Invariant subspaces and the Cayley-Hamilton theorem; normal and self-adjoint operators; unitary and orthogonal operators; the principal axis theorem; orthogonal projections and the spectral theorem; singular value decomposition; bilinear forms; Sylvester's theorem; Jordan canonical form and the minimal polynomial.