Probabilities and StatisticsCovers fundamental concepts in probabilities and statistics, including linear regression, exploratory statistics, and the analysis of probabilities.
Continuous Random VariablesExplores continuous random variables, density functions, joint variables, independence, and conditional densities.
Latent Variable ModelsExplores latent variable models, EM algorithm, and Jensen's inequality in statistical modeling.
Probability and StatisticsCovers p-quantile, normal approximation, joint distributions, and exponential families in probability and statistics.
Testing: t-testsCovers t-tests, p-values calculation, and comparison of coefficients.