Generalization ErrorExplores generalization error in machine learning, focusing on data distribution and hypothesis impact.
CompressionCovers the concept of compression and constructing prefix-free codes based on given information.
Calculations of ExpectationCovers the calculation of expectation and variance for different types of random variables, including discrete and continuous ones.
Signal RepresentationsCovers matrix operations, Fourier transformations, Gaussian models, and signal representations using algebraic methods.
Concentration InequalitiesCovers concentration inequalities and sampling methods for estimating unknown distributions, with a focus on population infection rates.
