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This lecture covers the concept of linear convergence with the Polyak-Łojasiewicz condition on a Riemannian manifold, providing a mechanical proof. It introduces the assumption and conditions required for linear convergence, along with the necessary decrease and Polyak-Łojasiewicz conditions.