This lecture covers examples of non-diagonalizable matrices with a single eigenvalue, illustrating how to compute characteristic polynomials, eigenvectors, and reduced forms. The instructor demonstrates the process step by step, showing how to determine the eigenspaces and reduced forms of the matrices.