Generalization ErrorExplores tail bounds, information bounds, and maximal leakage in the context of generalization error.
Chernoff BoundsExplains Chernoff bounds, extractors, and their theorems with proofs.
Probability ConvergenceExplores probability convergence, discussing conditions for random variable sequences to converge and the uniqueness of convergence.
Concentration InequalitiesCovers concentration inequalities and sampling methods for estimating unknown distributions, with a focus on population infection rates.
