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This lecture covers advanced counting, probabilities, and information theory. Topics include logic, structures, algorithms, recurrence relations, and the principle of inclusion-exclusion. The instructor explains how to solve linear homogeneous recurrence relations, calculate derangements, and solve hat-check problems.