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This lecture covers the concept of orthogonal base change in linear algebra, focusing on matrices and transformations. It explains the conditions for a matrix to be orthogonally diagonalizable and the implications of this property. The instructor discusses the relationship between orthogonal diagonalizability and symmetric matrices, providing propositions and proofs to support the theoretical framework.