The Math of Machine Learning 02 : Linear Algebra

Vector spaces

Linear maps

Metric spaces

Eigenthings

Trace

Determinant

Orthogonal matrices

Symmetric matrices

Singular value decomposition

Fundamental Theorem of Linear Algebra

Operator and matrix norms

Low-rank approximation

Pseudoinverses

Some useful matrix identities