Normed SpacesCovers normed spaces, dual spaces, Banach spaces, Hilbert spaces, weak and strong convergence, reflexive spaces, and the Hahn-Banach theorem.
Latent Variable ModelsExplores latent variable models, EM algorithm, and Jensen's inequality in statistical modeling.
Continuous Random VariablesExplores continuous random variables, density functions, joint variables, independence, and conditional densities.
Generalization ErrorExplores generalization error in machine learning, focusing on data distribution and hypothesis impact.
Continuous Random VariablesCovers continuous random variables, probability density functions, and distributions, with practical examples.