Elementary matrix operations and systems of linear equations; Gaussian elimination; Vector spaces, subspaces; linear dependence/independence, bases and dimension; orthogonality, projections and least squares approximations; determinants and their properties; eigenvalues and eigenvectors; diagonalization and characteristic polynomials; the Cayley-Hamilton theorem for matrices, invariant subspaces and applications as time permits.