
   "source": [
    "metrics_SGD = tuple(model_SGD.evaluate(X_test, Y_test))\n",
    "print('Metrics with SGD: Loss = %.5f and Accuracy = %.5f' %metrics_SGD)  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Implementation of the Classification Model with Adam optimizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/32\n",
      "500/500 [==============================] - 0s 783us/step - loss: 1.6463 - acc: 0.5220\n",
      "Epoch 2/32\n",
      "500/500 [==============================] - 0s 270us/step - loss: 0.6902 - acc: 0.7100\n",
      "Epoch 3/32\n",
      "500/500 [==============================] - 0s 288us/step - loss: 0.3698 - acc: 0.8660\n",
      "Epoch 4/32\n",
      "500/500 [==============================] - 0s 278us/step - loss: 0.2796 - acc: 0.9120\n",
      "Epoch 5/32\n",
      "500/500 [==============================] - 0s 290us/step - loss: 0.2391 - acc: 0.9160\n",
      "Epoch 6/32\n",
      "500/500 [==============================] - 0s 288us/step - loss: 0.2019 - acc: 0.9320\n",
      "Epoch 7/32\n",
      "500/500 [==============================] - 0s 304us/step - loss: 0.1675 - acc: 0.9640\n",
      "Epoch 8/32\n",
      "500/500 [==============================] - 0s 281us/step - loss: 0.1463 - acc: 0.9560\n",
      "Epoch 9/32\n",
      "500/500 [==============================] - 0s 291us/step - loss: 0.1320 - acc: 0.9880\n",
      "Epoch 10/32\n",
      "500/500 [==============================] - 0s 285us/step - loss: 0.1119 - acc: 0.9860\n",
      "Epoch 11/32\n",
      "500/500 [==============================] - 0s 287us/step - loss: 0.0928 - acc: 0.9940\n",
      "Epoch 12/32\n",
      "500/500 [==============================] - 0s 350us/step - loss: 0.0924 - acc: 0.9940\n",
      "Epoch 13/32\n",
      "500/500 [==============================] - 0s 291us/step - loss: 0.0804 - acc: 0.9960\n",
      "Epoch 14/32\n",
      "500/500 [==============================] - 0s 358us/step - loss: 0.0801 - acc: 0.9960\n",
      "Epoch 15/32\n",
      "500/500 [==============================] - 0s 345us/step - loss: 0.0641 - acc: 0.9980\n",
      "Epoch 16/32\n",
      "500/500 [==============================] - 0s 318us/step - loss: 0.0604 - acc: 0.9980\n",
      "Epoch 17/32\n",
      "500/500 [==============================] - 0s 281us/step - loss: 0.0506 - acc: 0.9980\n",
      "Epoch 18/32\n",
      "500/500 [==============================] - 0s 292us/step - loss: 0.0464 - acc: 0.9980\n",
      "Epoch 19/32\n",
      "500/500 [==============================] - 0s 286us/step - loss: 0.0462 - acc: 0.9980\n",
      "Epoch 20/32\n",
      "500/500 [==============================] - 0s 285us/step - loss: 0.0420 - acc: 0.9980\n",
      "Epoch 21/32\n",
      "500/500 [==============================] - 0s 264us/step - loss: 0.0390 - acc: 0.9980\n",
      "Epoch 22/32\n",
      "500/500 [==============================] - 0s 271us/step - loss: 0.0394 - acc: 0.9980\n",
      "Epoch 23/32\n",
      "500/500 [==============================] - 0s 260us/step - loss: 0.0361 - acc: 0.9980\n",
      "Epoch 24/32\n",
      "500/500 [==============================] - 0s 280us/step - loss: 0.0325 - acc: 1.0000\n",
      "Epoch 25/32\n",
      "500/500 [==============================] - 0s 277us/step - loss: 0.0322 - acc: 1.0000\n",
      "Epoch 26/32\n",
      "500/500 [==============================] - 0s 315us/step - loss: 0.0277 - acc: 0.9980\n",
      "Epoch 27/32\n",
      "500/500 [==============================] - 0s 294us/step - loss: 0.0284 - acc: 1.0000\n",
      "Epoch 28/32\n",
      "500/500 [==============================] - 0s 268us/step - loss: 0.0347 - acc: 0.9980\n",
      "Epoch 29/32\n",
      "500/500 [==============================] - 0s 262us/step - loss: 0.0358 - acc: 1.0000\n",
      "Epoch 30/32\n",
      "500/500 [==============================] - 0s 257us/step - loss: 0.0259 - acc: 0.9980\n",
      "Epoch 31/32\n",
      "500/500 [==============================] - 0s 271us/step - loss: 0.0220 - acc: 0.9980\n",
      "Epoch 32/32\n",
      "500/500 [==============================] - 0s 282us/step - loss: 0.0211 - acc: 1.0000\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<keras.callbacks.History at 0xb35cc9da0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_adam = Sequential()\n",
    "model_adam.add(Dense(3, activation='softmax'))\n",
    "model_adam.compile(optimizer='adam', \n",
    "              loss='sparse_categorical_crossentropy',\n",
    "              metrics=['accuracy'])\n",
    "model_adam.fit(X_train, Y_train, epochs=32)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Checking performance of the Model with Adam optimizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "30/30 [==============================] - 0s 2ms/step\n",
      "Metrics with adam: Loss = 0.03700 and Accuracy = 1.00000\n"
     ]
    }
   ],
   "source": [
    "metrics_adam = tuple(model_adam.evaluate(X_test, Y_test))\n",
    "print('Metrics with adam: Loss = %.5f and Accuracy = %.5f' %metrics_adam)  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We notice that the model converges faster with Adam Optimizer and we have a way better Accuracy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualization of the Solution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "for i in range(3):\n",
    "    plt.subplot(1,3,i+1)\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    plt.grid(False)\n",
    "    plt.imshow(model_adam.get_weights()[0].T[i].reshape(mp1.IMAGE_SIZE,mp1.IMAGE_SIZE), cmap='gray')\n",
    "    plt.xlabel(class_names[i])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# A More Difficult Classification Problem"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Generating Training Set and Test Set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating data:\n",
      "Data Created!\n",
      "Creating data:\n",
      "Data Created!\n"
     ]
    }
   ],
   "source": [
    "[X_train, Y_train] = mp1.generate_dataset_classification(2000, 20, True)\n",
    "[X_test, Y_test] = mp1.generate_test_set_classification()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Reshaping the different Data Sets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train = np.apply_along_axis(np.reshape, 1, X_train, (mp1.IMAGE_SIZE, mp1.IMAGE_SIZE, 1))\n",
    "x_test = np.apply_along_axis(np.reshape, 1, X_test, (mp1.IMAGE_SIZE, mp1.IMAGE_SIZE, 1))\n",
    "y_test = np.apply_along_axis(lambda x: float(np.where(x==1.)[0][0]), 1, Y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Training the First Classification model (with Adam Optimizer) on the new Data Set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/32\n",
      "2000/2000 [==============================] - 1s 339us/step - loss: 2.1011 - acc: 0.4345\n",
      "Epoch 2/32\n",
      "2000/2000 [==============================] - 1s 320us/step - loss: 1.2226 - acc: 0.5130\n",
      "Epoch 3/32\n",
      "2000/2000 [==============================] - 1s 321us/step - loss: 1.0328 - acc: 0.5660\n",
      "Epoch 4/32\n",
      "2000/2000 [==============================] - 1s 250us/step - loss: 1.0809 - acc: 0.5685\n",
      "Epoch 5/32\n",
      "2000/2000 [==============================] - 1s 251us/step - loss: 1.1833 - acc: 0.5485\n",
      "Epoch 6/32\n",
      "2000/2000 [==============================] - 1s 269us/step - loss: 0.9429 - acc: 0.5895\n",
      "Epoch 7/32\n",
      "2000/2000 [==============================] - 1s 288us/step - loss: 0.8639 - acc: 0.6110\n",
      "Epoch 8/32\n",
      "2000/2000 [==============================] - 1s 307us/step - loss: 0.8625 - acc: 0.6025\n",
      "Epoch 9/32\n",
      "2000/2000 [==============================] - 1s 289us/step - loss: 0.8092 - acc: 0.6120\n",
      "Epoch 10/32\n",
      "2000/2000 [==============================] - 1s 262us/step - loss: 0.8768 - acc: 0.6075\n",
      "Epoch 11/32\n",
      "2000/2000 [==============================] - 1s 311us/step - loss: 0.7627 - acc: 0.6370\n",
      "Epoch 12/32\n",
      "2000/2000 [==============================] - 1s 297us/step - loss: 0.7742 - acc: 0.6285\n",
      "Epoch 13/32\n",
      "2000/2000 [==============================] - 1s 312us/step - loss: 0.8897 - acc: 0.6255\n",
      "Epoch 14/32\n",
      "2000/2000 [==============================] - 1s 259us/step - loss: 0.7733 - acc: 0.6255\n",
      "Epoch 15/32\n",
      "2000/2000 [==============================] - 1s 266us/step - loss: 0.7750 - acc: 0.6325\n",
      "Epoch 16/32\n",
      "2000/2000 [==============================] - 1s 271us/step - loss: 0.9016 - acc: 0.5895\n",
      "Epoch 17/32\n",
      "2000/2000 [==============================] - 1s 264us/step - loss: 0.8644 - acc: 0.6360\n",
      "Epoch 18/32\n",
      "2000/2000 [==============================] - 1s 269us/step - loss: 0.7265 - acc: 0.6330\n",
      "Epoch 19/32\n",
      "2000/2000 [==============================] - 1s 264us/step - loss: 0.7317 - acc: 0.6490\n",
      "Epoch 20/32\n",
      "2000/2000 [==============================] - 1s 260us/step - loss: 0.8288 - acc: 0.6275\n",
      "Epoch 21/32\n",
      "2000/2000 [==============================] - 1s 267us/step - loss: 0.8560 - acc: 0.6125\n",
      "Epoch 22/32\n",
      "2000/2000 [==============================] - 1s 267us/step - loss: 0.8550 - acc: 0.6265\n",
      "Epoch 23/32\n",
      "2000/2000 [==============================] - 1s 276us/step - loss: 0.7310 - acc: 0.6530\n",
      "Epoch 24/32\n",
      "2000/2000 [==============================] - 1s 290us/step - loss: 0.8417 - acc: 0.6315\n",
      "Epoch 25/32\n",
      "2000/2000 [==============================] - 1s 350us/step - loss: 0.7607 - acc: 0.6380\n",
      "Epoch 26/32\n",
      "2000/2000 [==============================] - 1s 273us/step - loss: 0.7291 - acc: 0.6590\n",
      "Epoch 27/32\n",
      "2000/2000 [==============================] - 1s 291us/step - loss: 0.6869 - acc: 0.6700\n",
      "Epoch 28/32\n",
      "2000/2000 [==============================] - 1s 299us/step - loss: 0.6853 - acc: 0.6875\n",
      "Epoch 29/32\n",
      "2000/2000 [==============================] - 1s 314us/step - loss: 0.7439 - acc: 0.6395\n",
      "Epoch 30/32\n",
      "2000/2000 [==============================] - 1s 287us/step - loss: 0.6654 - acc: 0.6745\n",
      "Epoch 31/32\n",
      "2000/2000 [==============================] - 1s 287us/step - loss: 0.6562 - acc: 0.6880\n",
      "Epoch 32/32\n",
      "2000/2000 [==============================] - 1s 341us/step - loss: 0.7551 - acc: 0.6480\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<keras.callbacks.History at 0xb35ee5b70>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_adam.fit(X_train, Y_train, epochs=32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "300/300 [==============================] - 0s 179us/step\n",
      "Metrics with the First Model on Free Location Data Set: Loss = 1.05833 and Accuracy = 0.61000\n"
     ]
    }
   ],
   "source": [
    "metrics_linear_free_location = tuple(model_adam.evaluate(X_test, y_test))\n",
    "print('Metrics with the First Model on Free Location Data Set: Loss = %.5f and Accuracy = %.5f' %metrics_linear_free_location)  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Implementation of the Classification Model in the Case of Free Location"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/32\n",
      "2000/2000 [==============================] - 27s 13ms/step - loss: 1.0030 - acc: 0.5695\n",
      "Epoch 2/32\n",
      "2000/2000 [==============================] - 26s 13ms/step - loss: 0.6411 - acc: 0.7570\n",
      "Epoch 3/32\n",
      "2000/2000 [==============================] - 28s 14ms/step - loss: 0.5358 - acc: 0.8100\n",
      "Epoch 4/32\n",
      "2000/2000 [==============================] - 27s 13ms/step - loss: 0.4628 - acc: 0.8315\n",
      "Epoch 5/32\n",
      "2000/2000 [==============================] - 27s 14ms/step - loss: 0.3931 - acc: 0.8820\n",
      "Epoch 6/32\n",
      "2000/2000 [==============================] - 26s 13ms/step - loss: 0.3409 - acc: 0.8910\n",
      "Epoch 7/32\n",
      "2000/2000 [==============================] - 28s 14ms/step - loss: 0.2741 - acc: 0.9260\n",
      "Epoch 8/32\n",
      "2000/2000 [==============================] - 27s 13ms/step - loss: 0.2357 - acc: 0.9320\n",
      "Epoch 9/32\n",
      "2000/2000 [==============================] - 26s 13ms/step - loss: 0.2185 - acc: 0.9440\n",
      "Epoch 10/32\n",
      "2000/2000 [==============================] - 26s 13ms/step - loss: 0.1973 - acc: 0.9475\n",
      "Epoch 11/32\n",
      "2000/2000 [==============================] - 25s 13ms/step - loss: 0.1732 - acc: 0.9525\n",
      "Epoch 12/32\n",
      "2000/2000 [==============================] - 26s 13ms/step - loss: 0.1468 - acc: 0.9635\n",
      "Epoch 13/32\n",
      "2000/2000 [==============================] - 25s 13ms/step - loss: 0.1375 - acc: 0.9700\n",
      "Epoch 14/32\n",
      "2000/2000 [==============================] - 26s 13ms/step - loss: 0.1377 - acc: 0.9635\n",
      "Epoch 15/32\n",
      "2000/2000 [==============================] - 25s 13ms/step - loss: 0.1098 - acc: 0.9795\n",
      "Epoch 16/32\n",
      "2000/2000 [==============================] - 26s 13ms/step - loss: 0.1101 - acc: 0.9780\n",
      "Epoch 17/32\n",
      "2000/2000 [==============================] - 26s 13ms/step - loss: 0.0910 - acc: 0.9810\n",
      "Epoch 18/32\n",
      "2000/2000 [==============================] - 25s 13ms/step - loss: 0.0909 - acc: 0.9770\n",
      "Epoch 19/32\n",
      "2000/2000 [==============================] - 26s 13ms/step - loss: 0.0795 - acc: 0.9845\n",
      "Epoch 20/32\n",
      "2000/2000 [==============================] - 26s 13ms/step - loss: 0.0715 - acc: 0.9845\n",
      "Epoch 21/32\n",
      "2000/2000 [==============================] - 26s 13ms/step - loss: 0.0685 - acc: 0.9875\n",
      "Epoch 22/32\n",
      "2000/2000 [==============================] - 28s 14ms/step - loss: 0.0853 - acc: 0.9835\n",
      "Epoch 23/32\n",
      "2000/2000 [==============================] - 28s 14ms/step - loss: 0.0637 - acc: 0.9935\n",
      "Epoch 24/32\n",
      "2000/2000 [==============================] - 27s 14ms/step - loss: 0.0518 - acc: 0.9925\n",
      "Epoch 25/32\n",
      "2000/2000 [==============================] - 27s 14ms/step - loss: 0.0428 - acc: 0.9965\n",
      "Epoch 26/32\n",
      "2000/2000 [==============================] - 26s 13ms/step - loss: 0.0377 - acc: 0.9960\n",
      "Epoch 27/32\n",
      "2000/2000 [==============================] - 27s 14ms/step - loss: 0.0351 - acc: 0.9960\n",
      "Epoch 28/32\n",
      "2000/2000 [==============================] - 27s 14ms/step - loss: 0.0303 - acc: 0.9985\n",
      "Epoch 29/32\n",
      "2000/2000 [==============================] - 28s 14ms/step - loss: 0.0297 - acc: 0.9980\n",
      "Epoch 30/32\n",
      "2000/2000 [==============================] - 27s 14ms/step - loss: 0.0283 - acc: 0.9975\n",
      "Epoch 31/32\n",
      "2000/2000 [==============================] - 27s 13ms/step - loss: 0.0249 - acc: 0.9985\n",
      "Epoch 32/32\n",
      "2000/2000 [==============================] - 28s 14ms/step - loss: 0.0287 - acc: 0.9965\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<keras.callbacks.History at 0xb4be32320>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_free_location = Sequential()\n",
    "model_free_location.add(Conv2D(16, (5, 5), activation='relu',\n",
    "                        input_shape=(mp1.IMAGE_SIZE, mp1.IMAGE_SIZE, 1)))\n",
    "model_free_location.add(MaxPooling2D(pool_size=(2, 2)))\n",
    "model_free_location.add(Flatten())\n",
    "model_free_location.add(Dense(3, activation='softmax'))\n",
    "model_free_location.compile(optimizer='adam',\n",
    "                            loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n",
    "model_free_location.fit(x_train, Y_train, epochs=32)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Checking performance of the Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "300/300 [==============================] - 2s 5ms/step\n",
      "Metrics For Free Location Model: Loss = 0.19880 and Accuracy = 0.93667\n"
     ]
    }
   ],
   "source": [
    "metrics_free_location = tuple(model_free_location.evaluate(x_test, y_test))\n",
    "print('Metrics For Free Location Model: Loss = %.5f and Accuracy = %.5f' %metrics_free_location)  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now have a better Accuracy thanks to the convolutionnal layers"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# A Regression Problem"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Generating Training Set and Test Set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating data:\n",
      "Data Created!\n",
      "Creating data:\n",
      "Data Created!\n"
     ]
    }
   ],
   "source": [
    "[X_train, Y_train] = mp1.generate_dataset_regression(300, 20)\n",
    "[X_test, Y_test] = mp1.generate_test_set_regression()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Reshaping the Training Set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train = np.apply_along_axis(np.reshape, 1, X_train, (mp1.IMAGE_SIZE, mp1.IMAGE_SIZE, 1))\n",
    "y_train = np.apply_along_axis(np.reshape, 1, Y_train, (3,2))\n",
    "for i, arr in enumerate(y_train):\n",
    "    y_train[i] = arr[arr[:,0].argsort()]\n",
    "y_train = np.array([arr.reshape(6) for arr in y_train])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Reshaping the Test Set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_test = np.apply_along_axis(np.reshape, 1, X_test, (mp1.IMAGE_SIZE, mp1.IMAGE_SIZE, 1))\n",
    "y_test = np.apply_along_axis(np.reshape, 1, Y_test, (3,2))\n",
    "for i,arr in enumerate(y_test):\n",
    "    y_test[i] = arr[arr[:,0].argsort()]\n",
    "y_test = np.array([arr.reshape(6) for arr in y_test])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Implementation of the Regression Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/32\n",
      "300/300 [==============================] - 24s 81ms/step - loss: 0.1870 - mean_absolute_error: 0.3537\n",
      "Epoch 2/32\n",
      "300/300 [==============================] - 26s 86ms/step - loss: 0.0920 - mean_absolute_error: 0.2478\n",
      "Epoch 3/32\n",
      "300/300 [==============================] - 24s 78ms/step - loss: 0.0764 - mean_absolute_error: 0.2265\n",
      "Epoch 4/32\n",
      "300/300 [==============================] - 16s 52ms/step - loss: 0.0665 - mean_absolute_error: 0.2084\n",
      "Epoch 5/32\n",
      "300/300 [==============================] - 17s 58ms/step - loss: 0.0585 - mean_absolute_error: 0.1927\n",
      "Epoch 6/32\n",
      "300/300 [==============================] - 15s 49ms/step - loss: 0.0559 - mean_absolute_error: 0.1897\n",
      "Epoch 7/32\n",
      "300/300 [==============================] - 14s 48ms/step - loss: 0.0527 - mean_absolute_error: 0.1819\n",
      "Epoch 8/32\n",
      "300/300 [==============================] - 17s 56ms/step - loss: 0.0445 - mean_absolute_error: 0.1679\n",
      "Epoch 9/32\n",
      "300/300 [==============================] - 16s 53ms/step - loss: 0.0444 - mean_absolute_error: 0.1672\n",
      "Epoch 10/32\n",
      "300/300 [==============================] - 17s 56ms/step - loss: 0.0438 - mean_absolute_error: 0.1664\n",
      "Epoch 11/32\n",
      "300/300 [==============================] - 16s 53ms/step - loss: 0.0405 - mean_absolute_error: 0.1576\n",
      "Epoch 12/32\n",
      "300/300 [==============================] - 15s 50ms/step - loss: 0.0370 - mean_absolute_error: 0.1510\n",
      "Epoch 13/32\n",
      "300/300 [==============================] - 15s 50ms/step - loss: 0.0360 - mean_absolute_error: 0.1486\n",
      "Epoch 14/32\n",
      "300/300 [==============================] - 15s 49ms/step - loss: 0.0334 - mean_absolute_error: 0.1422\n",
      "Epoch 15/32\n",
      "300/300 [==============================] - 18s 59ms/step - loss: 0.0331 - mean_absolute_error: 0.1422\n",
      "Epoch 16/32\n",
      "300/300 [==============================] - 16s 54ms/step - loss: 0.0315 - mean_absolute_error: 0.1376\n",
      "Epoch 17/32\n",
      "300/300 [==============================] - 16s 52ms/step - loss: 0.0308 - mean_absolute_error: 0.1361\n",
      "Epoch 18/32\n",
      "300/300 [==============================] - 17s 58ms/step - loss: 0.0280 - mean_absolute_error: 0.1302\n",
      "Epoch 19/32\n",
      "300/300 [==============================] - 22s 72ms/step - loss: 0.0250 - mean_absolute_error: 0.1236\n",
      "Epoch 20/32\n",
      "300/300 [==============================] - 16s 53ms/step - loss: 0.0244 - mean_absolute_error: 0.1217\n",
      "Epoch 21/32\n",
      "300/300 [==============================] - 16s 54ms/step - loss: 0.0246 - mean_absolute_error: 0.1193\n",
      "Epoch 22/32\n",
      "300/300 [==============================] - 16s 53ms/step - loss: 0.0229 - mean_absolute_error: 0.1176\n",
      "Epoch 23/32\n",
      "300/300 [==============================] - 16s 52ms/step - loss: 0.0212 - mean_absolute_error: 0.1128\n",
      "Epoch 24/32\n",
      "300/300 [==============================] - 18s 58ms/step - loss: 0.0197 - mean_absolute_error: 0.1093\n",
      "Epoch 25/32\n",
      "300/300 [==============================] - 16s 54ms/step - loss: 0.0188 - mean_absolute_error: 0.1067\n",
      "Epoch 26/32\n",
      "300/300 [==============================] - 16s 55ms/step - loss: 0.0182 - mean_absolute_error: 0.1051\n",
      "Epoch 27/32\n",
      "300/300 [==============================] - 16s 52ms/step - loss: 0.0169 - mean_absolute_error: 0.1012\n",
      "Epoch 28/32\n",
      "300/300 [==============================] - 16s 52ms/step - loss: 0.0174 - mean_absolute_error: 0.1020\n",
      "Epoch 29/32\n",
      "300/300 [==============================] - 14s 48ms/step - loss: 0.0153 - mean_absolute_error: 0.0972\n",
      "Epoch 30/32\n",
      "300/300 [==============================] - 14s 47ms/step - loss: 0.0152 - mean_absolute_error: 0.0954\n",
      "Epoch 31/32\n",
      "300/300 [==============================] - 15s 49ms/step - loss: 0.0166 - mean_absolute_error: 0.0990\n",
      "Epoch 32/32\n",
      "300/300 [==============================] - 14s 48ms/step - loss: 0.0153 - mean_absolute_error: 0.0963\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<keras.callbacks.History at 0xb3100ddd8>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_regression = Sequential()\n",
    "\n",
    "model_regression.add(Conv2D(16, (5, 5), activation='relu',\n",
    "                     input_shape=(mp1.IMAGE_SIZE, mp1.IMAGE_SIZE, 1)))\n",
    "model_regression.add(MaxPooling2D(pool_size=(2, 2)))\n",
    "model_regression.add(Conv2D(32, (3, 3), activation='relu'))\n",
    "model_regression.add(MaxPooling2D(pool_size=(2, 2)))\n",
    "model_regression.add(Conv2D(64, (3, 3), activation='relu'))\n",
    "model_regression.add(MaxPooling2D(pool_size=(2, 2)))\n",
    "model_regression.add(Flatten())\n",
    "model_regression.add(Dense(512, activation='relu'))\n",
    "model_regression.add(Dropout(0.5))\n",
    "model_regression.add(Dense(256, activation='relu'))\n",
    "model_regression.add(Dropout(0.25))\n",
    "model_regression.add(Dense(128, activation='relu'))\n",
    "model_regression.add(Dropout(0.1))\n",
    "model_regression.add(Dense(64, activation='relu'))\n",
    "model_regression.add(Dense(6))\n",
    "model_regression.compile(optimizer='adam', loss='mse', metrics=['mae'])\n",
    "model_regression.fit(x_train, y_train, epochs=32)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Checking performance of the Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "300/300 [==============================] - 5s 16ms/step\n",
      "Metrics For Regression Model: MSE = 0.01790 and MAE = 0.09891\n"
     ]
    }
   ],
   "source": [
    "metrics_regression = tuple(model_regression.evaluate(x_test, y_test))\n",
    "print('Metrics For Regression Model: MSE = %.5f and MAE = %.5f' %metrics_regression)  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualizing Prediction on Training Set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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