Hands-On Workshops

Step-by-step guided workshops to deploy and operate distributed training on AWS.

Distributed Training Beginner Guide

Step-by-step beginner introduction to distributed training concepts and hands-on practice on HyperPod

BeginnerHyperPodDistributed TrainingTutorial

AI on SageMaker HyperPod (Slurm)

Deploy and train on managed GPU clusters with HyperPod and Slurm scheduling

HyperPodSlurmGPUDistributed Training

AI on SageMaker HyperPod (EKS)

Run distributed training on HyperPod with Kubernetes/EKS orchestration

HyperPodEKSKubernetesGPU

ML on AWS PCS

Use the managed Parallel Computing Service with Slurm for ML training

PCSManaged SlurmHPCML Training