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Monday, June 29 • 11:30am - 12:20pm
ONNX: Past, Present, and Future - Jim Spohrer, IBM & Prasanth Pulavarthi, Microsoft

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ONNX is now a graduated project in Linux Foundation AI. Are you a developer looking to operationalize machine learning models from different sources without compromising performance? Are you a data scientist who wishes there was a way to use the machine learning framework you want without worrying about how to deploy it to a variety of end points on cloud and edge? We'll describe ONNX, which provides a common format supported by many popular AI frameworks and hardware. Learn about ONNX and its core concepts and find out how to create ONNX models using frameworks like TensorFlow, PyTorch, and SciKit-Learn. We'll explain how to deploy models to cloud or edge using the high-performance, cross-platform ONNX Runtime, which leverages accelerators like NVIDIA TensorRT. Come learn how ONNX is being used in other LF AI projects, as well as about ONNX Work Groups that you can participate in. Finally, this talk will include case studies of Microsoft teams improving latency and reducing costs, thanks to ONNX.

Speakers
avatar for Jim Spohrer

Jim Spohrer

TAC Chairperson, IBM
Jim Spohrer was elected in 2020 as LF AI Technical Advisory Council Chairperson, and ONNX Steering Committee Member. Jim directs IBM’s open source Artificial Intelligence developer ecosystem effort. He led IBM Global University Programs, co-founded Almaden Service Research, and... Read More →
avatar for Prasanth Pulavarthi

Prasanth Pulavarthi

Technical Project Lead, ONNX
Prasanth Pulavarthi is Principal Program Manager for the AI Frameworks team at Microsoft. His team works on making ML practitioners and engineers more efficient through optimized libraries, tools, and communities. ONNX Runtime (https://onnxruntime.ai) is an open source engine from... Read More →


Monday June 29, 2020 11:30am - 12:20pm CDT
AI/ML/DL Theater