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Linear Regression
ML Math Derivations (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, …
