DSC 210Numerical Linear Algebra

4 units · DSC · UC San Diego

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.

Before you enroll

Prerequisites

From the catalog: “none. Restricted to students within the DS75 and DS76 major.”

What it opens up

Courses that list DSC 210 as a prerequisite (8)

DSC 205 Geometry of Data
DSC 211 Introduction to Optimization
DSC 213 Statistics on Manifolds
DSC 240 Machine Learning
DSC 241 Statistical Models
DSC 244 Large-Scale Statistical Analysis
DSC 254 Statistical Signal and Image Analysis
DSC 261 Responsible Data Science