This lecture covers the reduction of matrices in the case where there are no real eigenvalues, starting by determining the conditions for this case and expressing the matrix in a specific form. The lecture then explores the verification process for the chosen matrix and provides practical examples of reducing matrices to a desired form using specific transformations.