The Elements of Statistical Learning

Trevor Hastie, Robert Tibshirani, Jerome Friedman · 2009 · Link

Cover: The Elements of Statistical Learning


Why it matters

The “serious” statistical learning reference: bias/variance tradeoffs, regularization, model classes, and the intellectual backbone behind a lot of ML practice.