Generative AI

NVIDIA NeMo

Build, customize, and deploy large language models.

NVIDIA NeMoTM is an end-to-end, cloud-native framework to build, customize, and deploy generative AI models anywhere. It includes training and inferencing frameworks, guardrailing toolkits, data curation tools, and pretrained models, offering enterprises an easy, cost-effective, and fast way to adopt generative AI.

Explore the Benefits of NVIDIA NeMo

End-to-End

Complete solution across the LLM pipeline—from data processing, to training, to inference of generative AI models.

Enterprise Grade

Secure, optimized, full-stack solution designed to accelerate enterprises with support, security, and API stability available as part of NVIDIA AI Enterprise.

Increased ROI

NeMo allows organizations to quickly train, customize, and deploy LLMs at scale, reducing time to solution and increasing ROI.

Flexible

End-to-end framework with capabilities to curate data, train large-scale models up to trillions of parameters, and deploy them in inference.

Open Source

Available as open source through GitHub and the NVIDIA NGC software catalog to make it easier for developers and researchers to create new LLMs.

Accelerate Training & Inference

Multi-node and multi-GPU training and inference to maximize throughput and minimize LLM training time.

Complete Solution for Building Enterprise-Ready Large Language Models

As generative AI models and their development rapidly evolve and expand, the complexity of the AI stack and its dependencies grows. For enterprises running their business on AI, NVIDIA AI Enterprise provides a production-grade, secure, end-to-end software platform which includes NeMo, as well as generative AI reference applications and enterprise support to streamline adoption.

State-of-the-Art Training Techniques

NeMo provides tooling for distributed training for LLMs that enable advanced scale, speed, and efficiency.

State-of-the-Art Training Techniques

NeMo provides tooling for distributed training for LLMs that enable advanced scale, speed, and efficiency.

Advanced LLM Customization Tools

NeMo enables integration of real-time, domain-specific data via Inform. This facilitates tailored responses to your business's unique challenges and allows the embedding of specialized skills to address specific customer and enterprise needs. 

NeMo Guardrails helps define operational boundaries so the models stay within the intended domain and avoid inappropriate outputs. 

NeMo supports Reinforcement Learning from Human Feedback (RLHF) technique, allowing enterprise models to get smarter over time, aligned with human intentions.

Optimized AI Inference With NVIDIA Triton

Deploy generative AI models for inference using NVIDIA Triton Inference Server™. With powerful optimizations, you can achieve state-of-the-art accuracy, latency, and throughput inference performance on single-GPU, multi-GPU, and multi-node configurations.

Optimized AI Inference With NVIDIA Triton

Deploy generative AI models for inference using NVIDIA Triton Inference Server™. With powerful optimizations, you can achieve state-of-the-art accuracy, latency, and throughput inference performance on single-GPU, multi-GPU, and multi-node configurations.

Data Processing at Scale

Bring your own dataset and tokenize data to a digestible format. NeMo includes comprehensive preprocessing capabilities for data filtration, deduplication, blending, and formatting on language datasets, helping developers and engineers save months of development and compute time.

Easy-to-Use Recipes and Tools for Generative AI

NeMo makes generative AI possible from day one with prepackaged scripts, reference examples, and documentation across the entire pipeline.

Building foundation models is also made easy through an auto-configurator tool, which automatically searches for the best hyperparameter configurations to optimize training and inference for any given multi-GPU configuration, training, or deployment constraints.

Easy-to-Use Recipes and Tools for Generative AI

NeMo makes generative AI possible from day one with prepackaged scripts, reference examples, and documentation across the entire pipeline.

Building foundation models is also made easy through an auto-configurator tool, which automatically searches for the best hyperparameter configurations to optimize training and inference for any given multi-GPU configuration, training, or deployment constraints.

Best-in-Class Pretrained Models

With NeMo, developers can use pretrained models from NVIDIA, as well as popular open source models, and customize them to meet their requirements. This reduces the requirements for data and infrastructure as well as accelerates time to solution.

NeMo offers pretrained models, available from both NGC and Hugging Face, that are tested and optimized for best performance.

Available From Cloud to the PC

The NeMo framework is flexible and can be run anywhere from the cloud, to the data center, even on PCs and workstations with NVIDIA RTX™ GPUs. Organizations interested in building custom LLMs as a service can leverage NVIDIA AI Foundations—a set of model-making services that advance enterprise-level generative AI and enable customization across use cases in areas such as text (NVIDIA NeMo), visual content (NVIDIA Picasso), and biology (NVIDIA BioNeMo™)—powered by NVIDIA DGX™ Cloud.

Available From Cloud to the PC

The NeMo framework is flexible and can be run anywhere from the cloud, to the data center, even on PCs and workstations with NVIDIA RTX™ GPUs. Organizations interested in building custom LLMs as a service can leverage NVIDIA AI Foundations—a set of model-making services that advance enterprise-level generative AI and enable customization across use cases in areas such as text (NVIDIA NeMo), visual content (NVIDIA Picasso), and biology (NVIDIA BioNeMo™)—powered by NVIDIA DGX™ Cloud.

Get Started With NVIDIA NeMo

Download the NVIDIA NeMo Framework

Get immediate access to training and inference tools to make generative AI model development easy, cost-effective, and fast for enterprises.

Sign Up for NVIDIA NeMo Foundry Early Access

Apply for early access to NVIDIA NeMo cloud foundry, part of NVIDIA AI Foundations, to hyper-personalize LLMs for enterprise AI applications and deploy them at scale.

Apply for NeMo Framework Multi-Modal Early Access

Get access to build, customize, and deploy multimodal generative AI models with billions of parameters. Your application may take 2+ weeks to be reviewed.

Customers Using NeMo to Build Custom LLMs

Accelerate Industry Applications With LLMs

AI Sweden facilitated regional language model applications by providing easy access to a powerful 100 billion parameter model. They digitized historical records to develop language models for commercial use.

Image Courtesy of Korea Telecom

Creating New Customer Experiences With LLMs

South Korea’s leading mobile operator builds billion-parameter LLMs trained with the NVIDIA DGX SuperPOD platform and NeMo framework to power smart speakers and customer call centers.

Building Generative AI Across Enterprise IT

ServiceNow develops custom LLMs on their ServiceNow platform to enable intelligent workflow automation and boost productivity across enterprise IT processes.

Custom Content Generation for Enterprises

Writer uses generative AI to build custom content for enterprise use cases across marketing, training, support, and more.

Harnessing Enterprise Data for Generative AI

Snowflake lets businesses create customized generative AI applications using proprietary data within the Snowflake Data Cloud.

Check Out NeMo Resources

Intro to NeMo and the Latest Updates

NVIDIA just announced general availability for NeMo. Check out the blog to see what’s new and strat building, customizing, and deploying LLMs at scale.

Get Started With NeMo Docs

Get everything you need to get started with NVIDIA NeMo, including tutorials, Jupyter Notebooks, and documentation.

Explore Technical Blogs on LLMs

Read these technical walkthroughs for NeMo and learn how to build, customize, and deploy generative AI models at scale.

Download the LLM Enterprise Ebook

Learn everything you need to know about LLMs, including how they work, the possibilities they unlock, and real-world case studies.

Get Started Now With NVIDIA NeMo