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This lecture covers the diagonalization of matrices, particularly when dealing with complex eigenvalues. The process involves transforming the matrix to a simpler form using eigenvectors. By applying the change of basis matrix, the instructor demonstrates how to find real solutions to the system of linear equations. The lecture concludes with a focus on eliminating the imaginary part of the solutions to obtain real-valued expressions.