STA414

Problem set on Gaussian quadratic forms, OLS vs MLE, BLR posteriors, design matrices, weight-space GPs, predictive covariances, and the BLR–GP equivalence.

Problem-style sheet on VI evidence lower bounds, ELBO–KL decompositions, mean-field updates, EM for a two-component Gaussian mixture, and ELBO-based views of EM.