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This lecture covers the concept of eigenvalues and eigenvectors in three-dimensional linear algebra. It explains the characteristic polynomial of a linear transformation, the definition of eigenvalues, and how to find eigenvectors. The lecture also discusses the stability of vectors under linear transformations and the implications of having real roots in the characteristic polynomial.