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