Generative AI

NVIDIA NeMo

Build, customize, and deploy large language models.

What Is NVIDIA NeMo?

NVIDIA NeMoâ„¢ 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.

Building and Deploying Generative AI Models

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 return on investment.

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.

Advanced LLM Customization Tools

Integrate real-time, domain-specific data via NeMo Retriever. 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.

Optimized AI Inference With NVIDIA Triton

Deploy generative AI models with powerful optimizations using NVIDIA Triton Inference Server. Automate the deployment of multiple Triton Inference Server instances in Kubernetes with resource-efficient model orchestration using Triton Management Service.

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

Build your custom enterprise models using NeMo and NVIDIA AI Foundation models—community- and NVIDIA-built pretrained models that enable developers to create custom models faster. These NVIDIA-optimized models incorporate the latest training and inference techniques to achieve the best performance. 

Optimized Retrieval-Augmented Generation

Build powerful generative AI applications that pull information and insights from enterprise data sources. NeMo Retriever provides commercially ready NVIDIA AI Foundation Models and microservices that help customers build accelerated, enterprise AI applications.

NeMo Retriver workflow that includes RAG NeMo Retriver workflow that includes RAG NeMo Retriver workflow that includes RAG NeMo Retriver workflow that includes RAG

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.

AI Chatbot With Retrieval Augmented Generation

This workflow accelerates building and deploying enterprise solutions that accurately generate responses using real-time information.

Experience Generative AI Models on the Fly

The NVIDIA AI Playground offers an easy-to-use interface to quickly try generative AI models using an API or a user interface from your browser.

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.

Sign Up for NVIDIA AI Workbench Early Access

With this unified, easy-to-use toolkit, developers can quickly create, test, and customize pretrained generative AI models and LLMs on a PC or workstation—then scale them to any data center, public cloud, or NVIDIA DGX Cloud.

Sign Up for NVIDIA NeMo ServiceEarly Access

Apply for early access to NVIDIA NeMo service to hyper-personalize LLMs for enterprise AI applications and deploy them at scale.

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.

Leading Adopters Across Industries

Check Out NeMo Resources

Intro to NeMo and the Latest Updates

NVIDIA recently announced general availability for NeMo. Check out the blog to see what’s new and start 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

AI Sweden

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.

Amdocs

NVIDIA and Amdocs Bring Custom Generative AI to Global Telco Industry

Amdocs plans to build custom LLMs for $1.7 trillion global telecommunications industry using NVIDIA AI foundry service on Microsoft Azure.

Dropbox

Dropbox and NVIDIA to Bring Personalized Generative AI to Millions of Customers

Dropbox plans to leverage NVIDIA’s AI foundry to build custom models and improve AI-powered knowledge work with Dropbox Dash universal search tool and Dropbox AI.

KT

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.

Palo Alto Networks

Bringing Generative AI to Cybersecurity

Palo Alto Networks builds security copilot that helps customers get the most out of its platform by optimizing security, configuration, and operations.

ServiceNow

Building Generative AI Across Enterprise IT

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

Writer

Startup Pens Generative AI Success Story With NVIDIA NeMo

Using NVIDIA NeMo, Writer is building LLMs that are helping hundreds of companies create custom content for enterprise use cases across marketing, training, support, and more. 

AWS

NVIDIA Powers Training for Some of the Largest Amazon Titan Foundation Models

Amazon leveraged the NVIDIA NeMo framework, GPUs, and AWS EFAs to train its next-generation LLM, giving some of the largest Amazon Titan foundation models customers a faster, more accessible solution for generative AI.

Azure

Harnessing the Power of NVIDIA AI Enterprise on Azure Machine Learning

Get access to a complete ecosystem of tools, libraries, frameworks, and support services tailored for enterprise environments on Microsoft Azure.

Dell

Dell Validated Design for Generative AI With NVIDIA

Dell Technologies and NVIDIA announced an initiative to make it easier for businesses to build and use generative AI models on premises quickly and securely.

Deloitte

Unlock the Value of Generative AI Across Enterprise Software Platforms

Deloitte will use NVIDIA AI technology and expertise to build high-performing generative AI solutions for enterprise software platforms to help unlock significant business value.

Domino Data Lab

Domino Offers Production-Ready Generative AI Powered by NVIDIA

With NVIDIA NeMo, data scientists can fine-tune LLMs in Domino’s platform for domain-specific use cases based on proprietary data and IP—without needing to start from scratch. 

Google Cloud

AI Titans Collaborate to Create Generative AI Magic

At its Next conference, Google Cloud announced the availability of its A3 instances powered by NVIDIA H100 Tensor Core GPUs. Engineering teams from both companies have collaborated to bring NVIDIA NeMo to the A3 instances for faster training and inference.

Lenovo

New Reference Architecture for Generative AI Based on LLMs

Solution to expedite innovation by empowering global partners and customers to develop, train, and deploy AI at scale across industry verticals with utmost safety and efficiency.

Quantiphi

Enabling Enterprises to Fast-Track Their AI-Driven Journeys

Quantiphi specializes in training and fine-tuning foundation models using the NVIDIA NeMo framework, as well as optimizing deployments at scale with the NVIDIA AI Enterprise software platform, while adhering to responsible AI principles.

VMware

VMware and NVIDIA Unlock Generative AI for Enterprises

VMware Private AI Foundation with NVIDIA will enable enterprises to customize models and run generative AI applications, including intelligent chatbots, assistants, search, and summarization.

Weight & Biases

Debug, Optimize, and Monitor LLM Pipelines 

Weights & Biases helps teams working on generative AI use cases or with LLMs track and visualize all prompt-engineering experiments—helping users debug and optimize LLM pipelines—as well as provides monitoring and observability capabilities for LLMs.