This lecture covers the concept of diagonalization by blocks, where matrices are decomposed into smaller blocks to simplify calculations. The instructor explains how to identify eigenvalues and eigenvectors, and demonstrates the process with examples. The lecture also discusses stable subspaces under linear transformations and provides proofs for various mathematical propositions.