Deep Learning Modus OperandiExplores the benefits of deeper networks in deep learning and the importance of over-parameterization and generalization.
Score-based Generative ModellingExplores score-based generative modelling through stochastic differential equations, emphasizing denoising score matching and diffusion probabilistic models.
Concentration InequalitiesCovers concentration inequalities and sampling methods for estimating unknown distributions, with a focus on population infection rates.
Parameter EstimationDiscusses parameter estimation, including checks, quality, distribution, and statistical properties of estimates.
