This book offers a comprehensive introduction to the theory and application of linear models, with a strong emphasis on clarity and practical understanding. Designed for graduate students and professionals in statistics and related fields, it covers the fundamental concepts of linear model theory, including least squares estimation, hypothesis testing, and model diagnostics. The text balances t…