bartek@aws: ~/news
$ whoami
$ AWS Architect · DevOps · Cloud
Wednesday, October 28, 2026

Scaling ML Training on Kubernetes with Ray Train and EFA

Learn how to fine-tune large language models like Qwen2.5 across multiple GPUs without building custom Docker images—Ray Train DLCs come pre-loaded with the full CUDA-through-EFA stack. This walkthrough shows you a production-ready setup using PyTorch FSDP on Amazon EKS with EFA-enabled instances for serious distributed training performance.

source: [aws/machine-learning-blog]