7: The Spectral Theorem and singular value decompositions Last updated Save as PDF Page ID 82507 David Austin Grand Valley State University 7.1: Symmetric matrices and variance 7.2: Quadratic forms 7.3: Principal Component Analysis 7.4: Singular Value Decompositions 7.5: Using Singular Value Decompositions