Linear regression is a cornerstone of data-driven modeling; here we show how the SVD can be used for linear regression. Book PDF: Book Website: These lectures follow Chapter 1 from: "Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control" by Brunton and Kutz Amazon: Brunton Website: This video was produced at the University of Washington