Statistical InferenceCovers likelihood ratio statistic, confidence intervals, and hypothesis testing concepts.
Linear Regression ModelExplores the linear regression model, OLS properties, hypothesis testing, interpretation, transformations, and practical considerations.
Basics of Linear RegressionCovers the basics of linear regression, including OLS estimators, hypothesis testing, and confidence intervals.
Distribution Theory of Least SquaresExplores the distribution theory of least squares estimators in a Gaussian linear model, focusing on precision and confidence intervals construction.
Interval EstimationCovers the construction of confidence intervals for a normal distribution with unknown mean and variance.