Unlock: Understanding Machine Learning (Shalev-Shwartz, Ben-David)
Reading guide for the definitive learning theory textbook. Covers PAC learning, VC dimension, Rademacher complexity, uniform convergence, stability, online learning, boosting, and regularization with rigorous proofs.
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