An Introduction to Statistical Learning

Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani · 2013 · Link

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Why it matters

A genuinely good on-ramp: intuitive explanations + practical workflows, without losing the thread of why methods work.