└── LinearRegression.ipynb
/LinearRegression.ipynb:
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1 | {
2 | "nbformat": 4,
3 | "nbformat_minor": 0,
4 | "metadata": {
5 | "colab": {
6 | "provenance": [],
7 | "authorship_tag": "ABX9TyNBbFjSH+i53P/KlWFV7Su5",
8 | "include_colab_link": true
9 | },
10 | "kernelspec": {
11 | "name": "python3",
12 | "display_name": "Python 3"
13 | },
14 | "language_info": {
15 | "name": "python"
16 | }
17 | },
18 | "cells": [
19 | {
20 | "cell_type": "markdown",
21 | "metadata": {
22 | "id": "view-in-github",
23 | "colab_type": "text"
24 | },
25 | "source": [
26 | " "
27 | ]
28 | },
29 | {
30 | "cell_type": "code",
31 | "execution_count": null,
32 | "metadata": {
33 | "id": "3D5uNrJPO5wV"
34 | },
35 | "outputs": [],
36 | "source": [
37 | "import numpy as np\n",
38 | "from sklearn.linear_model import LinearRegression\n",
39 | "import matplotlib.pyplot as plt"
40 | ]
41 | },
42 | {
43 | "cell_type": "code",
44 | "source": [
45 | "# Load CSV data\n",
46 | "data = np.loadtxt('/content/StudentData.csv', delimiter=',', skiprows=1) # Skip the header row\n",
47 | "\n",
48 | "# Separate features (X) and target variable (y)\n",
49 | "X = data[:, 1:-2] # All columns except 'Serial No.' and 'Chance of Admit'\n",
50 | "y = data[:, -1] # Last column ('Chance of Admit')\n"
51 | ],
52 | "metadata": {
53 | "id": "3BbJytIWQakf"
54 | },
55 | "execution_count": null,
56 | "outputs": []
57 | },
58 | {
59 | "cell_type": "code",
60 | "source": [
61 | "model = LinearRegression()\n",
62 | "model.fit(X, y)\n"
63 | ],
64 | "metadata": {
65 | "colab": {
66 | "base_uri": "https://localhost:8080/",
67 | "height": 74
68 | },
69 | "id": "fe5Aouh_SvrG",
70 | "outputId": "c1dda34d-2d4d-44c0-f8d3-ab6ed5c1cef0"
71 | },
72 | "execution_count": null,
73 | "outputs": [
74 | {
75 | "output_type": "execute_result",
76 | "data": {
77 | "text/plain": [
78 | "LinearRegression()"
79 | ],
80 | "text/html": [
81 | "
LinearRegression() In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org. "
82 | ]
83 | },
84 | "metadata": {},
85 | "execution_count": 6
86 | }
87 | ]
88 | },
89 | {
90 | "cell_type": "code",
91 | "source": [
92 | "plt.scatter(X[:, 0], y) # Assuming the first column in X is the first feature\n",
93 | "\n",
94 | "# Plot the regression line\n",
95 | "plt.plot(X[:, 0], model.predict(X), color='red')\n",
96 | "plt.xlabel('GRE Score') # Adjust label based on the feature used\n",
97 | "plt.ylabel('Chance of Admit')\n",
98 | "plt.title('Linear Regression of Chance of Admit on GRE Score') # Adjust title accordingly\n",
99 | "plt.show()\n"
100 | ],
101 | "metadata": {
102 | "id": "wM2TdAtBS0hC",
103 | "outputId": "6e7eee90-414b-4413-d8ec-a1adaf54b11c",
104 | "colab": {
105 | "base_uri": "https://localhost:8080/",
106 | "height": 472
107 | }
108 | },
109 | "execution_count": null,
110 | "outputs": [
111 | {
112 | "output_type": "display_data",
113 | "data": {
114 | "text/plain": [
115 | ""
116 | ],
117 | "image/png": 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\n"
118 | },
119 | "metadata": {}
120 | }
121 | ]
122 | }
123 | ]
124 | }
--------------------------------------------------------------------------------