Machine derived contents note: Introduction -- Basic Statistical Concepts -- Matrix Algebra -- Multiple Regression Annalysis -- Linear Regression with One Categorical Independent Variable -- Linear Regression with Two Categorical Independent Variables -- Regression Models with Interaction -- Analysis of Covariance -- Analysis Considerations and Model Extensions