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This lecture covers the concept of diagonalization of a matrix, focusing on matrices with distinct eigenvalues. It explains how to determine if a matrix is diagonalizable, calculate characteristic polynomials, and find bases of eigenvectors. The instructor demonstrates the process step by step, providing examples and explaining the importance of distinct eigenvalues in the diagonalization process.