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This lecture by the instructor covers the development of dynamical models, decoders, and controllers for brain network activity, focusing on mood variations and neural dynamics. The presentation includes a discussion on multiscale modeling, system identification, and closed-loop control strategies. The lecture also delves into the challenges of nonlinear dynamical modeling and the importance of closed-loop neurotechnology for personalized therapy in neurological and neuropsychiatric disorders.