A course intended to provide mathematical background in the algebra of matrices and vector spaces. Main topics include methods of solutions of linear systems, vector spaces, linear transformations, inner products, eigenvalues, eigenvectors, quadratic forms, matrix decompositions, singular value decomposition, and applications.