The notes I’ve taken for the course STAT 6800 - Tools for Statistical Theory. The suggested textbook is Matrix Algebra from a Statistician’s Perspective by D. A. Harville.
Linear Dependence and Independence
Linear Space of Matrices
Eigenvalues and Eigenvectors