Least Square Method Step by Step Whiteboard Derivation (Video)

The Full Whiteboard Drawing:

Linear Regression Colab Example On Predicting Average US Housing Price

Two examples are presented in the following colab notebook:

One of them uses the linear model we just talked about, another uses 3rd order polynomial model to mitigate underfitting.