Why Minimizing MSE Is Not A Guess : Deriving Linear Regression from Probability , Geometry and Matrix Calculus

This post is a complete reconstruction of linear regression from mathematical first principles — built, tested, and diagnosed from scratch on the Ames Housing Dataset using nothing but NumPy. No sklea