{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](images/EscUpmPolit_p.gif \"UPM\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Course Notes for Learning Intelligent Systems"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, ©  Óscar Araque"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## [Introduction to Machine Learning III](2_4_0_Intro_NN.ipynb)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# MultiLayer Perceptron (MLP) Introduction"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Multilayer perceptrons, also called feedforward neural networks or deep feedforward networks, are the most basic deep learning models."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-03-15T12:33:49.116461",
     "start_time": "2017-03-15T12:33:49.111870"
    }
   },
   "source": [
    "<img src=\"images/multilayerperceptron_network.png\" alt=\"Drawing\" style=\"width: 400px;\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this notebook we are going to try the spiral dataset with different algorthms. In particular, we are going to focus our attention on the MLP classifier.\n",
    "\n",
    "\n",
    "Answer directly in your copy of the exercise and submit it as a moodle task."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-03-16T18:10:16.146770",
     "start_time": "2017-03-16T18:10:15.825583"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Show plots in the notebooks\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-03-16T18:10:16.200490",
     "start_time": "2017-03-16T18:10:16.149330"
    }
   },
   "outputs": [],
   "source": [
    "# Load the utilities\n",
    "from spiral import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-03-16T18:10:16.662881",
     "start_time": "2017-03-16T18:10:16.203138"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set(color_codes=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-03-16T18:10:17.018804",
     "start_time": "2017-03-16T18:10:16.665477"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of classes: 5\n"
     ]
    },
    {
     "data": {
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QkPAUrq5uVkooROkjpw6FEEL8LQcnZ+Iz804npuXmrT4vhPjfSaElhBDibw14ZiQnHarx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IWJI1/m/MljAEiCgEoSMIkCol6DWhT/eA8Cbq+M0+sl1+Fh0JuT6dipoEOAy+Vi8uRxXE1OolKl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\nnQJgfhoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5f80361748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# load and plot the spiral dataset\n",
    "n_classes = 5\n",
    "X, y = load_spiral_dataset(n_classes=n_classes)\n",
    "\n",
    "plt.figure(figsize=(10,7))\n",
    "plot_dataset(X, y)\n",
    "\n",
    "print('Number of classes: {}'.format(n_classes))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-03-16T18:10:17.083617",
     "start_time": "2017-03-16T18:10:17.021488"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1050, 2)\n",
      "(450, 2)\n",
      "(1050,)\n",
      "(450,)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import classification_report\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "# split the dataset in train and test\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)\n",
    "\n",
    "# check the dimensions\n",
    "print(X_train.shape)\n",
    "print(X_test.shape)\n",
    "print(y_train.shape)\n",
    "print(y_test.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The features are simply the position of each point in the 2 dimension plane.\n",
    "\n",
    "In other words, a point $\\mathbf{x}$ is represented by its values $x_1$ and $x_2$:\n",
    "\n",
    "$\\mathbf{x} = [x_1, x_2] $"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Perform the classification task on several classifiers"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Following, the classification on the spiral is done with several classifiers. We can see the performance on each class (each spiral), and their decision surfaces."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Logistic Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-03-16T18:10:18.028423",
     "start_time": "2017-03-16T18:10:17.089748"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LR\n",
      "             precision    recall  f1-score   support\n",
      "\n",
      "          0       0.29      0.35      0.32        83\n",
      "          1       0.31      0.28      0.29        90\n",
      "          2       0.20      0.23      0.21        79\n",
      "          3       0.34      0.29      0.31       109\n",
      "          4       0.25      0.25      0.25        89\n",
      "\n",
      "avg / total       0.28      0.28      0.28       450\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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152nPKcR0UBWFd9Utwrbtsfep26mTUcFh2yi6xoiR4+Ej+6gYMtgW6eFdC5YR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\n3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l5Zd6G8soqvX32JM4f15a2gi8DEA7hp0l69q1MbyEjx8/abb2B3OPE6e8bvdFvpFVS9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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5f87e3a978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "lr = LogisticRegression(n_jobs=-1)\n",
    "lr.fit(X,y)\n",
    "\n",
    "lr_preds = lr.predict(X_test)\n",
    "\n",
    "print('LR')\n",
    "print(classification_report(y_test, lr_preds))\n",
    "\n",
    "plt.figure(figsize=(10,7))\n",
    "# This methods outputs a visualization\n",
    "# the h parameter adjusts the precision of the visualization\n",
    "# if you find memory errors, set h to a higher value (e.g., h=0.1)\n",
    "plot_decision_surface(X, y, lr, h=0.02) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### k-NN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-03-16T18:10:23.248268",
     "start_time": "2017-03-16T18:10:18.031503"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "K-NN\n",
      "             precision    recall  f1-score   support\n",
      "\n",
      "          0       1.00      1.00      1.00        83\n",
      "          1       1.00      1.00      1.00        90\n",
      "          2       1.00      1.00      1.00        79\n",
      "          3       1.00      1.00      1.00       109\n",
      "          4       1.00      1.00      1.00        89\n",
      "\n",
      "avg / total       1.00      1.00      1.00       450\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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loIKwFGlD5/nRXkwTri6uxCZPrN+HU0lKMxO/1Ebq5B55ze5C/BvsjGQSNDn9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\nFN3+dSROX9rn3rn2sl9fmR+TyCrvUbweHyaHm2+aa5gW2r8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Fhl6tYkZSFJtL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QNbpHOzxj5/LDt1s4e+ok/QYNpd9VIWbFu2/gO3gimefPk7/xS26derf93IlDB4iMn4Wi01Ec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\nEEKIFpJAJYQQQgjRQhKohBBCCCFa6P8DyJuQNpgI+v0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5f4c074780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "\n",
    "knn = KNeighborsClassifier()\n",
    "knn.fit(X_train, y_train)\n",
    "\n",
    "knn_preds = knn.predict(X_test)\n",
    "\n",
    "print('K-NN')\n",
    "print(classification_report(y_test, knn_preds))\n",
    "\n",
    "plt.figure(figsize=(10,7))\n",
    "plot_decision_surface(X, y, knn)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Gaussian Naive Bayes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-03-16T18:10:24.946571",
     "start_time": "2017-03-16T18:10:23.251722"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GaussianNB\n",
      "             precision    recall  f1-score   support\n",
      "\n",
      "          0       0.24      0.36      0.29        83\n",
      "          1       0.22      0.16      0.18        90\n",
      "          2       0.22      0.29      0.25        79\n",
      "          3       0.33      0.27      0.30       109\n",
      "          4       0.29      0.22      0.25        89\n",
      "\n",
      "avg / total       0.26      0.26      0.26       450\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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+uvn81RfyW98RXBYL71pZwaGhYUzBOCBhDiUYCIZ4s7ufX75yABIGV6wt550r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CBJb7ndJqgKgUCo18TemWSkpTJ/3jxGjR5NVeVqlDX741u7Ng2doCH+l80lfjpUUI0bN46RI0dy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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5f44666c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.naive_bayes import GaussianNB\n",
    "\n",
    "gnb = GaussianNB()\n",
    "gnb.fit(X_train, y_train)\n",
    "\n",
    "gnb_preds = gnb.predict(X_test)\n",
    "\n",
    "print('GaussianNB')\n",
    "print(classification_report(y_test, gnb_preds))\n",
    "\n",
    "plt.figure(figsize=(10,7))\n",
    "plot_decision_surface(X, y, gnb)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### SVM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-03-16T18:11:56.862050",
     "start_time": "2017-03-16T18:10:24.949917"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SVM\n",
      "             precision    recall  f1-score   support\n",
      "\n",
      "          0       1.00      1.00      1.00        83\n",
      "          1       1.00      1.00      1.00        90\n",
      "          2       1.00      1.00      1.00        79\n",
      "          3       1.00      1.00      1.00       109\n",
      "          4       1.00      1.00      1.00        89\n",
      "\n",
      "avg / total       1.00      1.00      1.00       450\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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GG3nxxReX30JhnunDTMXBxYv386Eu9BPjcHKcnw2emrm+xeujq1ShzytTVeSZ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JSmEw93MX32IVxw3S0Dfrdb7n8RSJxLpRnOPfKkurGzyczdTYkKtb1faByq2tO10iCRS7X7uGnI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1Z3FXLQlTrl43ZU+MUAlN8pSRKnv5J7/jElHky1HkndijdHPajXXEChAjVs0wLGkC9zz4G8ZO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\nLqgHv+c2Y8EAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5f446048d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.svm import SVC\n",
    "\n",
    "svc = SVC()\n",
    "svc.fit(X_train, y_train)\n",
    "\n",
    "svc_preds = svc.predict(X_test)\n",
    "\n",
    "print('SVM')\n",
    "print(classification_report(y_test, svc_preds))\n",
    "\n",
    "plt.figure(figsize=(10,7))\n",
    "plot_decision_surface(X, y, svc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### MLP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-03-16T18:12:01.663538",
     "start_time": "2017-03-16T18:11:56.864322"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.5/dist-packages/sklearn/neural_network/multilayer_perceptron.py:563: ConvergenceWarning: Stochastic Optimizer: Maximum iterations reached and the optimization hasn't converged yet.\n",
      "  % (), ConvergenceWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MLP\n",
      "             precision    recall  f1-score   support\n",
      "\n",
      "          0       0.28      0.42      0.34        83\n",
      "          1       0.46      0.26      0.33        90\n",
      "          2       0.32      0.49      0.39        79\n",
      "          3       0.67      0.36      0.47       109\n",
      "          4       0.34      0.37      0.36        89\n",
      "\n",
      "avg / total       0.43      0.38      0.38       450\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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1vHR9dg3XzLbXMx6DqQS6ouA6bq+6eDxOQUqBFPTEYiPtdUlBMcvyMu9Huyr7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BR/IERTYyNnnHEGjz9wL6GcwBZd51vrWn/luRfYv7SA0oCHR75ezemXXrFV69x6w+04LVCQWAKO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\nQggh2un/AyRzEGnik/TKAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5f44580c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.neural_network import MLPClassifier\n",
    "\n",
    "mlp = MLPClassifier()\n",
    "mlp.fit(X_train, y_train)\n",
    "\n",
    "mlp_preds = mlp.predict(X_test)\n",
    "\n",
    "print('MLP')\n",
    "print(classification_report(y_test, mlp_preds))\n",
    "\n",
    "plt.figure(figsize=(10,7))\n",
    "plot_decision_surface(X, y, mlp)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "We see that some classifiers (kNN, SVM) successfully learn the spiral problem. They can classify correctly in any part of the plane.\n",
    "\n",
    "Nevertheless, some classifiers (Logistic Regression, Gaussian Naive Bayes) are not able to learn the spiral pattern with their default configurations.\n",
    "\n",
    "In particular, the MLP performs very bad: it is not able to learn the spiral function. Nevertheless, it should be able to."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "**QUESTION: Why do you think that MLP does not learn the spiral pattern?**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Answer here:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Try to make the MLP learn the spiral!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Your task is to learn the spiral with the MLP classifier.\n",
    "\n",
    "Write the necessary code in the following cells.\n",
    "\n",
    "You should try to change some parameters of the MLPClassifier. Some parameters that you can change are:\n",
    "- complexity of the network\n",
    "- regularization of the network\n",
    "- new features that are passed to the network\n",
    "\n",
    "You can search inspiration on [this playground](http://playground.tensorflow.org)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-03-27T11:56:47.325519",
     "start_time": "2017-03-27T11:56:47.316384"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# write your code in here"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# References"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* [MLP documentation](http://scikit-learn.org/stable/modules/generated/sklearn.neural_network.MLPClassifier.html)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Licence"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/).  \n",
    "\n",
    "© Óscar Araque, Universidad Politécnica de Madrid."
   ]
  }
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