Continuous Random VariablesExplores continuous random variables, density functions, joint variables, independence, and conditional densities.
Multinomial DistributionCovers the multinomial distribution, joint density, marginal distribution, and conditional distribution.
Probability and StatisticsCovers p-quantile, normal approximation, joint distributions, and exponential families in probability and statistics.
Air Pollution AnalysisExplores air pollution analysis using wind data, probability distributions, and trajectory models for air quality assessment.
Probabilistic Linear RegressionExplores probabilistic linear regression, covering joint and conditional probability, ridge regression, and overfitting mitigation.