A review of elementary matrix algebra -- Vector spaces -- Eigenvalues and eigenvectors -- Matrix factorizations and matrix norms -- Generalized inverses -- Systems of linear equations -- Partitioned matrices -- Special matrices and matrix operations -- Matrix derivatives and related topics -- Inequalities -- Some special topics related to quadratic forms.