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This lecture covers ergodic theory, spectral theory of operators, and almost periodic factors. It discusses the concepts of ergodicity, reducibility, and almost reducibility in the context of dynamical systems and spectral theory. The lecture also explores the global theory of operators and establishes deviation estimates for spectral measures.