Linear Models: ContinuedExplores linear models, logistic regression, gradient descent, and multi-class logistic regression with practical applications and examples.
Binary Response: Link FunctionsExplores binary response interpretation, link functions, logistic regression, and model selection using deviances and information criteria.
Logistic RegressionCovers logistic regression for linear classification and unsupervised dimensionality reduction techniques.
Linear Models: ClassificationExplores linear models for classification, including logistic regression, decision boundaries, and support vector machines.
Linear Models: Part 2Covers linear models, binary and multi-class classification, and logistic regression with practical examples.