{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f3459588",
   "metadata": {},
   "source": [
    "# Exercise 3 | KNN & SVM"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7eaa5491",
   "metadata": {},
   "source": [
    "# 🚀️Goals\n",
    "- Learn the implementation of KNN & SVM\n",
    "- Experiment with different hyperparameters\n",
    "- Get an impression on their pros and cons"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98bda015",
   "metadata": {},
   "source": [
    "# KNN"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d81c5944",
   "metadata": {},
   "source": [
    "## Implementation from scratch\n",
    "First, we start with a simple example to learn how does KNN actually work."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c86e131",
   "metadata": {},
   "source": [
    "### Generate data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "d4e865ca",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ -5.3198574    0.75249082]\n",
      " [ -5.98487648   0.48460018]\n",
      " [-11.22445972  -7.9716744 ]\n",
      " [ -4.56730382  -0.97897324]\n",
      " [ -3.30511661   0.02946152]\n",
      " [  1.53694847   0.81562926]\n",
      " [ -9.91246995  -5.15107857]\n",
      " [-12.02286529  -3.90285899]\n",
      " [ -7.48269121  -5.94732589]\n",
      " [  2.82413      3.85744585]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fb1dfdbf7a0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import math\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sklearn.datasets import make_blobs\n",
    "\n",
    "n_samples = 1500\n",
    "random_state = 170\n",
    "X, y = make_blobs(n_samples=n_samples, n_features=2, random_state=random_state, cluster_std=1.2)\n",
    "\n",
    "print(X[0:10,:])\n",
    "\n",
    "plt.figure(figsize=(8, 8))\n",
    "plt.scatter(X[:, 0], X[:, 1], s=50, c=y)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eaeda844",
   "metadata": {},
   "source": [
    "### KNN implementation from scratch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "1de6a7d5",
   "metadata": {},
   "outputs": [],
   "source": [
    "from math import sqrt\n",
    "\n",
    "# calculate the Euclidean distance between two vectors\n",
    "def euclidean_distance(row1, row2):\n",
    "    distance = 0.0\n",
    "    for i in range(len(row1)):\n",
    "        distance += (row1[i] - row2[i])**2\n",
    "    return sqrt(distance)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6774fe16",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Locate the most similar neighbors\n",
    "def get_neighbors(train, test_row, num_neighbors):\n",
    "    distances = list()\n",
    "    for train_row in train:\n",
    "        dist = euclidean_distance(test_row, train_row)\n",
    "        distances.append((train_row, dist))\n",
    "    distances.sort(key=lambda tup: tup[1])\n",
    "    neighbors = list()\n",
    "    neighbors = [distances[i][0] for i in range(num_neighbors)]\n",
    "    return neighbors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "89214ac9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-5.3198574   0.75249082]\n",
      "[-5.3198574   0.75249082]\n",
      "[-5.21869742  0.85380404]\n",
      "[-5.30436989  0.92063982]\n"
     ]
    }
   ],
   "source": [
    "# Get 3 nearest neighbors for the first data point\n",
    "neighbors = get_neighbors(X, X[0], 3)\n",
    "print(X[0])\n",
    "for neighbor in neighbors:\n",
    "    print(neighbor)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "7e0f790b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fb1dfe94e60>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize result\n",
    "neighbors = np.array(neighbors)\n",
    "plt.figure(figsize=(8, 8))\n",
    "plt.scatter(X[:, 0], X[:, 1], s=50)\n",
    "plt.scatter(neighbors[:, 0], neighbors[:, 1], s=100, c='red')\n",
    "plt.scatter(X[0, 0], X[0, 1], s=100, c='orange')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "6b4a538f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1500, 3)\n",
      "Expected 1, Got 1.\n"
     ]
    }
   ],
   "source": [
    "# Make a classification prediction with neighbors\n",
    "def predict_classification(train, test_row, num_neighbors):\n",
    "    neighbors = get_neighbors(train, test_row, num_neighbors)\n",
    "    output_values = [row[-1] for row in neighbors]\n",
    "    prediction = max(set(output_values), key=output_values.count)\n",
    "    return prediction\n",
    "\n",
    "dataset = np.append(X, y.reshape(-1,1), axis=1)\n",
    "print(dataset.shape)\n",
    "\n",
    "prediction = predict_classification(dataset, dataset[0], 3)\n",
    "print('Expected %d, Got %d.' % (dataset[0][-1], prediction))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6519eaf4",
   "metadata": {},
   "source": [
    "### How do you determine the k here?\n",
    "Play with different k values to see the effect on you final prediction result"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bc9ece54",
   "metadata": {},
   "source": [
    "## Simpler way: use sklearn package\n",
    "\n",
    "Scikit-learn has built-in KNN implementation which optimizes the computation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "560b1f47",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy with k=5 100.0\n",
      "Accuracy with k=1 99.46666666666667\n"
     ]
    }
   ],
   "source": [
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "# Split train and test dataset\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state = 0)\n",
    "\n",
    "# Initialize KNN classifier\n",
    "knn5 = KNeighborsClassifier(n_neighbors = 5)\n",
    "knn1 = KNeighborsClassifier(n_neighbors=1)\n",
    "\n",
    "# Fit the classifier\n",
    "knn5.fit(X_train, y_train)\n",
    "knn1.fit(X_train, y_train)\n",
    "\n",
    "# Make predictions\n",
    "y_pred_5 = knn5.predict(X_test)\n",
    "y_pred_1 = knn1.predict(X_test)\n",
    "\n",
    "from sklearn.metrics import accuracy_score\n",
    "print(\"Accuracy with k=5\", accuracy_score(y_test, y_pred_5)*100)\n",
    "print(\"Accuracy with k=1\", accuracy_score(y_test, y_pred_1)*100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "aeea2fc0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize\n",
    "plt.figure(figsize = (15,5))\n",
    "plt.subplot(1,3,1)\n",
    "plt.scatter(X_test[:,0], X_test[:,1], c=y_test, s=50)\n",
    "plt.title(\"Ground truth\", fontsize=20)\n",
    "\n",
    "plt.subplot(1,3,2)\n",
    "plt.scatter(X_test[:,0], X_test[:,1], c=y_pred_5, s=50)\n",
    "plt.title(\"Predicted values with k=5\", fontsize=20)\n",
    "\n",
    "plt.subplot(1,3,3)\n",
    "plt.scatter(X_test[:,0], X_test[:,1], c=y_pred_1, s=50)\n",
    "plt.title(\"Predicted values with k=1\", fontsize=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dfa94a0d",
   "metadata": {},
   "source": [
    "# SVM"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5f30c48",
   "metadata": {},
   "source": [
    "## Implementation for Anomaly Detection\n",
    "\n",
    "Now let's implement SVM for anomaly detection on a toy example to understand how it works:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "976c68c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# import example dataset\n",
    "from numpy import genfromtxt\n",
    "def read_dataset(filePath,delimiter=','):\n",
    "    return genfromtxt(filePath, delimiter=delimiter)\n",
    "\n",
    "tr_data = read_dataset('./tr_server_data.csv')\n",
    "gt_data = read_dataset('./gt_server_data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "b231f6da",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot data distribution with ground truth\n",
    "normal = tr_data[gt_data == 0]\n",
    "abnormal = tr_data[gt_data == 1]\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(normal[:,0],normal[:,1],'bx')\n",
    "plt.plot(abnormal[:,0],abnormal[:,1],'ro')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "9fd91768",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy with SVM 97.71986970684038\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import svm, datasets\n",
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "X = tr_data\n",
    "y = gt_data\n",
    "\n",
    "svc = svm.SVC(kernel='linear', C=1,gamma='auto').fit(X, y)\n",
    "y_pred = svc.predict(X)\n",
    "print(\"Accuracy with SVM\", accuracy_score(y, y_pred)*100)\n",
    "\n",
    "# Visualize\n",
    "# create a mesh to plot in\n",
    "x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n",
    "y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n",
    "h = (x_max / x_min)/100\n",
    "xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n",
    " np.arange(y_min, y_max, h))\n",
    "plt.subplot(1, 1, 1)\n",
    "Z = svc.predict(np.c_[xx.ravel(), yy.ravel()])\n",
    "Z = Z.reshape(xx.shape)\n",
    "plt.contourf(xx, yy, Z, cmap=plt.cm.Paired, alpha=0.8)\n",
    "plt.scatter(X[:, 0], X[:, 1], c=y, cmap=plt.cm.Paired)\n",
    "plt.xlim(xx.min(), xx.max())\n",
    "plt.title('SVC with linear kernel')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dd61caa7",
   "metadata": {},
   "source": [
    "As shown, the baseline SVM model might not be good enough for the target dataset.\n",
    "## How much can you improve the accuracy?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd03b0f7",
   "metadata": {},
   "source": [
    "### Non-linear kernel\n",
    "Change the kernel function type to rbf in the below line and look at the impact.\n",
    "Play together with gamma and degree which controls the kernel you use.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "34f30f21-2588-4704-888a-ff59d89d1796",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy with SVM 99.0228013029316\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import svm, datasets\n",
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "X = tr_data\n",
    "y = gt_data\n",
    "\n",
    "svc = svm.SVC(kernel='rbf', C=1,gamma='auto').fit(X, y)\n",
    "y_pred = svc.predict(X)\n",
    "print(\"Accuracy with SVM\", accuracy_score(y, y_pred)*100)\n",
    "\n",
    "# Visualize\n",
    "# create a mesh to plot in\n",
    "x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n",
    "y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n",
    "h = (x_max / x_min)/100\n",
    "xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n",
    " np.arange(y_min, y_max, h))\n",
    "plt.subplot(1, 1, 1)\n",
    "Z = svc.predict(np.c_[xx.ravel(), yy.ravel()])\n",
    "Z = Z.reshape(xx.shape)\n",
    "plt.contourf(xx, yy, Z, cmap=plt.cm.Paired, alpha=0.8)\n",
    "plt.scatter(X[:, 0], X[:, 1], c=y, cmap=plt.cm.Paired)\n",
    "plt.xlim(xx.min(), xx.max())\n",
    "plt.title('SVC with linear kernel')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e28dcf6b",
   "metadata": {},
   "source": [
    "### Penalty function\n",
    "C describes how much weight you would like to add to the error term.\n",
    "Think here: why do we even want to decrease the penalty on prediction errors?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b91d2ab",
   "metadata": {},
   "source": [
    "### Hint\n",
    "For complex parameter tuning, check GridSearchCV to help you out: https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.GridSearchCV.html"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.12.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
