This lecture covers the diagonalization of symmetric matrices using eigenvectors and eigenvalues. The instructor explains the process step by step, emphasizing the orthogonality and normalization of the eigenvectors. The lecture also discusses the significance of real eigenvalues in symmetric matrices and their implications in matrix operations.