NVIDIA NeMo FrameworkPyTorch LightningMegatron-LMPEFT (LoRA/P-Tuning)NGC Containersadvanced1 hr

NeMo + custom LLM fine-tuning pipeline

Domain-specific LLM customization for enterprise AI agents with proprietary data, RAG enhancement, instruction following.

Prerequisites

  • →NVIDIA GPU (A100/H100+ recommended)
  • →CUDA 12.1+
  • →NeMo Framework (pip install nemo_toolkit[all] or NGC container)
  • →HuggingFace token for models
  • →jsonl dataset (training/validation/test with input/output)
  • →PyTorch Lightning. [NeMo GitHub](https://github.com/NVIDIA/NeMo)

Further reading