NVIDIA NeMo User Guide

Getting Started

• Introduction
  • Prerequisites
  • Quick Start Guide
  • Installation
  • FAQ
  • Contributing
  • License
• Tutorials
• Best Practices
  • Why NeMo?
  • NeMo, PyTorch Lightning, And Hydra
  • Using Optimized Pretrained Models With NeMo
  • ASR Guidance
  • Data Augmentation
  • Speech Data Explorer
  • Using Kaldi Formatted Data
  • Using Speech Command Recognition Task For ASR Models
  • NLP Fine-Tuning BERT
  • BioMegatron Medical BERT
  • Efficient Training With NeMo
  • Recommendations For Optimization And FAQs
  • Resources

NeMo Core

• NeMo Models
  • Basics
  • Pretrained
  • Training
  • Configuration
  • Optimization
  • Save and Restore
  • Register Artifacts
• Experiment Manager
• Neural Modules
• Neural Types
  • Motivation
  • NeuralType class
  • Type Comparison Results
  • Examples
• Core APIs
  • Base class for all NeMo models
  • Base Neural Module class
  • Neural Type classes
  • Experiment manager

Speech Processing

• Automatic Speech Recognition (ASR)
  • Models
  • Datasets
  • ASR Language Modeling
  • Checkpoints
  • NeMo ASR Configuration Files
  • NeMo ASR collection API
  • Resources and Documentation
• Speech Classification
  • Models
  • Datasets
  • Checkpoints
  • NeMo Speech Classification Configuration Files
  • Resource and Documentation Guide
• Speaker Recognition (SR)
  • Models
  • NeMo ASR Configuration Files
  • Datasets
  • Checkpoints
  • Resource and Documentation Guide
• Speaker Diarization
  • Models
  • Datasets
  • Checkpoints
  • NeMo Speaker Diarization Configuration Files
  • NeMo Speaker Diarization API
  • Resource and Documentation Guide

Natural Language Processing

• Natural Language Processing (NLP)
  • Models
  • Megatron-LM for Downstream Tasks
  • NeMo NLP collection API

Text To Speech

• Speech Synthesis (TTS)
  • TTS Datasets
  • NeMo TTS Collection API
  • TTS Datasets
  • NeMo TTS Collection API

Common

• Common Collection
  • Tokenizers
  • Losses
  • Metrics

Text Processing

• Text Processing
  • Text Normalization
  • Inverse Text Normalization
  • NeMo Text Processing API

Tools

• Tools
  • Dataset Creation Tool Based on CTC-Segmentation
  • Speech Data Explorer
  • NeMo Text Processing Deployment