This chapter introduces classical methods for matrix eigenvalue problems, which arise naturally from the finite element discretization of PDE eigenvalue problems. Fundamental concepts of matrix analysis, along with the power iteration, inverse power iteration, Rayleigh quotient iteration, and Arnoldi method, are briefly discussed.