Compression: PredictionCovers the concepts of compression and prediction using prefix-free codes and distributions.
Concentration InequalitiesCovers concentration inequalities and sampling methods for estimating unknown distributions, with a focus on population infection rates.
Distribution EstimationCovers the estimation of distributions using various methods such as minimum loss and expectation.
Property TestingCovers the concept of property testing using statistical methods.
Deep Learning Modus OperandiExplores the benefits of deeper networks in deep learning and the importance of over-parameterization and generalization.
