Build, customize, and deploy generative AI with NVIDIA on AWS (AIM241)

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Nvidia and AWS Partnership for Generative AI

Overview

• Nvidia is a leader in AI, not just a GPU company for gaming
• Nvidia has a full stack of accelerated computing solutions, including GPUs, CPUs, and DPUs
• Nvidia's software offerings include HPC, Nvidia AI Enterprise, and Omniverse
• Nvidia has a deep partnership with AWS, integrating their solutions across various AWS services

Generative AI Market and Challenges

• The generative AI boom started in 2022 with the emergence of ChatGPT
• Enterprises are experimenting and piloting generative AI, but are looking to move into production
• Key use cases include virtual agents, code generation, and content creation
• Enterprises face challenges with managed generative AI services and the "do-it-yourself" approach

Nvidia AI Enterprise and Nims

• Nvidia AI Enterprise is a production-grade software for AI, with three main pillars:
  • Generative AI Runtime, which includes Nims (Nvidia Inference Microservices)
  • Enterprise-grade support
  • Cloud-native design
• Nims are containerized microservices that provide:
  • Accelerated runtime for models with optimized performance
  • Consistent API across different modalities
  • Easy deployment on AWS services or on-premises

Nims and Optimization

• Nims perform runtime and model-level optimizations to deliver the best latency and throughput
• Nims support a wide range of models, including LLMs, VMs, digital humans, and more
• Nims are designed for two target personas: Enterprise application developers and DevOps

Nemo and Model Customization

• Nvidia also offers Nemo Customizer, a microservice for model customization and fine-tuning
• Nemo Customizer supports techniques like layer-tuning, SFT, and DPO
• Nemo Customizer can significantly reduce model customization time compared to traditional methods

Deployment Options and Resources

• Nims and Nemo are available on the AWS Marketplace for easy deployment on Amazon EC2, EKS, and SageMaker
• Nvidia AI Enterprise offers a 90-day trial license and provides enterprise-level support
• Nvidia has a booth at the event (Booth 1620) and provides resources like the API catalog, Nvidia Launchpad labs, and GitHub repositories for further exploration