Continuous Random VariablesExplores continuous random variables, density functions, joint variables, independence, and conditional densities.
Probabilistic Linear RegressionExplores probabilistic linear regression, covering joint and conditional probability, ridge regression, and overfitting mitigation.
Probability and StatisticsDelves into probability, statistics, paradoxes, and random variables, showcasing their real-world applications and properties.
Probability and Statistics: FundamentalsCovers the fundamental concepts of probability and statistics, including interesting results, standard model, image processing, probability spaces, and statistical testing.
Probability and StatisticsCovers Simpson's paradox, probability distributions, and real-life examples in probability and statistics.