Linear Regression


linear regression is a linear approach to modeling the relationship between a scalar response and one or more explanatory variables.

Tutorials

Linear Regression - Machine Learning Glossary
Brief visual explanations of linear regression with diagrams, code examples and links to resources for learning more.
linear-regression regression tutorial article
Linear Regression from Scratch in Python
We will explore linear regression and we will implement it using Python from scratch.
linear-regression regression tutorial article
Regularization in Machine Learning
This article will focus on a technique that helps in avoiding overfitting and also increasing model interpretability.
regularization linear-regression regression article
Simple Linear Regression
This will cover Simple Liner Regression and its Algorithm and the techniques that is used in along with the formula. I will also cover little bit of math.
linear-regression regression tutorial article
Linear-Regression From Scratch
In this project i have implemented the basic linear regression model without using the sci-kit library.
machine-learning linear-regression regression tutorial

Libraries

General
Scikit-learn
Examples for all the different utilities within scikit-learn.
scikit-learn naive-bayes linear-regression logistic-regression
Peak Engines
Build warped linear regression models in Python when your model has a non-normal error distribution.
linear-regression non-normal warped-linear-regression peak-engines
Gplearn
Genetic Programming in Python, with a scikit-learn inspired API.
genetic-programming symbolic-regression regression code
Table of Contents
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