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This lecture covers the concept of orthogonality, eigenvalues, and eigenvectors in linear algebra. It explains how to find orthogonal bases, diagonalize matrices, and determine congruence. The instructor demonstrates algorithms to find congruent diagonal matrices and emphasizes the importance of orthogonal bases.