The calculation of eigenvalues of matrices is a particularly tricky affair, especially for very large matrices. It is a very active area of current research. Here we'll introduce just a couple of classic methods: The Power Method, and inverse iteration, QR. Another classic method that's enjoying a revival is Arnoldi Iteration, used in the estimation of eigenvalues of very large matrices.