cs205a_notes.pdf
course slides and video: https://graphics.stanford.edu/courses/cs205a-13-fall/schedule.html
matrix calculus reference: https://atmos.washington.edu/~dennis/MatrixCalculus.pdf
I Preliminaries
Chapter 0 - Mathematics Review
0 Preliminaries
Chapter 1 - Numerics and Error Analysis
1.1 Storing Numbers with Fractional Parts
1.2 Understanding Error
1.3 Practical Aspects
II Linear Algebra
Chapter 2 - Linear Systems and the LU Decomposition
2.1 Solvability of Linear Systems
2.2 Ad-Hoc Solution Strategies
2.3 Encoding Row Operations
2.4 Gaussian Elimination
2.5 LU Factorization
Chapter 3 - Designing and Analyzing Linear Systems
3.1 Solution of Square Systems