https://github.com/yashkathe/final-grades-estimator-regression
A linear regression model that predicts student performance based on various educational factors, implemented using pytorch. Also implemented Linear Regression from scratch without any libraries
https://github.com/yashkathe/final-grades-estimator-regression
linear-regression pytorch regression-models supervised-learning
Last synced: 2 months ago
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A linear regression model that predicts student performance based on various educational factors, implemented using pytorch. Also implemented Linear Regression from scratch without any libraries
- Host: GitHub
- URL: https://github.com/yashkathe/final-grades-estimator-regression
- Owner: yashkathe
- License: mit
- Created: 2024-07-23T15:01:27.000Z (12 months ago)
- Default Branch: master
- Last Pushed: 2024-07-29T17:13:47.000Z (12 months ago)
- Last Synced: 2024-12-25T17:42:50.960Z (7 months ago)
- Topics: linear-regression, pytorch, regression-models, supervised-learning
- Language: Jupyter Notebook
- Homepage:
- Size: 2.02 MB
- Stars: 1
- Watchers: 1
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: Readme.md
- License: LICENSE.md
Awesome Lists containing this project
README
# Linear Regression
Linear regression is a fundamental statistical method used in machine learning to model the relationship between a dependent variable and one or more independent variables. It is particularly useful for predicting outcomes based on input data
## Dataset
1. [Regression] Student Performance:
## Table of Content
- [Linear Regression from scratch](./linear_regression_from_scratch.ipynb)
- [Mathematics behind Linear Regression](./Linear-Regression-Mathematics-notes.pdf)
- [Predict Student Performance](./predict-student-performance.ipynb)
## Score Prediction Graph
R2 Score: 0.95
