Probability and Statistics: FundamentalsCovers the fundamental concepts of probability and statistics, including interesting results, standard model, image processing, probability spaces, and statistical testing.
Probability SpacesCovers random variables, expectation, and distributions in probability spaces.
Generalized Linear ModelsCovers probability, random variables, expectation, GLMs, hypothesis testing, and Bayesian statistics with practical examples.
Continuous Random VariablesExplores continuous random variables, density functions, joint variables, independence, and conditional densities.
Convergence in ProbabilityExplores convergence in probability, concentration inequalities, laws of large numbers, and properties of distributions.
Probability and StatisticsDelves into probability, statistics, paradoxes, and random variables, showcasing their real-world applications and properties.
Probability ReviewExplores Gaussian distributions, moments, and variance calculations in probability theory.