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This tutorial from Bhusan Chettri provides an overview of different methods of interpretable machine learning (IML) a.k.a explainable AI (xAI) framework. This tutorial is the third installment of the interpretable AI tutorial series by Dr Bhusan Chettri a PhD graduate in AI and Voice Technology from Queen Mary University of London. The tutorial explains different approaches towards explaining or understanding the working phenomenon of data-driven machine learning models.