Probabilities and StatisticsCovers fundamental concepts in probabilities and statistics, including linear regression, exploratory statistics, and the analysis of probabilities.
Interval EstimationCovers the construction of confidence intervals for a normal distribution with unknown mean and variance.
Regression: Linear ModelsIntroduces linear regression, generalized linear models, and mixed-effect models for regression analysis.
Linear Regression ModelExplores the linear regression model, OLS properties, hypothesis testing, interpretation, transformations, and practical considerations.