Linear Algebra
Vector Spaces, Linear Transformations, and Spectral Theory
Vector Spaces
Sets with addition and scalar multiplication that interact nicely.
Matrices
A compact and powerful way to encode linear maps between spaces.
Eigenvalues & Eigenvectors
Identifying the fundamental directions that remain invariant under transformation.