Statistical Learning Theory: PAC Learning, VC Dimension, and the Bias-Complexity TradeoffA rigorous development of statistical learning theory—the PAC framework, VC dimension and Sauer's lemma, the fundamental theorem, Rademacher complexity, and the mathematical limits of learning from data.
