Multiple Linear Regression from Scratch - Machine Learning Math & Python

Published: 02 January 2024
on channel: kai

1,753

In this video we will go through the math and intuition of multiple linear regression beginning first with basic linear regression and then expanding into multiple linear regression. With each new equation, we will implement the math into a Python notebook. Simple example data will be used to benefit the teaching and learning process. The final product will offer a finished multiple linear regression model.

View the (cleaned up) notebook on GitHub: https://github.com/kailau02/machine-l...

Portfolio: https://kailauapps.com/

LinkedIn: / dylan-kai-lau

0:00 Overview
0:37 LR example data
3:00 LR predictions
8:13 LR cost function
12:30 LR gradient descent
28:11 LR more data example
30:52 MLR example data
33:20 MLR predictions
39:00 MLR cost function
41:15 MLR gradient descent
50:12 MLR diabetes dataset

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