Machine-Learning-Theory

• Statistical Learning Theory: PAC Learning, VC Dimension, and the Bias-Complexity Tradeoff · 2022-03-31

  A 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.