Numerical Linear Algebra

4 credits

Linear algebraic systems, least squares problems and regularization, orthogonalization methods, ill-conditioned problems, eigenvalue and singular value decomposition, principal component analysis, structured matrix factorization and fast algorithms, randomized linear algebra, JL lemma, sparse approximations. Prerequisites: none. Restricted to students within the DSC-MS-001 and DSC-PhD-001 major.