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The finance sector has a long history with AI, and machine learning (ML) is the top technology used to empower innovations at financial services firms. This blog provides an overview of ML in the finance industry and highlights some of the mature and evolving ML use cases that are having a transformative impact in the space. It also focuses on challenges enterprises face when scaling up initiatives and discusses how open source can enable financial institutions to harness the full potential of ML.