CASTIEL2 Multi-GPU AI Logo

The lesson materials

  • 1M: Access to Leonardo
  • 1A: Introduction to Deep Learning
  • 2M: PyTorch Distributed Data Parallel
  • 2A: Model parallelism with Pytorch
  • 3M: PyTorch Lightning
  • 3A: Fine-tuning neural networks
  • 3A: Accelerate FSDP Fine-Tuning
  • 4M: Computer Vision with CNN
  • 4A: MLOps on HPC
  • 5M: Introduction to Ray
  • 5M: Retrieval Augmented Generation (RAG)
  • 5A: Hyperparameter tuning

Reference

  • Quick Reference
  • Instructor’s guide
  • Directives
CASTIEL2 Multi-GPU AI
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