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Compression: PredictionCovers the concepts of compression and prediction using prefix-free codes and distributions.
CompressionCovers the concept of compression and constructing prefix-free codes based on given information.
Diffusion ModelsExplores diffusion models, focusing on generating samples from a distribution and the importance of denoising in the process.
Probability and StatisticsCovers inequalities, joint Gaussian distribution, risk estimation, and classification method testing in probability and statistics.
Importance Sampling: Change of VariableExplores importance sampling through a change of variable to speed up Monte Carlo calculations and discusses the impact on stochastic estimates and variance scaling.
Gaussian Random VectorsExplores Gaussian vectors, moment generating functions, independence, density functions, affine transformations, and quadratic forms.
Regulation of Therapeutic ProductsExplores the regulation of therapeutic products, covering legal requirements, product classification, market access, and advertising rules.