Vector spaces. Orthogonal projections. Linear transformations. Eigenvalues and eigenvectors. Matrices and complex scalars. Quadratic forms. Jordan block and form. System of linear differential equations. Solution of first order system. Phase analysis and stability. Second order and non-linear systems.