Linear Regression: Fundamentals, Model Selection, and Regularization Techniques

This deck covers the fundamental concepts of linear regression, including model formulation, parameter estimation, model assessment, subset selection, and regularization methods. It aims to provide a comprehensive understanding of building and evaluating linear regression models.

Saurav Chatterjee

March 21, 2026