Harnessing Virtual Worlds for AI Success with NVIDIA Technologies
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Talk at the conference on harnessing the virtual realm for successful applied AI.
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Harnessing Virtual Worlds for AI Success with NVIDIA Technologies
- 1. HARNESSING THE VIRTUAL REALM FOR SUCCESSFUL APPLIED AI ALISON B LOWNDES Senior Scientist | Global AI @alisonblowndes November 2021
- 5. 5 MOTLEY FOOL “NVIDIA IS NOT JUST A GRAPHICS CHIP COMPANY ANYMORE” GPU Ampere A100 CPU Grace DPU BlueField-3 Next-generation data centers are an orchestration of three pillars: the GPU for accelerated computing, the CPU for general-purpose computing, and the DPU, which processes and moves data in the data center. The introduction of the NVIDIA Grace™ CPU and the NVIDIA BlueField® DPU make NVIDIA a three-chip company, aimed at rearchitecting the data center for AI.
- 6. NVIDIA Accelerated Computing Full Stack, 3 Chips, Data Center Scale 30 Million CUDA Downloads 150 SDKs $100 Trillion Industry Served Gaming Data Science Robotics Broadcast CAD Physical Sciences Life Sciences Quantum Physics Digital Twins Genomics 5G Quantum Computing Cybersecurity AI NLU Machine Learning AI Recsys AI Speech AI Computer Vision Medical Imaging Autonomou s Vehicles Edge
- 7. COMPUTING FOR THE DA VINCIS AND EINSTEINS OF OUR TIME 8 of 10 World’s Top 500 Supercomputers 9 of 10 World’s Top 500 Green Supercomputers #1 MLPerf Training and Inference 2021 Nobel Prize in Physics Studying Earth’s Climate 25,000 Companies Run on NVIDIA AI Oak Ridge National Laboratory and the oak leaf symbol are registered trademarks of the U.S. Department of Energy. Use of this mark does not constitute or imply its endorsement, recommendation, or favoring by the United States Government or any agency thereof or its contractors or subcontractors.
- 8. 8 AI AT NVIDIA DLSS AI Rendering StyleGAN High-Res Image Generation GANcraft 3D Scene Generation GANverse3D 2D to 3D Render Sim2Real Quadruped Locomotion Face Vid2Vid Audio-Driven Character Animation BioMegatron Medical Language Model BioMegatron Medical Language Model 3DGT 3D Ground Truth Modulus Physics-Informed AI Model OrbNet AI for Quantum Chemistry NATIVE 4K DLSS 4K
- 9. Triton cuDF cuIO cuDNN cuML cuGraph TAO TensorRT NVIDIA CUDA, DOCA, vGPU, Magnum IO NVIDIA GPU CLOUD REGISTRY ngc.nvidia.com NVIDIA AI GEFORCE OMNIVERSE cuQUANTUM MORPHEUS RIVA MERLIN MAXINE CLARA METROPOLIS ISAAC DRIVE AERIAL APPLICATION FRAMEWORKS CHIPS & SYSTEMS PLATFORM SOFTWARE AGX DGX RTX EGX HGX MORE THAN JUST HARDWARE
- 10. 10 NVIDIA END-TO-END AI SOFTWARE STACK Deep Learning Streamlined From Conception to Production at Scale DATA PREP TRAIN AT SCALE OPTIMIZED FOR INFERENCE DEPLOY AT SCALE PRE-TRAINED MODELS Automatic Speech Recognition Image Classification Image Segmentation Speech Synthesis Language Modelling Machine Translation Recommender Systems Object Detection
- 13. 13 NGC CONTAINERS ENABLE YOU TO FOCUS ON BUILDING AI PERFORMANCE OPTIMIZED DEPLOY ANYWHERE ENTERPRISE READY SOFTWARE Scanned for CVEs, malware, crypto Tested for reliability Backed by Enterprise support Scalable Updated monthly Better performance on the same system Docker | cri-o | containerd | Singularity Bare metal, VMs, Kubernetes Multi-cloud, on-prem, hybrid, edge ngc.nvidia.com
- 14. A Blending of Physical and Virtual Worlds THE METAVERSE
- 15. 15 NVIDIA PUBLIC SECTOR APPLICATIONS Geospatial Predictive Analytics Security Autonomy and Avionics Inspection and Forensics Modeling and Simulation Spectrum Awareness Phased Arrays Natural Language Processing Cyber Security
- 16. Economic Growth Public Health National Security Urban Renewal Engaged Citizens Competitive industries Home-grown innovation Robust startup community Disease prevention Efficientservices Accurate diagnostics Secure borders Early threat detection Energy and food security Efficientpublic transit Safer roads Increased livability Digitised public services Up-skilled workforce Public data exchanges PUBLIC BENEFIT / OUTCOMES AI STRATEGY + AI ECOSYSTEM + AI COMPUTE NATIONAL AI PROGRAMS MAIN INGREDIENTS
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- 22. MILLION-X CLIMATE SCIENCE 1000km 100km 10km 1km 100m 10m 1m 1980 1990 2000 2010 2020 2030 2040 2050 2060 AR1 AR2 AR3 AR4 AR5 AR6 (IPCC) 1km at 1min (1X COMPUTE) 100m at 1s (10,000X COMPUTE) 1m at 0.01s (100 BILLION X COMPUTE) CONVECTION RESOLVING STORM RESOLVING STRATOCUMULUS RESOLVING RESOLUTION Figure adapted from: Schneider, T., Teixeira, J., Bretherton, C. et al. Climate goals and computing the future of clouds. Nature Clim Change 7, 3–5 (2017). https://doi.org/10.1038/nclimate3190
- 24. ANNOUNCING NVIDIA MODULUS Physics-ML Neural Simulation Framework Framework for Developing Physics-ML Models Train Physics-ML Models Using Governing Physics, Simulation, and Observed Data Multi-GPU, Multi-Node Training 1,000-100,000X Speed Models – Ideal for Digital Twins SymPy Equation Model Library (SiREN, PINO, PINN, MESHFREE) Multi-Node Multi-GPU Training Engine Numerica l Optimizati on Plans Geometry ICs & BCs Observation s Computational Graph Compiler Available Now developer.nvidia.com/modulus
- 25. EARTH DIGITAL TWIN IN OMNIVERSE ERA5 ECMWF Atmospheric Winds & Geopotential 10 TB | 30km | 5 Atmos Layers RAPIDS 100,000X Speed-Up 0.25 Seconds for 7-Day Forecast Training: 4 Hours on 128 A100 GPUs Modulus Omniverse Fourier Neural Operator AI EARTH EMULATOR Satellite Ocean Ecosystem Atmosphere Extreme Weather Prediction Wind Energy Forecasting Disaster Mitigation
- 26. 26 OMNIVERSE EARTH Digital Twins Of The Earth for Climate Adaptation And Resilience Climate Modeling and Adaption: Building the user interface and visualization for EU’s Digital Twin Earth. Optimizing grid design. etc ESA EUMESTAT ECMWF NVIDIA
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- 32. PROJECT TOKKIO WITH OMNIVERSE AVATAR Video Out Video In Audio In Audio Out Megatron 530B Triton MGMN on DGX ASR Triton on EGX DL FACE TRACKER DeepStream on EGX AUD2FACE OMNIVERSE Zero-Shot DM Triton on EGX Merlin Triton on EGX TTS Triton on EGX RIVA AVATAR SIMULATION OMNIVERSE
- 33. SPEECH NLU RECOMMENDER DIALOG MANAGER NV AVATAR COMPUTER VISION CONVERSATIONAL AVATAR Camera In Mic In/Out Graphics / Video Out
- 34. MEGATRON 530B MERLIN DIALOG MANAGER RIVA Mic In/Out ANNOUNCING NVIDIA RIVA SPEECH AI World Class Quality and Response Time SDK to Customize for Use Case and Unique Voice for Brand Virtual Assistant Train New Voice with Only 30 Mins of Speech Data Human-Like Expressivity and Fine-Grained Control Deploy in Cloud, On-Prem, Edge, and Embedded Enterprise Support Available Q1 ‘22 Globally developer.nvidia.com/riva
- 40. 40 DATA
- 43. ANNOUNCING NEW OMNIVERSE FEATURES SHOWROOM Available in Beta FARM Available in Beta AR Available in Beta VR Coming Soon
- 44. 44 PHYSICS IN USD + KIT
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- 46. 46 46 OpenAI training on 6,144 Core Cluster + Mujoco 1x Isaac Gym, PhysX on 1x A100 GPU 250,000x https://openai.com/blog/learning-dexterity/
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- 48. 48 DEPLOY ON ANY NVIDIA RTX GPU From Laptop, to Data Center. On-premise or in the Cloud. NVIDIA Studio Any RTX Workstation or Laptop EGX Platform NVIDIA Certified Systems with RTX Professional Visualization Quadro RTX 4000 to NVIDIA RTX A6000
- 49. 49 SEE YOU IN OMNIVERSE DEVELOP ON OMNIVERSE DOCUMENTATION TUTORIALS AND WEBINARS DOWNLOAD OPEN BETA EXPLORE OMNIVERSE ENTERPRISE
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- 56. ROBOTICS MONTAGE
- 58. 58 APPLIED RESEARCH ACCELERATOR PROGRAM Use case with deployed GPU-accelerated application Development of GPU- accelerated application Basic Research conducted by University Applied Research project(s) Program focus Supports research projects that have the potential to make a real-world impact through deployment into GPU-accelerated applications adopted by commercial and government organizations. Program Benefits Hardware and funding grants Technical guidance and support Grant application support Hands-on training with the NVIDIA Deep Learning Institute Networking and marketing opportunities Robotics and AI for Automation https://www.nvidia.com/en-us/industries/higher-education-research/applied-research-program/
- 59. 59 DEEP LEARNING INSTITUTE TRAINING New Training Course “Getting Started with USD for Collaborative 3D Workflows” DLI for Data Science, Robotics, Accelerated Computing courses New Teaching Kit for 3D Graphics and Omniverse nvidia.com/dli
- 60. 60 NVIDIA INCEPTION PROGRAM Over 8,000 AI startups and growing Access to technology expertise Go-to-Market support Venture Capital Funding & Ecosystem nvidia.com/inception