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Learn about designing networking software and hardware for machine learning frameworks in this 41-minute technical talk from Enfabrica's Raghu Raja at the OpenFabrics Alliance. Gain foundational knowledge of Neural Networks and the ML framework ecosystem from a network architect's perspective, explore the challenges faced when developing networking solutions for rapidly evolving ML models and applications, and examine a detailed case study involving NCCL implementation. Discover practical insights through a prototype demonstration and understand key action items for the OpenFabrics Alliance community to address current networking challenges in machine learning environments.
Syllabus
Designing Networking Stacks for ML Frameworks
Taught by
OpenFabrics Alliance