This lecture covers the concept of diagonalization of matrices, defining the equivalence relation of similarity between matrices, and the conditions for a matrix to be diagonalizable. It also explores the relationship between eigenvalues, eigenvectors, and diagonal matrices, providing examples and calculations. The instructor demonstrates how to determine if a matrix is diagonalizable and the importance of proper vectors and bases in linear algebra.