NVIDIA Keynote #GTC21
•
1 j'aime•693 vues
All of NVIDIA's latest updates and offerings.
Recommandé
Contenu connexe
Tendances
Tendances (20)
Similaire à NVIDIA Keynote #GTC21
Similaire à NVIDIA Keynote #GTC21 (20)
Plus de Alison B. Lowndes
Plus de Alison B. Lowndes (18)
Dernier
Dernier (20)
NVIDIA Keynote #GTC21
- 2. 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 Autonomous Vehicles EDA
- 3. 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.
- 4. World Record Accuracy 2.96% Gap on Gehring and Homberger Scalable to 1,000s of Locations 3 Seconds vs 5 Minutes to Route 1,000 Packages ANNOUNCING NVIDIA REOPT Re-Optimize Logistics and Supply Chain in Real-Time Accelerated Solver for Vehicle Route, Warehouse Picking, Fleet-Mix Optimization Massively Parallel Algorithm Generates Thousands of Solution Candidates and Refinements Dynamic Rerouting Reduces Travel Time – Save Billions for a $10 Trillion Logistics Industry Available Now nvidia.com/reopt
- 6. LEADING QUANTUM SIMULATORS INDUSTRY PARTNERS RESEARCH COMMUNITY PARTNERS 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. ANNOUNCING NVIDIA CUQUANTUM DGX APPLIANCE Research the Computer of Tomorrow on the Most Powerful Computer Today Appliance Available Q1 2022 cuQuantum Available Now for Download developer.nvidia.com/cuquantum Out-of-the-Box Optimized Stack for Cirq Other Simulators in Development cuQuantum SDK in Open Beta; Accelerate Popular Quantum Simulators from Google, IBM cuQuantum GOOGLE
- 7. ANNOUNCING NVIDIA CUQUANTUM DGX APPLIANCE Research the Computer of Tomorrow on the Most Powerful Computer Today Out-of-the-Box Optimized Stack for Cirq Other Simulators in Development cuQuantum SDK in Open Beta; Accelerate Popular Quantum Simulators from Google, IBM cuQuantum Appliance Available Q1 2022 cuQuantum Available Now for Download developer.nvidia.com/cuquantum DGX cuQuantum Appliance State Vector Simulator on Dual AMD CPU Sycamore Supremacy Circuit Quantum Fourier Transform Shor's Algorithm 29 Minutes 19 Seconds 8 Minutes 7 Seconds 22 Minutes 26 Seconds
- 8. ANNOUNCING WORLD RECORD QUANTUM SIMULATION OF MAXCUT Record Qubit Scale MaxCut Algorithm with cuQuantum Tensor Network Simulation 1,688 Qubits on 896 GPUs Advance Quantum Algorithm Research in Drug Discovery, Climate Research, Cybersecurity, and Finance Tensor Network Simulator on Theta cuQuantum on Selene 210 3,375 VERTICES
- 9. ANNOUNCING NVIDIA CUNUMERIC Accelerated Computing At-Scale for PyData and NumPy Ecosystem Python Used by 20 Million Data Scientists, Researchers, and Scientists NumPy Downloaded 122,000,000 Times Since 2017 NumPy Used by 790,000 Projects in GitHub NumPy is the Foundation of Pandas, SciPy, and Scikit-Learn 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021
- 10. ANNOUNCING NVIDIA CUNUMERIC Accelerated Computing At-Scale for PyData and NumPy Ecosystem Transparently Accelerates and Scales NumPy Workflows Zero Code Changes Automatic Parallelism and Acceleration for Multi-GPU, Multi-Node Systems Scales to 1,000s of GPUs Available Now on GitHub and Conda cuNumeric NVIDIA Python Data Science and Machine Learning Ecosystem cuDF Pandas Scikit-Learn NetworkX NumPy cuML cuGraph
- 11. DATA-CENTER-SCALE COMPUTE ENGINE Implicitly Extract Instruction-Level Parallelism Overlap Memory Latency and Computation Manage Coherence of Memory Hierarchy Dynamic Scheduling Retire Reorder Buffer Int Int FP FP L/S L/S Instruction Buffer In-Order Out-Of-Order In-Order Branch Fetch Instruction Decode/Rename Dispatch
- 12. DATA-CENTER-SCALE COMPUTE ENGINE Implicitly Extract Task-Level Parallelism Overlap Memory Latency and Computation Manage Coherence of Memory Hierarchy Dynamic Scheduling Time ( seconds ) Relative Dataset Size | # of GPUs 0 50 100 150 1 2 4 8 16 32 64 128 256 512 1024 CFD Python (Weak Scaling) Retire Reorder Buffer Instruction Buffer In-Order Out-Of-Order Branch Fetch Task Decode/Rename Dispatch CPUs GPUs NICs In-Order
- 15. SPEECH NLU RECOMMENDER DIALOG MANAGER NV AVATAR COMPUTER VISION CONVERSATIONAL AVATAR Camera In Mic In/Out Graphics / Video Out
- 16. 400G NDR InfiniBand Cloud-Native Supercomputing ANNOUNCING NVIDIA QUANTUM-2 Multi-Tenant Bare-Metal Secure Performance Isolation Congestion Control SHARP Gen 3 In-Network Computing Precision Timing
- 17. 400G NDR InfiniBand Cloud-Native Supercomputing ANNOUNCING NVIDIA QUANTUM-2 QUANTUM-2 SWITCH 57 Billion Transistors TSMC 7N Optimized Multi-Tenant In-Network Computing 64-Ports of 400 Gbps or 128-Ports of 200 Gbps 3X Higher Switching Throughput | 32X More AI Acceleration Engines Sampling Now
- 18. 400G NDR InfiniBand Cloud-Native Supercomputing ANNOUNCING NVIDIA QUANTUM-2 CONNECTX-7 INFINIBAND 8 Billion Transistors TSMC 7N 16 Core / 256 Threads Datapath Accelerator | 400 Gbps Crypto Accelerations 4X In-Network Computing Performance | 2X GPUDirect Throughput Sampling Jan ‘22
- 19. 400G NDR InfiniBand Cloud-Native Supercomputing ANNOUNCING NVIDIA QUANTUM-2 BLUEFIELD-3 INFINIBAND 22 Billion Transistors TSMC 7N 16 Arm 64-Bit Cores 16 Core / 256 Threads Datapath Accelerator | 400 Gbps Crypto Accelerations 4X In-Network Computing Performance | 2X GPUDirect Throughput Sampling May ‘22
- 20. 400G NDR InfiniBand Cloud-Native Supercomputing ANNOUNCING NVIDIA QUANTUM-2 2X Data Throughput 400 Gbps 4X MPI Performance All-2-All Acceleration 5X Switch Capacity >1.6 Petabps 2048 Ports 6.5X Higher Scalability >1M Nodes in 3 Hops 32X AI Accelerators SHARP v3
- 21. 400G NDR InfiniBand Cloud-Native Supercomputing ANNOUNCING NVIDIA QUANTUM-2 2X Data Throughput 400 Gbps 4X MPI Performance All-2-All Acceleration 5X Switch Capacity >1.6 Petabps 2048 Ports 6.5X Higher Scalability >1M Nodes in 3 Hops 32X AI Accelerators SHARP v3
- 22. SOFTWARE DEFINED CLOUD-NATIVE DISAGGREGATED COMPUTING SCALE UP & SCALE OUT ZERO-TRUST DOCA 1.0 Accelerated Secure Bare-Metal Cloud Crypto Storage Acceleration Software-Defined Networking De/Compression Congestion Control RegEx NVIDIA DOCA 1.0 Accelerated Data Center Infrastructure Offload, Accelerate, and Isolate Data Center Infrastructure with Accelerated Networking, Security, Storage, and Management Applications NVIDIA BlueField DPU
- 23. 1400 DOCA Developers 108 New DOCA APIs Deep Packet Inspection Intrusion Detection Load Balancers Telemetry Security Groups Firewall DOCA 1.2 Zero-Trust Security Framework Service Containers Crypto Storage Acceleration Software-Defined Networking De/Compression Congestion Control RegEx ANNOUNCING NVIDIA DOCA 1.2 Accelerated Data Center Infrastructure NEW Zero-Trust Security Framework Extend Threat Protection to Every Touch Point Hardware & Software Authentication, Line-Rate Data Encryption, Distributed Firewall, and Smart Telemetry Security Groups and Virtual Private Cloud Isolation NVIDIA BlueField DPU
- 24. Deep Packet Inspection Intrusion Detection Load Balancers Telemetry Security Groups Firewall DOCA 1.2 Zero-Trust Security Framework Service Containers Crypto Storage Acceleration Software-Defined Networking De/Compression Congestion Control RegEx NVIDIA BlueField DPU ANNOUNCING CYBERSECURITY LEADERS EXTEND ZERO-TRUST WITH NVIDIA BLUEFIELD Deploy Security-as-a-Service with DOCA 1.2 Extend Security from Perimeter to Edge Security Processing on BlueField Offload CPU Burden
- 25. EXPANDING BLUEFIELD ECOSYSTEM CLOUD CYBERSECURITY STORAGE EDGE PLATFORM
- 26. Anomaly Detection Machine Human Machine Machine Machine Machine Human Humans and Machines Across the Enterprise Post-Processing Pre-Processing Inference Requests Apache Kafka TRITON Log Data NVIDIA MORPHEUS ANNOUNCING NVIDIA MORPHEUS Accelerated AI Platform for Next Gen SIEM Built on NVIDIA RAPIDS and NVIDIA AI 600X Faster Data Processing – Monitor Every User and Machine-Generated Data for Anomalous Behavior Detect Anomalies with 10s of Millions of AI Models in Real-Time Pre-Trained Models for User Activity Fingerprinting and Phishing Detection Early Access 2 Available Now nvidia.com/morpheus
- 29. Accelerated Computing Data Center Scale AI MILLION-X LEAP 1980 1990 2000 2010 2020 Single-threaded perf 1.5X per year 1.1X per year 102 103 104 105 106 107 109 108 101 MACHINE LEARNING SCALE UP & OUT ACCELERATED COMPUTING
- 30. PHYSICS-ML TURBOCHARGES SCIENCE EXPLOSION IN HPC + AI RESEARCH # ML+Science Papers in ArXiv 0 1000 2000 3000 4000 5000 6000 2015 2016 2017 2018 2019 2020
- 31. MILLION-X DRUG DISCOVERY Refinement in Simulation Docking & Virtual Screening Physics-Based Simulation Imaging & Crystallography Exhaustive Search BINDING FREE ENERGY CHEMICAL COMPOUNDS PROTEIN STRUCTURE OF DISEASE TARGET
- 32. MILLION-X DRUG DISCOVERY SMNPPPPETSNPNKPKRQTNQLQYL LRVVLKTLWKHQFAWPFQQPVDAV KLNLPDYYKIIKTPMDMGTIKKRLEN NYYWNAQECIQDFNTMFTNCYIYNK PGDDIVZRS HQFAWPFQQPVDAVKLNL QTNQLQYLLRVVLKTLWR Structure Prediction Hybrid Docking Machine-Learned Simulation Accelerated Sequencing Generative Search & Synthesis BINDING FREE ENERGY CHEMICAL COMPOUNDS PROTEIN STRUCTURE OF DISEASE TARGET
- 33. MILLION-X DRUG DISCOVERY 1.00E+03 1.00E+05 1.00E+07 1.00E+09 1.00E+11 1.00E+13 1995 2000 2005 2010 2015 2020 2025 Number of Available Structures Generative Models AlphaFold Known Chemicals Structured Proteins
- 34. ENTOS TRANSCENDS SIMULATION WITH MACHINE LEARNED POTENTIALS Quantum Accuracy 1,000X Faster than DFT Reactive
- 35. 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
- 36. 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 Numerical Optimization Plans Geometry ICs & BCs Observations Computational Graph Compiler Available Now developer.nvidia.com/modulus
- 37. 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
- 39. Omniverse
- 43. OMNIVERSE FOR DESIGN COLLABORATION Designer #1’s World Designer #3’s World Internet Physical World Designer #2’s World Shared World Path Tracing MDL Physics AI
- 44. OMNIVERSE FOR DIGITAL TWIN Factory Designer Robot Gym Internet Physical World Robot Gym Factory Digital Twin Path Tracing MDL Physics AI
- 46. ANNOUNCING NEW OMNIVERSE FEATURES SHOWROOM Available in Beta FARM Available in Beta AR Available in Beta VR Coming Soon
- 47. 500 Companies 40M 3D Designers 70K Downloads DIGITAL TWINS HPC MEDIA & ENTERTAINMENT MANUFACTURING AEC CONNECTING VIRTUAL WORLDS
- 48. ANNOUNCING EARLY ACCESS BENTLEY ITWIN FOR NVIDIA OMNIVERSE Physically-Accurate 4D Visualization of Infrastructure Digital Twins Supports 4D Design Review and Construction Simulation Early Access Now Available bentley.com/4DVisualization
- 49. SIEMENS ENERGY BUILDS HRSG DIGITAL TWIN IN OMNIVERSE Boiler Design Flow Simulation Internet Physical World Training Data Plant Digital Twin Path Tracing MDL Physics AI
- 51. BMW GROUP BUILDS FACTORY DIGITAL TWINS IN OMNIVERSE Factory Planning Robot Gym Internet Physical World Digital Human Training Factory Digital Twin Path Tracing MDL Physics AI
- 53. ERICSSON BUILDS CITY DIGITAL TWIN IN OMNIVERSE City Planning Simulation Internet Physical World Materials 5G Network Digital Twin Path Tracing MDL Physics AI
- 55. AI
- 56. GRAPH NEURAL NETWORKS CAPTURE INSIGHTS FROM INTERCONNECTED DATA 90B Relationships in a Social Network 1.1B Transactions a Day 40B Molecules in Chemical Databases DRUG DISCOVERY SOCIAL CONNECTIONS | FRAUD DETECTION
- 57. ANNOUNCING DGL ACCELERATION WITH CUDA-X GPU-Accelerated GNN Workflow GNN for Molecule Reaction Prediction, Node Classification, Knowledge Graphs, and Model Explainability CUDA-Optimized Reference Examples for SE3-Transformer, R-GCN, and GraphSage Early Access in December ngc.nvidia.com cuDF cuGraph DGL with CUDA-X Text Images Relationships Sub-Graph Construction Graph to GNN Graph Construction
- 58. PROCESSING THE LARGEST GRAPH NEURAL NETWORKS 300B pins in graphs with billions of nodes and billions of edges 5X faster training on graphs with over 10M nodes and over 100M edges from 24hrs to 5hrs Improving fraud detection over billions of transactions
- 59. AlexNet VGG-19 Seq2Seq Resnet InceptionV3 Xception ResNeXt DenseNet201 Transformer ELMo GPT-1 BERT Large Megatron Microsoft T-NLG GPT-3 Megatron-Turing NLG 530B MoCo ResNet50 XLNet Wav2Vec 2.0 100 1,000 10,000 100,000 1,000,000 10,000,000 100,000,000 1,000,000,000 10,000,000,000 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022 Training Compute (PetaFLOPS) Transformer: 275x / 2yrs All AI Models: 25x / 2yrs Moore's Law: 2x / 2yrs SELF-SUPERVISED LEARNING ARRIVES WITH TRANSFORMERS
- 60. ANNOUNCING NVIDIA NEMO MEGATRON Megatron 530B NEMO MEGATRON Automated Data Curation Distributed Training Customer’s Data Custom Megatron 530B
- 61. ANNOUNCING NVIDIA TRITON MULTI-GPU MULTI-NODE INFERENCE Triton Inference Server Magnum IO (Multi-GPU, Multi-Node) Query Response Application Response Time 1/2 Second 2 DGX A100 Response Time > 1 Minute Dual Socket CPU Server
- 62. JAPANESE Global Ecommerce ENTERPRISE DIGITAL WORKFLOWS SWEDISH Finance, Healthcare, and Manufacturing PORTUGUESE AI Assistant CHINESE Customer Service VIETNAMESE Radiologists and Telehealth AI Service INTENT RECOGNITION, TRANSLATION, AND CHAT KOREAN Chatbots and Call Centers LARGE LANGUAGE MODELS TAKING HPC MAINSTREAM
- 63. THANK YOU TO THOSE PRESENTING AT GTC! RETAIL CLOUD ENTERPRISE SaaS TELECOMMUNICATIONS INDUSTRIAL HEALTHCARE CONSUMER INTERNET AUTO
- 64. LEADING COMPANIES RUNNING NVIDIA AI RETAIL CLOUD ENTERPRISE SaaS TELECOMMUNICATIONS INDUSTRIAL HEALTHCARE CONSUMER INTERNET AUTO
- 65. ANNOUNCING MICROSOFT TEAMS ADOPTS NVIDIA AI WITH AZURE COGNITIVE SERVICES Nearly 250 Million Monthly Active Microsoft Teams Users Live Transcription and Captions in 28 Languages Triton Inference Server in Azure Cognitive Services
- 66. AI INFERENCE IS HARD PROCESSORS AI Inference DEPLOYMENT PLATFORMS Cloud On-Prem Edge Embedded T4 GPU Arm CPU A100 GPU V100 GPU x86 CPU FRAMEWORKS APP CONSTRAINTS Real Time Batch Streaming MODELS CNN GNN Decision Trees RNN Transformers
- 67. ANNOUNCING TENSORRT INTEGRATED WITH PYTORCH AND TENSORFLOW Accelerate In-Framework Inference with TensorRT with Just 1 Line of Code 3X Faster Supports Every Workload FP32, TF32, FP16, INT8 Available for Download Today ngc.nvidia.com
- 68. ANNOUNCING NVIDIA TRITON WITH FOREST INFERENCING ML and DL in One Application Tree Models (XGBoost, Random Forest, LightGBM) Are Ubiquitous Large Tree Ensembles Push CPUs Beyond Response-Time Limits Ensembling with ML, DL, and More Complex Models is the Future with Fraud Detection 0% 3.5 ms 0 ms 1.5 ms Detection Rate Max Response Time 80% Transaction > $50? Time after midnight? XGBOOST MODEL
- 69. ANNOUNCING NVIDIA TRITON WITH FOREST INFERENCING ML and DL in One Application Tree Models (XGBoost, Random Forest, LightGBM) Are Ubiquitous Large Tree Ensembles Push CPUs Beyond Response-Time Limits Ensembling with ML, DL, and More Complex Models is the Future with Fraud Detection 7K Transaction > $50? Time after midnight? XGBOOST MODEL 7K 7K 7K GOAL Increase Detection Rate Within 1.5ms 3.5 ms 0 ms 80% 0% 1.5 ms Detection Rate Max Response Time
- 70. ANNOUNCING NVIDIA TRITON WITH FOREST INFERENCING ML and DL in One Application Unified Deployment Engine for DL and ML Inference Random Forests, GBDTs, and Decision Trees Deploy on CPU and GPU Process Million+ Node Tree Models with Low-Latency Fraud Detection, Recommender Systems, Risk Assessment, and Predictive Maintenance Available for Download Today ngc.nvidia.com UNACCEPTABLE RESPONSE TIME 0 ms 3.5 ms 1M Nodes 7K GIANT XGBOOST MODEL 7K 7K 7K Detection Rate 80% 0% Max Response Time 1.5 ms 1M Nodes
- 71. ANNOUNCING TRITON INFERENCE SERVER 2.15 NEW Integration into AWS SageMaker and AliCloud – Now All Major Frameworks, Major Clouds, and AI Platforms NEW Support for Arm – Now Inference on Every Generation of GPUs, x86 CPUs, and Arm NEW Model Analyzer Optimizes for App QoS Requirements NEW Forest Inference | NEW Distributed Multi-GPU, Multi-Node Inference Optimal Model Config TensorFlow PyTorch TensorRT RAPIDS OpenVINO ONNX RT Triton Inference Server Application Ampere x86 CPU Volta Arm CPU Turing QoS Requirements Triton Model Analyzer
- 72. BOOST THROUGHPUT OF MODERN DATA CENTERS WITH NVIDIA TRITON TensorRT 1 TensorRT 4 TensorRT 8.2 ACCELERATES EVERY WORKLOAD WORLD-CLASS RESPONSE TIME AND THROUGHPUT 12X Recommenders < 1 sec 10X Reinforcement Learning 583X Speech Recognition < 100ms 36X Computer Vision < 7ms 178X Text-to-Speech < 100ms 21X NLP < 50ms CLASSIFICATION CLASSIFICATION DETECTION SEGMENTATION RECOMMENDERS CLASSIFICATION DETECTION SEGMENTATION RECOMMENDERS RL FRAUD DETECTION TEXT-TO-SPEECH SPEECH RECOGNITION SENTIMENT ANALYSIS TRANSLATION SENTENCE COMPLETION Q & A
- 73. Software-Defined Real-Time Secure Hybrid Cloud Deploy & Orchestrate Fleet High-Speed IO Networking Storage Data Processing Signal & Image Processing DNN PINN Graphics Streaming RETAIL HEALTHCARE MANUFACTURING EDGE AI AUTOMATING EVERY INDUSTRY 15M Stores (CV, SpeechAI, NLU, RecSys) 160K Hospitals (CV, SpeechAI, NLU, Robotics) 10M Factories (CV, SpeechAI, NLU, Robotics) FAST FOOD 7M Restaurants (CV, SpeechAI, NLP)
- 74. NVIDIA Unified Compute Framework NVIDIA Fleet Command NVIDIA UNIFIED COMPUTE FRAMEWORK FOR REAL-TIME EDGE APPLICATIONS RETAIL HEALTHCARE MANUFACTURING 15M Stores (CV, SpeechAI, NLU, RecSys) 160K Hospitals (CV, SpeechAI, NLU, Robotics) 10M Factories (CV, SpeechAI, NLU, Robotics) FAST FOOD 7M Restaurants (CV, SpeechAI, NLP)
- 75. Fleet Command Aerial 5G NVIDIA AI NVIDIA Metropolis With Unified Computing Framework NVIDIA METROPOLIS AI EDGE 3rd Party L2+ 3rd Party 5G CORE NVIDIA L1 DATA CENTER COMMAND CENTER Video In DeepStream on EGX Triton on EGX Triton on EGX DeepStream on EGX Metadata Display DeepStream on EGX DeepStream on EGX MEDIA HANDELING DETECTION CLASSIFICATION SMOOTHENING VISUALIZATION TRACKING
- 76. Fleet Command Aerial 5G NVIDIA AI NVIDIA Metropolis With Unified Computing Framework MAVENIR L2+ MAVENIR 5G Core NVIDIA L1 Powered by NVIDIA Metropolis AI-on-5G Edge Platform ANNOUNCING MAVENIR MAVEDGE-AI Mavenir MAVedge-AI Application DATA CENTER COMMAND CENTER Video In DeepStream on EGX Triton on EGX Triton on EGX DeepStream on EGX Metadata Display DeepStream on EGX DeepStream on EGX MEDIA HANDELING DETECTION CLASSIFICATION SMOOTHENING VISUALIZATION TRACKING
- 78. Maxine Clara Metropolis Isaac Merlin Riva NVIDIA AI ECOSYSTEM NVIDIA AI NVIDIA BASE COMMAND NVIDIA FLEET COMMAND Morpheus
- 79. Maxine Clara Metropolis Isaac Merlin Riva 1,000+ Partners Cloud to Core to Edge NVIDIA AI ECOSYSTEM NVIDIA AI NVIDIA BASE COMMAND NVIDIA FLEET COMMAND Morpheus NVIDIA PARTNER NETWORK MLOps | CLOUD ML PaaS ORCHESTRATORS 5G EDGE OEM & CLOUDS
- 82. Silicon Valley Singapore Paris Washington, D.C. Dallas Amsterdam Frankfurt London Tokyo ANNOUNCING NVIDIA LAUNCHPAD ACROSS THE GLOBE
- 83. GTC 2021 Avatars
- 84. OMNIVERSE AVATAR Live Customer Support Web Customer Support Video Conference & Telepresence Games Robots OMNIVERSE AVATAR Realistic Imaginary Autonomous Teleoperated
- 85. PROJECT MAXINE WITH OMNIVERSE AVATAR RIVA MEGATRON 530B MERLIN DIALOG MANAGER NV AVATAR NV CV Camera In Mic In/Out Graphics / Video Out
- 86. 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
- 87. NVIDIA ADVANCES SPEECH AI Tacotron2 + WaveGlow Fastpitch + HiFiGAN 0 100 200 300 400 500 600 V100 A100 Throughput TEXT-TO-SPEECH 12X HIGHER PERFORMANCE DeepSpeech2 Jasper Quartznet Citrinet-1024 2018 2019 2020 2021 0 5 10 15 20 25 30 35 40 45 50 Error Rate SPEECH RECOGNITION 4X HIGHER ACCURACY WIDELY ADOPTED UCAAS | FINANCE | TELECOM | CONSUMER 70K Developers | 250K Downloads
- 89. 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
- 91. PROJECT MAXINE WITH OMNIVERSE AVATAR Video Out Video In Audio In Audio Out with Translation AUDIO DENOISE Triton on EGX GAZE REPOSE DeepStream on EGX VID2FACE Triton on EGX RIVA SPEECH AI Triton on EGX AUD2FACE OMNIVERSE FACE TRACKER DeepStream on EGX POSE & MESH Triton on EGX
- 94. STRYKER AIRO TruCT Interoperative CT JOHNSON & JOHNSON AURIS Robotic Endoscopy MEDTRONIC HUGO Robotic-Assisted Surgery INTUITIVE SURGICAL ION Robotic-Assisted Lung Biopsy 2M Devices | 16K Companies | 10K Modalities MEDICAL INSTRUMENTS INTEGRATE AI AND ROBOTICS
- 95. RENDERING OV on RTX DATA PROCESSING cuCIM on EGX ZERO-SHOT NLU DIALOG MANAGER Triton on EGX RIVA ASR Triton on EGX Audio Sensor SENSOR PROCESSING CUDA on EGX IMAGE PROCESSING Triton on EGX STREAM DISPLAY CloudXR on RTX PHYSICS PROCESSING CUDA on EGX ANNOUNCING NVIDIA CLARA HOLOSCAN AI COMPUTING INSTRUMENTS PLATFORM Stream-Computing Platform for High-Throughput Signal, Data, AI, and Graphics Processing Run in Data Center, Embedded Instruments, or Hybrid Remotely Update, Orchestrate, and Monitor Fleet Platform for SaaS Model Available November 15 developer.nvidia.com/clara-holoscan-sdk
- 96. ANNOUNCING NVIDIA AGX ORIN Computational Sensing Instrument Platform NVIDIA A6000 NVIDIA ConnectX-7 NVIDIA Orin
- 97. ANNOUNCING NVIDIA AGX ORIN Computational Sensing Instrument Platform NVIDIA A6000 NVIDIA ConnectX-7 NVIDIA Orin
- 99. 700+ Companies NVIDIA ISAAC POWERING THE ROBOTICS REVOLUTION
- 100. NVIDIA ISAAC Synthetic Data Data DIGITAL TWIN FACTORY PHYSICAL FACTORY HD Map TRAIN AI MODEL
- 101. ANNOUNCING NVIDIA ISAAC ROS NEW Isaac ROS GEM Brings NVIDIA Robotics AI to ROS Community Accelerate ROS-Native Packages up to 10X Isaac Sim Out-of-Box ROS Support NEW Isaac Sim Replicator for Synthetic Data Generation Isaac Sim Replicator Omniverse Farm TAO ISAAC GEMS AUTO-LABELED SYNTHETIC DATA ISAAC SIM ISAAC ROS APPLICATION STEREO DEPTH SGM SEGMENTATION DNN HUMAN POSE ESTIMATION Download Isaac ROS GEMS developer.nvidia.com/isaac-ros-gems
- 102. ANNOUNCING OMNIVERSE REPLICATOR FOR ISAAC SIM NEW Isaac ROS GEM Brings NVIDIA Robotics AI to ROS Community Accelerate ROS-Native Packages up to 10X Isaac Sim Out-of-Box ROS Support NEW Isaac Sim Replicator for Synthetic Data Generation
- 103. GROWING FLEETS POWERED BY NVIDIA DRIVE R Auto
- 104. NVIDIA DRIVE AV Synthetic Data World Data VIRTUAL WORLD PHYSICAL WORLD HD Map TRAIN AI MODEL
- 105. TRANSFORM SURROUND 2D TO 4D WORLD MODEL
- 106. Functionally Safe Production Ready AV Platform ANNOUNCING DRIVE HYPERION 8 GA Software Defined Vehicle Dual Orin X Standard Form Factor Production Sensor Set DriveWorks Acceleration Libraries DRIVE AV Software Tools for OEM Adaptation Available Now nvidia.com/drive-hyperion 2 x NVIDIA DRIVE Orin Systems-on-a-Chip (SoCs)
- 108. OMNIVERSE REPLICATOR FOR DRIVE SIM
- 109. DRIVE AV MAP Fleet & Survey Mapping Auto Map Generation Localization & Planning, Simulation, Digital Twin
- 112. NVIDIA DRIVE CHAUFFEUR NVIDIA DRIVE CONCIERGE
- 113. NVIDIA Accelerated Computing Full Stack, 3 Chips, Data Center Scale 30 Million CUDA Downloads 150 SDKs $100 Trillion Industry Served Nemo Megatron Triton ReOpt cuQuantum cuNumeric Morpheus Metropolis Clara Holoscan Isaac Maxine DRIVE RIVA DGL Modulus Omniverse Launchpad AGX Orin Hyperion 8 Quantum-2