This lecture introduces the concept of eigenvalues and eigenvectors for square matrices, defining eigenvalues as scalars and eigenvectors as non-zero vectors. Through examples, the instructor explains how to determine eigenvalues and associated eigenvectors, emphasizing the importance of understanding these concepts for matrix operations.