Chimpanzee Data AnalysisCovers the analysis of chimpanzee data on learning times and explores generalized linear models and logistic regression.
Linear Models: Part 2Covers linear models, binary and multi-class classification, and logistic regression with practical examples.
Maximum Likelihood EstimationExplores Maximum Likelihood Estimation, covering assumptions, properties, distribution, shrinkage estimation, and loss functions.
Probabilistic Linear RegressionExplores probabilistic linear regression, covering joint and conditional probability, ridge regression, and overfitting mitigation.
Linear Models: ClassificationExplores linear models for classification, including logistic regression, decision boundaries, and support vector machines.
Linear Regression EssentialsCovers the essentials of linear regression, focusing on using multiple quantitative explanatory variables to predict a quantitative outcome.
