This NSF-supported TRIPODS+X workshop on Machine Learning and Supply Chain Management features speakers from academia and industry whose research and practice makes innovative use of machine learning (ML) for making decisions in supply chains. The focus of this workshop is on the use of ML for prescriptive analytics within the supply chain—on using ML to optimize supply chains.