Generative AI

NVIDIA NeMo

Build, customize, and deploy large language models.

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    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.

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    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.

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    State-of-the-Art Training Techniques

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

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    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.

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    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.

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    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.

    Learn More About Triton

    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.

    Learn More About Data Curator

    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.

    Experience Models Now

    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.

    Apply for Early Access for NeMo Service

    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.

    Apply for Early Access for NeMo Service

    Latest Large Language Model Innovations

    NeMo Guardrails Keeps AI Chatbots on Track

    Open-source software helps developers add guardrails to AI chatbots to keep applications built on large language models aligned with their safety and security requirements.

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    Latest Large Language Model Innovations

    Simplified Data Curation for Large Language Models

    NeMo Data Curator is a scalable data-curation tool that enables developers to curate trillion-token multilingual datasets for pretraining LLMs—meeting the growing needs for large datasets.

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    Latest Large Language Model Innovations

    ChatUSD Announced to Accelerate OpenUSD Development

    ChatUSD is a large language model (LLM) agent for generating Python-USD code scripts from text and answering USD knowledge questions, developed on the NVIDIA NeMo framework.

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    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.

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    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 Now Watch the Demo

    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.

    Apply Now

    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.

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    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.

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    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.

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    Custom Content Generation for Enterprises

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

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    Harnessing Enterprise Data for Generative AI

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

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    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.

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    Get Started With NeMo Docs

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

    NeMo 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.

    Explore NeMo Blogs

    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.

    Download Ebook

    Get Started Now With NVIDIA NeMo

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