If you care about statistics, machine learning, or what everyone now calls "AI" — learning linear regression well is the single most important investment you can make. Not transformers. Not diffusion models. Linear regression.

You can go as shallow as calling model.fit(X, y) and declaring you know regression. Or you can go deep — the linear...