Bits & Pixels using AI for Good.........
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The document discusses advancements in autonomous vehicle simulation and AI technologies through NVIDIA's platforms, highlighting features like precise environmental replication and efficient developer tools. It details NVIDIA's contributions to Earth observation, physics simulation, and generative AI applications across various industries. Additionally, it promotes a free AI training program for developers and resources available through the NVIDIA Developer Program.
![Produce an AI Weather Forecast with a few lines of code
from earth2studio.models.px import FCN
from earth2studio.data import GFS
from earth2studio.io import ZarrBackend
import earth2studio.run as run
# Load FourCastNet pretrained model
model = FCN.load_model(FCN.load_default_package())
# Create the data source
data = GFS()
# Create a Zarr IO Backend
io = ZarrBackend()
# Run 20 steps of inference
output_datastore = run.deterministic(["2024-01-01"], 20, model, data, io)
https://github.com/NVIDIA/earth2studio](https://image.slidesharecdn.com/nvdigit-240529142255-92860eb3/85/Bits-Pixels-using-AI-for-Good-12-320.jpg){kind=tracking}
Bits & Pixels using AI for Good.........
- 1. Bits & Pixels ALISON B. LOWNDES | SENIOR SCIENTIST | GLOBAL AI
- 2. 2 JOHAN ROCKSTRÖM, ET AL
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- 7. With NVIDIA DRIVE Sim features such as road elevation, road markings, islands, traffic signals, signs, and vertical posts are replicated at centimeter-level accuracy. Autonomous vehicles can drive millions of miles in a wide range of simulated scenarios so they hit the road running, safely. NVIDIA DRIVE Sim Turbocharges Developer Productivity to Get Self- Driving Cars on the Road
- 9. Earth-2 Platform Connecting Complex Simulation, Data and AI Workflows Renderer Modulus Omniverse Training Inference Interactive Visualisation GPU acceleratd Simulation AI Enterprise
- 12. Produce an AI Weather Forecast with a few lines of code from earth2studio.models.px import FCN from earth2studio.data import GFS from earth2studio.io import ZarrBackend import earth2studio.run as run # Load FourCastNet pretrained model model = FCN.load_model(FCN.load_default_package()) # Create the data source data = GFS() # Create a Zarr IO Backend io = ZarrBackend() # Run 20 steps of inference output_datastore = run.deterministic(["2024-01-01"], 20, model, data, io) https://github.com/NVIDIA/earth2studio
- 13. FourCastNet • 10,000x faster • 10,000x more power efficient • 10,000+ ensemble members • Better prediction of storm tracks • Reduced uncertainty https://arxiv.org/pdf/2202.11214
- 14. 14 Lockheed Martin and NVIDIA Selected by NOAA for Earth Observation Building a Climate Research Data Pipeline with NVIDIA Omniverse Anomaly Detection AI Algorithms Data Fusion Sensor Data Ground Data Satellite Data BUILD PHYSICAL WORLD DIGITAL TWIN DESIGN OPERATE SIMULATE
- 16. Physics Simulation in Omniverse Multiple Ways to Ingest and Simulate Physics in Omniverse NVIDIA PhysX Rigid & Soft Body Dynamics, Destruction, Fluid & Fire Import Physics Instance Offline from External 3rd Party Application NVIDIA Modulus Accelerated with Physics-ML Platform
- 20. Generative AI Across Industries Defect Inspection in Factories Real-Time Asset Tracking Autonomous Planning & Navigation Operational Efficiency in Warehouses Human-Robot Interaction Robot Programming
- 21. LLAMA 2 STABLE DIFFUSION XL STARCODER2 NVIDIA AI Foundation Models Enterprise-ready, performance optimized models • State-of-the-art community, commercial and NVIDIA-built models • Performance-optimized for NVIDIA GPU-accelerated stack • Easy model customization and deployment path with NVIDIA NIM GEMMA MOLMIM MIXTRAL 8X7B
- 22. NVIDIA NIM Microservices for Generative AI Inference Available now as part of NVIDIA AI Enterprise 5.0; $1/GPU/HR Simplified development of AI application that can run in enterprise environments Day 0 support for all generative AI models providing choice across the ecosystem Best accuracy for enterprise by enabling tuning with proprietary data sources Improved TCO with best latency and throughput running on accelerated infrastructure Enterprise software with feature branches, validation and support Deploy anywhere and maintain control of generative AI applications and data Optimized inference engines NVIDIA NIM Domain specific code Support for custom models Industry standard APIs DGX & DGX Cloud Prebuilt container and Helm chart
- 23. Announcing NVIDIA Blackwell The Engine of the New Industrial Revolution DECOMPRESSION ENGINE 800 GB/s 2nd GEN TRANSFORMER ENGINE FP4/FP6 Tensor Core AI SUPERCHIP 208B Transistors 5th GENERATION NVLINK Scales to 576 GPUs RAS ENGINE 100% In-System Self-Test SECURE AI Full Performance Encryption & TEE Built to Democratize Trillion-Parameter AI 20 PetaFLOPS of AI performance on a single GPU 4X Training | 30X Inference | 25X Energy Efficiency & TCO Expanding AI Datacenter Scale to beyond100K GPUs
- 24. “ “ — Marc Andreessen Founder a16z VC https://pmarca.substack.com/p/why-ai-will-save-the-world “..what AI could be: A way to make everything we care about better.”
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- 26. Free AI Technical Training A Few Clicks Away Elevate your skills with free AI technical training. For a limited time, we are offering a complimentary self-paced training course to new members of our NVIDIA Developer Program. You can select one of the 16 courses like: • Getting Started with Deep Learning • Deploying a Model for Inference at Production Scale • Fundamentals of Accelerated Computing with CUDA Python • Synthetic Data Generation for Training Computer Vision Models • Get Started with Highly Accurate Custom ASR for Speech AI • Optimizing CUDA Machine Learning Codes with Nsight Profiling Tools Seize this free opportunity to embrace the future of technology at your own pace. Join the Developer Program now and claim your course today. https://nvda.ws/3ugFbbo Join The NVIDIA Developer Program
- 27. 27 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 https://catalog.ngc.nvidia.com/resources
- 28. ASTROPHYSICAL TWINS Digital twins need not be confined to the Earth SOLAR DYNAMICS JUPITER’S ATMOSPHERE ROVER ON MARS ORBITAL DEBRIS
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- 30. MEET CARTER
- 31. CHAT TO CARTER
- 32. NeuralAngelo 32
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- 38. Orbital Sidekick
- 39. Orbital Sidekick’s GHOSt2 fleet now in orbit
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- 42. OPTION 2 WORLD SIMULATION IS THE ULTIMATE COMPUTER SCIENCE CHALLENGE VIRTUAL WORLD
- 43. OPTION 2 WORLD SIMULATION IS THE ULTIMATE COMPUTER SCIENCE CHALLENGE VIRTUAL WORLD Rendering
- 44. OPTION 2 WORLD SIMULATION IS THE ULTIMATE COMPUTER SCIENCE CHALLENGE VIRTUAL WORLD Physics Rendering
- 45. WORLD SIMULATION IS THE ULTIMATE COMPUTER SCIENCE CHALLENGE VIRTUAL WORLD Rendering Physics AI
- 46. SUPERCOMPUTING BRINGS WORLD SIMULATION TO AN INFLECTION POINT VIRTUAL WORLD Rendering Physics AI
- 47. Sensors Controllers Humans PHYSICAL WORLD Real-Time Data Synchronization Control Signal DIGITAL TWINS ARE A NEW CLASS OF WORLD SIMULATION VIRTUAL WORLD Rendering Physic s AI
- 48. 48 EXPLORE OMNIVERSE ENTERPRISE SEE YOU IN OMNIVERSE DOWNLOAD OMNIVERSE nvidia.com/omniverse DEVELOP ON OMNIVERSE DOCUMENTATION docs.omniverse.nvidia.com FORUMS omniverse.nvidia.com/forums TUTORIALS AND WEBINARS omniverse.nvidia.com/tutorials DISCORD discord.gg/nvidiaomniverse
- 49. Activate the Potential Within Your Organization Across Every Industry and Job Function Coding Copilot Summarization Kinetica Telco Copilot Telco Customer Service Avatar SAP CRM Assistant Software Security Analysis Car Configurator ServiceNow Customer Relations Management
- 50. World Record Route Optimization NVIDIA cuOpt
- 51. Get Started with NVIDIA API Catalog • Experience optimized foundation models • Start prototyping for free • Deploy anywhere • Get access to NVIDIA AI Enterprise 90-day eval ai.nvidia.com
- 52. Industrial Metaverse Opportunities Exist at Every Scale Every physical process will be software-defined Product Factory City Nation Planetary Galaxy
- 53. NVIDIA H100 GPU
- 54. Fully Connected with NVLink Switches
- 55. One Giant GPU
- 56. NVIDIA DGX H100
- 59. Scaling to Hundreds and Thousands of DGX Nodes
- 61. Chassis • Multi-Generation Standardized for TTM and Improved ROI • Configurable into 100s of Solutions • Integrates into Cloud and Enterprise Data Centers Introducing MGX Open modular server design for accelerated computing
- 62. Omniverse OVX Server 2U | x86 | 4 L40 | BF-3 | 2 CX-7 | 6 PCIE MGX Open modular server design for accelerated computing
- 63. Grace Omniverse OVX Server 2U | Grace | 4 L40 | BF-3 | 2 CX-7 | 6 PCIE MGX Open modular server design for accelerated computing
- 64. Grace Cloud Graphics Server 2U | Grace | 10 L4 | BF-3 | 11 PCIE MGX Open modular server design for accelerated computing
- 65. Hopper NVL Gen AI Inference Server 4U | x86 | 8 H100 NVL | 2 BF-3 | 10 PCIE MGX Open modular server design for accelerated computing
- 66. Grace Hopper Liquid-Cooled Server for HPC 1U | 2 Grace Hopper | 2 BF-3 | 4 PCIE MGX Open modular server design for accelerated computing
- 67. 67 NVIDIA DEVELOPER PROGRAM TOOLS JOIN THE COMMUNITY THAT’S CHANGING THE WORLD • Get exclusive access to an extensive library of NVIDIA software, spanning all of NVIDIA’s technology platforms. • Save time with ready-to-run, GPU-optimized software, model scripts, and containerized apps from the NVIDIA NGC catalog. • Participate in early access programs where you can be one of the first to experience the latest NVIDIA technology. TRAINING • Take advantage of research papers, technical documentation, developer blogs, and industry-specific resources. • Choose from a broad catalog of training options through the NVIDIA Deep Learning Institute (DLI). • Get unlimited access to NVIDIA On-Demand, the home for NVIDIA resources from GTCs and other leading industry events. COMMUNITY • Network with like-minded developers, engage with GPU experts, and contribute to discussions in the developer forums. • Attend exclusive meetups, GPU hackathons, and events. • Connect with NVIDIA experts through developer-focused webinars and Instructor-led workshops. Join the Free Program developer.nvidia.com/join