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This lecture covers sampling algorithms for constrained systems, focusing on the work of Benedict Leimkuhler from the University of Edinburgh. The presentation discusses the sampling problem, MCMC algorithms, and geodesic integrators, highlighting the challenges and applications in molecular modeling and statistics.