Various applications of numerical linear algebra, surveyed in the course CMPE482 at Bogazici University.
These applications include, but are not limited to:
- The Gram-Schmidt algorithm
- QR-decomposition
- Taylor approximation
- The modified Gram-Schmidt algorithm
- Linear transformations
- Sorting
- Linear classifiers
- Tikhonov regularized inversion
- Least-squares problems
- Piecewise polynomial interpolation
- Singular value decomposition
- Image compression
- Logistic regression
- Multilayer perceptrons (a.k.a. neural networks)
- Supervised learning