This course will discuss modern methods for computing eigenvalues/vectors of matrices. Particularly in solving for a few eigenvalues of large, structured matrices, symmetric and general. It will describe specialized techniques for solving the quadratic eigenvalue problem and modified eigenvalue problems. In addition, methods for bounding quadratic and bilinear forms using eigenvlue analysis will be presented.