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Md Mirajul Islam's PhD dissertation at NC State presents frameworks for Offline Apprenticeship Learning and Imitation Learning from mixed-quality human demonstrations in human-centric settings like classrooms and ICUs, where online trial-and-error is unsafe or infeasible.