Academic Discipline

Mathematics

Linear algebra, real and complex analysis, topology, differential geometry, probability, combinatorics, and number theory.

18courses132standalone talks428total lectures

Subfields

All Mathematics428 Calculus & Analysis164 Linear Algebra107 Topology & Geometry59 Category Theory, Topos Theory & Set Foundations56 Probability & Information Theory39 Combinatorics & Graph Theory34 Control & Dynamical Systems31 Convex Optimization21 Formal Methods & Type Theory20 Number Theory & Abstract Algebra18 Statistical Learning & Causality7 Algorithmic Information & Coding Theory5 Cryptography4 Computational Complexity3

Linear Algebra— Vector spaces, Gaussian elimination, eigenvalues and spectral theory, SVD, and matrix factorizations.

12 topics

All Linear Algebra Gaussian Elimination & Matrix Systems28 Vector Spaces & Subspaces28 Eigenvalues & Spectral Theory20 Orthogonality & Least Squares15 Singular Value Decomposition (SVD)8 Double Integrals3 Matrix Operations3 Matrix Representation3 Change of Variables2 Inverse Matrix2 LU Decomposition2 Matrix Inverse2

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Singular Value Decomposition (SVD): Mathematical Overview

Mathematics·Standalone Lecture·Algorithmic Information & Coding Theory · Steve Brunton · University of Washington

Steve Brunton

University of Washington

12:50

Structured Iterative Approximations in Numerical (Multi-)Linear Algebra

Mathematics·Conference Talk·Programming Languages · Nicolas Venkovic · JuliaCon Global

Nicolas Venkovic

JuliaCon Global

24:46

Matrix Multiplication and Inverse Matrices

18.06 · Linear Algebra · Lec 3·Singular Value Decomposition (SVD) · Gilbert Strang · MIT

Gilbert Strang

MIT