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This lecture covers the concept of eigenvalues and eigenvectors of a matrix, focusing on symmetric matrices. It explains how to decompose a matrix into a diagonal form using eigenvectors and eigenvalues. The lecture also discusses the properties of symmetric matrices and their eigenvalues, emphasizing the relationship between symmetry and real eigenvalues.