Math

Linear Algebra

Learn core concepts of linear algebra: vectors, matrices, transformations, eigenvalues, and more.

13 Lessons
27 Quizzes
437 Minutes

Skills you'll build

Read vector and matrix notationEncode systems as Ax = bCheck product dimensionsCompute vector productsCompute matrix-vector productsCompute matrix productsUse product propertiesIdentify special matricesApply transpose, trace, and normsAnalyze span and independenceDetermine basic rankReason about inversesRecognize orthogonalityDescribe range and nullspaceInterpret projectionsCompute small determinantsConnect determinants to invertibilityEvaluate quadratic formsClassify definitenessIdentify eigenpairsUse eigenvalue propertiesUse symmetric eigendecompositionCompute gradients and HessiansSolve least-squares normal equationsUse determinant gradientsRelate eigenvalues to optimization