This lecture covers the properties of symmetric matrices, focusing on the determination of characteristic polynomials to find eigenvalues. It explains the relationship between symmetric matrices and their eigenvalues, providing step-by-step examples. The lecture also discusses the algebraic and geometric multiplicities of eigenvalues, emphasizing the importance of these concepts in matrix analysis.