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Tutorials

The following quick-start tutorials help you get started with using the recipes for training:

SageMaker HyperPod with Slurm Orchestration
- Pre-training
  - HyperPod Slurm cluster pre-training tutorial (GPU)
  - Trainium Slurm cluster pre-training tutorial
- Fine-tuning
  - HyperPod Slurm cluster PEFT-Lora tutorial (GPU)
  - HyperPod Slurm cluster DPO tutorial (GPU)
SageMaker HyperPod with K8s Orchestration
- Pre-training
  - Kubernetes cluster pre-training tutorial (GPU)
  - Trainium SageMaker training jobs pre-training tutorial
SageMaker training jobs
- Pre-training
  - SageMaker training jobs pre-training tutorial (GPU)
  - Trainium SageMaker training jobs pre-training tutorial

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HyperPod recipes

GPU pre-training with Slurm clusters