This video presents a mathematical overview of the singular value decomposition (SVD). These lectures follow Chapter 1 from: "Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control" by Brunton and Kutz Amazon: Book Website: Book PDF: Brunton Website: This video was produced at the University of Washington