This lecture covers the concept of characteristic polynomial, eigenvalues, and eigenvectors in the context of matrix reduction. It explains how to find the characteristic polynomial of a matrix, determine eigenvalues, and associate them with eigenvectors. The lecture also discusses the Cayley-Hamilton theorem and provides examples to illustrate the concepts of eigenvalues and eigenvectors.