This lecture covers the calculation of eigenvalues and eigenvectors, including the process of finding XCC and LCC, determining the characteristic polynomial, and the importance of eigenvalues. It also discusses the significance of symmetric matrices and the methods for finding roots of a polynomial. The lecture emphasizes the importance of eigenvalues in various applications and the algorithm for power iteration.