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ONNX is an open source tool that enables teams to execute ML inference tasks on a range of edge devices. It supports multiple hardware types, OSes and frameworks, and integrates with many existing Amazon SageMaker features. Enterprises can use ONNX and AWS IoT Greengrass to optimize the ML deployment process on edge devices, including large-scale deployments. The process involves building and training ML models, creating an IoT Greengrass component, creating a component recipe file, launching the component, and configuring the Greengrass core devices.