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Goutam Venkatramanan, Software Engineer at Anyscale, introduces Modern machine learning (ML) workloads, such as deep learning and large-scale model training, are In this video, I give a brief introduction to distributed This video was produced by ‪‬ to provide insights into Kubernetes. The core Some of the most demanding ML use cases involve pipelines that span both CPU and GPU devices in distributed environments. Existing production machine learning systems often suffer from various problems that make them hard to use. For example,

ABOUT THE TALK: Hugging Face Transformers is a popular open-source project with cutting-edge Machine Learning (ML). (Amog Kamsetty, Anyscale) The open-source Python ML ecosystem has seen rapid growth over the recent years. As these ...

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Ray in 30 min
Why Ray Became a Distributed Computing Engine for Modern AI
Ray, a Unified Distributed Framework for the Modern AI Stack | Ion Stoica
Scaling AI Workloads with the Ray Ecosystem
Ray A Framework for Scaling and Distributing Python & ML Applications | Anyscale
Introduction to Distributed Computing with the Ray Framework
Ray & KubeRay: Scaling AI
Ray Serve | Architecting Scalable AI Inference & Model Orchestration | Uplatz
How Meta scales distributed training of AI workloads on Ray
Ray Data Streaming for Large-Scale ML Training and Inference
Introduction to Ray AIR for Scaling AI/ML and Python Workloads
HuggingFace + Ray AIR Integration: A Python Developer’s Guide to Scaling Transformers | AnyScale

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Last Updated: June 12, 2026

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