# Tutorials
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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)](hyperpod-gpu-slurm-pretrain-tutorial.md)
    + [Trainium Slurm cluster pre-training tutorial](hyperpod-trainium-slurm-cluster-pretrain-tutorial.md)
  + Fine-tuning
    + [HyperPod Slurm cluster PEFT-Lora tutorial (GPU)](hyperpod-gpu-slurm-peft-lora-tutorial.md)
    + [HyperPod Slurm cluster DPO tutorial (GPU)](hyperpod-gpu-slurm-dpo-tutorial.md)
+ SageMaker HyperPod with K8s Orchestration
  + Pre-training
    + [Kubernetes cluster pre-training tutorial (GPU)](sagemaker-hyperpod-gpu-kubernetes-cluster-pretrain-tutorial.md)
    + [Trainium SageMaker training jobs pre-training tutorial](sagemaker-hyperpod-trainium-sagemaker-training-jobs-pretrain-tutorial.md)
+ SageMaker training jobs
  + Pre-training
    + [SageMaker training jobs pre-training tutorial (GPU)](sagemaker-hyperpod-gpu-sagemaker-training-jobs-pretrain-tutorial.md)
    + [Trainium SageMaker training jobs pre-training tutorial](sagemaker-hyperpod-trainium-sagemaker-training-jobs-pretrain-tutorial.md)