{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "name": "CS535/EE514_PA2.ipynb", "provenance": [], "collapsed_sections": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "markdown", "source": [ "# CS535/EE514 Machine Learning - Spring 2022 - PA2" ], "metadata": { "id": "SN9yRjJYaXg_" } }, { "cell_type": "markdown", "source": [ "## Instructions \n", "\n", "* Submit your code both as notebook file (.ipynb) and python script (.py) on LMS. The name of both files should be 'RollNo_PA2'. Failing to submit any one of them will result in the reduction of marks.\n", "* All the cells must be run once before submission and should be displaying the results(graphs/plots etc). If output of the cells is not being displayed, marks will be dedcuted.\n", "* The code MUST be implemented independently. Any plagiarism or cheating of work from others or the internet will be immediately referred to the DC.\n", "* 10% penalty per day for 3 days after due date. No submissions will be accepted\n", "after that. \n", "* Use procedural programming style and comment your code properly.\n", "* **Deadline to submit this assignment is 21/02/2022.**" ], "metadata": { "id": "COHamatQbS3b" } }, { "cell_type": "markdown", "source": [ "## Part 1: Implement K-NN classifier from scratch \n", "The goal of this assignment is to get you familiar with k-NN classification and to give hands on experience of basic python tools and libraries which will be used in implementing the algorithm.\n", "You are not allowed to use scikit-learn or any other machine learning toolkit for this part.\n", "You have to implement your own k-NN classifier from scratch. You may use Pandas, NumPy, Matplotlib and other standard python libraries. " ], "metadata": { "id": "vcL3jFhFehKY" } }, { "cell_type": "code", "source": [ "# making all necessary imports here. You can make your own imports here if needed.\n", "import glob\n", "import cv2\n", "import os\n", "from google.colab import drive\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from sklearn.neighbors import KNeighborsClassifier\n", "from sklearn.metrics import accuracy_score\n", "from sklearn.metrics import f1_score\n", "from sklearn.metrics import confusion_matrix\n", "from sklearn.datasets import make_blobs\n", "from sklearn.model_selection import GridSearchCV" ], "metadata": { "id": "wpUELZb-dxvE" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# Downloading Dataset\n", "!gdown --id 1ZPLfYxdXs856KsjcBgG2QGjjr6ayPwVj\n", "!unzip \"Apparel_Dataset.zip\"" ], "metadata": { "id": "m5WOvvtLLSTO" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "You have been given Apparel Dataset which contains images of dress, pants, shirts and shoes. There are two top-level directories \"Test Data\" and \"Train Data\" corresponding to test set and training set respectively. Each of these directories further contains four directories \"dress\", \"pants\", \"shirts\" and \"shoes\". The class labels of each of the\n", "images correspond to the directory they are contained in i.e., dress/pants/shirts/shoes. Paths of training and test data have been given to you. " ], "metadata": { "id": "tz2NSHF_jM2G" } }, { "cell_type": "code", "source": [ "test_data_path = \"/content/Apparel_Dataset/Test Data\"\n", "train_data_path = \"/content/Apparel_Dataset/Train Data\"" ], "metadata": { "id": "ewnVVGPlIPBH" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "### TASK 1: \n", "Now you need to read the images and resize all of them to a fixed size (32,32). After resizing the images, flatten them to create a 1-D array and then normalize the pixel values between 0-1. This 1-D array will serve as your feature vector for the particular image.\n", "\n", "Note: You can normalize the pixel values by dividing them by 255.\n", "\n", "\n", "\n", "\n" ], "metadata": { "id": "vSThSOYxnS7e" } }, { "cell_type": "code", "source": [ "### YOUR CODE HERE ###" ], "metadata": { "id": "vSYr4YmMuG8Y" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "### TASK 2: \n", "Create your own k-Nearest Neighbors classifier function by performing following\n", "tasks: \n", "\n", "* For a test data point, find its distance from all training instances.\n", "* Sort the calculated distances in ascending order based on distance values.\n", "* Choose k training samples with minimum distances from the test data point.\n", "* Return the most frequent class of these samples. (Incase of ties, break them by backing off to k-1 values. For example, for a particular image, incase of k=4, you get two 'dress' labels and two 'pants' labels. In this case you will break tie by backing off to k=3. If tie occurs again you will keep backing off until tie is broken or you reach k=1.)\n", "* Note: Your function should work with Euclidean distance as well as Manhattan\n", "distance. Pass the distance metric as a parameter in k-NN classifier function.\n", "Your function should also be general enough to work with any value of k." ], "metadata": { "id": "2BiCgc77uglx" } }, { "cell_type": "code", "source": [ "### YOUR CODE HERE ###" ], "metadata": { "id": "mb_-UV2Jufm1" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "### TASK 3: \n", "Write down functions which calculates the classification accuracy, macro-average precision and macro-average recall. Print the values of accuracy, precision and recall calculated on the test data for k = 3,5,7 for both Euclidean and Manhattan distance. You should expect the values of accuracy, precision and recall to be above 80." ], "metadata": { "id": "rVxPDnoZ_KKm" } }, { "cell_type": "code", "source": [ "### YOUR CODE HERE ###" ], "metadata": { "id": "qTCnlasIFzEn" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "### TASK 4:\n", "Run your k-NN function for the values of k = 1, 2, 3, 4, 5, 6, 7 on test data. Do this for both the Euclidean distance and the Manhattan distance for each value of k. Plot three graphs displaying following:\n", "\n", "* k-values vs accuracy for both euclidean and manhattan distance (k-values on x-axis and accuracy values on y-axis)\n", "* k-values vs macro-average precision for both euclidean and manhattan distance (k-values on x-axis and precision values on y-axis)\n", "* k-values vs macro-average recall for both euclidean and manhattan distance (k-values on x-axis and recall values on y-axis)\n", "\n", "All of your graphs should be properly labelled.\n", "\n" ], "metadata": { "id": "pZ1rOuBLzH9Q" } }, { "cell_type": "code", "source": [ "### YOUR CODE HERE ###" ], "metadata": { "id": "yLwqidDQGKPV" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "# Part 2: k-NN classifier using scikit-learn \n" ], "metadata": { "id": "-tftsLRfwlGU" } }, { "cell_type": "markdown", "source": [ "### TASK 1:\n", "In this part you have to use scikit-learn’s k-NN implementation to train and test your\n", "classifier on the dataset used in Part 1. Run the k-NN classifier again for values of\n", "k = 1, 2, 3, 4, 5, 6, 7 using both Euclidean and Manhattan distance. Use scikit-learn to calculate the accuracy, F1 score and confusion matrix for test data. Also present the\n", "results as a graph with k values on x-axis and F1 score on y-axis for both distance metrics\n", "in a single plot. " ], "metadata": { "id": "ewQnzp9EH8nQ" } }, { "cell_type": "code", "source": [ "### YOUR CODE HERE ###" ], "metadata": { "id": "B2292-nLRhBW" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "### TASK 2:\n", "For this task you have been given a synthetic dataset of 1000 samples which is divided into 6 classes. Visualization of this dataset has also been given. Now you need to find the optimum value of k for this dataset. This can be done using GridSearchCV function provided by Scikit-learn. This function allows us to check easily for multiple values of k. You need to check for the values of k between 1 and 20 and report the best value of k." ], "metadata": { "id": "OPVhAwcAVDMw" } }, { "cell_type": "code", "source": [ "X, y = make_blobs(n_samples = 1000, n_features = 2, centers = 6, cluster_std = 2.5, random_state = 4)\n", "plt.figure(figsize=(10,6))\n", "plt.scatter(X[:,0], X[:,1], c=y, marker= 'o', s=50)\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 374 }, "id": "ZX69_RiDWEar", "outputId": "d25eb1fa-62d4-48b9-d296-ee87a792e403" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "source": [ "### YOUR CODE HERE ###" ], "metadata": { "id": "2-h_yskwbbAB" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "#### ***Question: Is Feature Scaling required for the KNN Algorithm? Explain with proper justification.***\n", "\n", "Ans: Double click to enter your answer here" ], "metadata": { "id": "JsMoH9oeT5pu" } } ] }