Dependence and CorrelationExplores dependence, correlation, and conditional expectations in probability and statistics, highlighting their significance and limitations.
Convergence in ProbabilityExplores convergence in probability, concentration inequalities, laws of large numbers, and properties of distributions.
Probability FundamentalsIntroduces fundamental probability concepts, including events, complements, conditional probability, and random variables.
Probabilistic Linear RegressionExplores probabilistic linear regression, covering joint and conditional probability, ridge regression, and overfitting mitigation.
