# Linear Algebra

### Randomized Numerical Linear Algebra

Posted: April 08, 2024

Some follow up questions from my video on Randomized Numerical Linear Algebra

### The Matrix Inversion Lemma

Posted: April 17, 2018

The Matrix Inversion Lemma looks intimidating, but it is easy to know when it applies. Doing so offers considerable computational speed ups.

### The Conjugate Gradient Method

Posted: August 28, 2017

Utilizing a geometric perspective, we find an efficient algorithm for solving a special kind of system of equations.

### Singular Value Decomposition and the Fundamental Theorem of Linear Algebra

Posted: June 07, 2017

Any linear transformation fixes four subspaces, which delineate outputs that can be reached using inputs that matter.