Probabilistic Linear RegressionExplores probabilistic linear regression, covering joint and conditional probability, ridge regression, and overfitting mitigation.
Conditional ProbabilityCovers conditional probability, probability distributions, and choosing the right distribution for specific scenarios.
Elements of StatisticsIntroduces key statistical concepts like probability, random variables, and correlation, with examples and explanations.
Probability Tools ReviewCovers the review of probability tools, including independence, conditional probability, and random variables.
Probability and StatisticsIntroduces key concepts in probability and statistics, covering random experiments, events, intersections, unions, and more.
