Gaussian Random VectorsExplores Gaussian vectors, moment generating functions, independence, density functions, affine transformations, and quadratic forms.
ECDF and QuantilesCovers ECDF, quantiles, mean, median, and box plots for dataset analysis.
Optimization and SimulationCovers the Metropolis-Hastings algorithm and gradient-based approaches for biasing searches towards higher likelihood values.
Generalization ErrorDiscusses mutual information, data processing inequality, and properties related to leakage in discrete systems.