Binary Response: Link FunctionsExplores binary response interpretation, link functions, logistic regression, and model selection using deviances and information criteria.
Geometry and Least SquaresDiscusses the geometry of least squares, exploring row and column perspectives, hyperplanes, projections, residuals, and unique vectors.
Chimpanzee Data AnalysisCovers the analysis of chimpanzee data on learning times and explores generalized linear models and logistic regression.
Linear Regression: SimpleIntroduces simple linear regression, properties of residuals, variance decomposition, and the coefficient of determination in the context of Okun's law.