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