Tutorials

Step-by-step guides for using AWS Deep Learning Containers.

Training

• EKS Training - Train models on Amazon EKS with PyTorch FSDP
• Distributed Fraud Detection - Multi-GPU distributed training with XGBoost and Dask

Inference

• vLLM on SageMaker - Deploy vLLM on SageMaker endpoints
• DeepSeek on EKS - Deploy DeepSeek models with vLLM on EKS
• Fraud Detection Demo - End-to-end fraud detection with DeepSeek

Integrations

• MLflow - Use MLflow with Deep Learning Containers
• SOCI - Seekable OCI for faster container startup