MA 51100 Linear Algebra With Applications
Course Description: MA 51100 Linear Algebra With Applications
Textbook: Linear Algebra and Its Applications, 4th Edition, pdf
Notes:
References:
- Linear Algebra Done Right, 3rd Edition, pdf
- The Matrix Cookbook
- lecture notes of Matrix Computations
- numberical analysis
- Matrix Computations, 4th edition, website
- Tensor Decompositions and Applications
Blogs:
- LU, Cholesky, QR, SVD decompositions, Python implementation
- Jocobi, Gauss-Seidel, Successive Over Relaxation (SOR), Conjugate Gradient methods to solve a system of linear equations, Python implementation
- Householder, Givens transform
- tensor decomposition/factorization 1, 2, tensor CP decomposition
- matrix factorization in PyTorch: source codes, blog