Covers methods to define the design storm, empirical distribution of rainfall maxima, Gumbel distribution, and intensity-duration-frequency relationships.
Explores probabilistic linear regression, covering joint and conditional probability, ridge regression, and overfitting mitigation.
Explores maximum likelihood inference, comparing models based on likelihood ratios and demonstrating with a coin example.
Explores air pollution analysis using wind data, probability distributions, and trajectory models for air quality assessment.
