Contents: Vector Spaces, Linear Independence, Span, Basis, Dimension.- Linear Maps, Kernels and Ranges, Invertibility.- Polynomials.- Eigenvalues and Eigenvectors, Invariant Polynomial, Upper-Triangular Matrices, Jordan Forms.- Inner Product Spaces, Orthogonality, Orthogonal Projections.- Linear Operators on Inner-Product Spaces, Adjoints, The Spectral Theorem.