Sponsored Keynote: From One Node to Distributed Training and Inference. How the PyTo... Ramine Roane

Sponsored Keynote: From One Node to Distributed Training and Inference. How the PyTorch Ecosystem Changed AI - Ramine Roane, Corporate Vice President of AI Product Management and Ecosystem Development, AMD PyTorch has evolved from a research framework into a distributed-first platform powering production AI at massive scale. As models grow to hundreds of billions of parameters, this talk explores the challenges of scaling inference across nodes and the emerging ecosystem from Monarch and TorchTitan to open, hardware-agnostic systems that makes it possible.