Generalization ErrorExplores tail bounds, information bounds, and maximal leakage in the context of generalization error.
Probability Theory: Lecture 3Explores random variables, sigma algebras, independence, and shift-invariant measures, emphasizing cylinder sets and algebras.
Central Limit TheoremExplores the Central Limit Theorem, convergence in law, characteristic functions, and moment problems in probability theory.