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This lecture covers the proof of the convergence rate theorem, focusing on taking absolute values and analyzing various mathematical expressions step by step. The instructor demonstrates the application of the theorem in different scenarios, emphasizing the importance of detailed balance equations and ergodic Markov chains with finite state spaces.