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This lecture covers the construction of an iterative method for linear systems by decomposing a matrix A into P, T, and P_A, where P is invertible. The method involves applying a preconditioning matrix to improve convergence. The lecture also discusses the iterative process and the importance of the matrix properties for efficient computation.