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NVIDIA NeMo Framework User Guide

Table of Contents

NeMo Framework

Overview
Performance
Why NeMo Framework?

Quickstart

Getting Started
Playbooks

NeMo 2.0

Overview
Quickstart with NeMo-Run
Migration Guide
Feature Guide
Large Language Models
- Llama
- Mixtral
- Nemotron
Long Context Recipe
- Context Parallelism
- Access Long Context Recipe

Training and Customization

SFT and PEFT
Continual Learning with Pretrained Checkpoints
RAG
Optimizing Models with Pruning
Optimizing Models with Knowledge Distillation

Models

Large Language Models
Multimodal Models
Embedding Models
- BERT Embedding Models
- GPT Embedding Models
Speech AI Models

Deploy Models

Overview
NeMo Large Language Models
NeMo Multimodal Models

Library Documentation

Overview
NeMo
NeMo Framework Launcher
NeMo Aligner
NeMo Curator

Cloud Service Providers

Overview

Releases

Software Component Versions
Changelog
Known Issues

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Last updated on Jan 13, 2026.