AMATH 584
Applied Linear Algebra and Introductory Numerical Analysis
Overview + Background
Background: Decompositions
Background: Optimization
Matrix Decompositions
Singular Value Composition
QR
Eigen Decompositions
Solving Ax=b
Computing Solutions
Conditioniong + Stability
Iterative Methods
Solving at Scale
Randomized LA
Probabilistic LA
Tensor Decompositions
Inferring Structure of Complex Systems
 
AMATH 584: Topics Covered
Week 1: Matrix Decompositions
Week 2: Singular Value Decomposition
Week 3: QR— Decomposition
Week 4: Conditioning and Stability
Week 5: Solving Ax=b
Week 6: Eigenvalue Decompositions
Week 7: Iterative Methods
Week 8: Ramdomized Linear Algebra
Week 9: Probabilistiy Methods for Computation
Week 10: Tensor Decompositions
Matrix Decompositions for LA
 
 
 
A GitHub Tutorial
Learn how to setup your own GitHub
Share your files and make open source code bases
 
[
view
]