About the Book: This book presents a unified approach to the general linear model, covering both full-rank and rank-deficient cases with intuitive geometric reasoning. Combining theory with practical applications, it includes 181 worked examples, 227 exercises with solutions, R implementations, regression diagnostics, model building, and special topics like collinearity, constraints, and misspecified models.