This lecture covers examples of calculating characteristic polynomials, determining eigenvalues, and eigenvectors of a given linear transformation in R^3. It explains the step-by-step process to find the characteristic polynomial, eigenvalues, and eigenvectors, illustrating with different scenarios and solutions.