Linear Regression

Mathematical Derivation of Machine Learning (5): Linear Regression

A complete derivation of linear regression from three perspectives -- algebra (the normal equation), geometry (orthogonal projection), and probability (maximum likelihood) -- followed by Ridge, Lasso, gradient methods, …