Vector Spaces; Linear Transformations; Linear Functionals; Inner Product S paces; Bilinear, Quadratic and Hermitian Forms; Basic Concepts of Matrices; Rank of a Matrix; Inverse of a Matrix; Linear Equations; Eigenvalues and Eigenvectors of a Matrix; Quadratic Forms.