Deep learning for INTELLIGENT machines

Transcription

1 Deep learning for INTELLIGENT machines

2 GAMING DESIGN ENTERPRISE VIRTUALIZATION HPC & CLOUD SERVICE PROVIDERS INTELLIGENT MACHINES THE WORLD LEADER IN VISUAL COMPUTING 2

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4 APPLICATIONS OF DEEP LEARNING Image Classification, Object Detection, Localization Face Recognition Speech & Natural Language Processing Medical Imaging & Interpretation Seismic Imaging & Interpretation Recommendation 4

5 Accuracy AMAZING RATE OF IMPROVEMENT 100% Image Recognition ImageNet Accuracy IMAGENET 96% 100% Pedestrian Detection CALTECH CV-based DNN-based 100% Object Detection KITTI 95% 90% 85% 80% NVIDIA GPU 84% 88% 93% 95% 90% 85% 80% 90% 80% 70% 60% Top Score 72% 66% 62% 75% 79% 83% 86% 87.5% 75% 75% 50% 55% NVIDIA DRIVENet 70% 72% 74% 70% 40% 39% 45% 65% % 11/2013 6/ /2014 7/2015 1/ % 5

6 AI FOR THE AGRICULTURAL AND INDUSTRIAL SUPPLY CHAIN Mining and Agriculture Logistics Intelligent Factory Intelligent Warehouse Smart Operations Equipment automation Operational safety Autopilot/self-driving trucks Robot/drone delivery and support Pick and place Complex/custom tasks Visual inspection Inventory management Bin picking Pallet movement Infrastructure inspection Predictive maintenance Physical security Task consolidation Dynamic reconfiguration Collaborative robotics Efficiency optimization Factory simulation 6

7 COMMERCIAL/INDUSTRIAL UAVS Logistics Warehouse automation Package delivery Emergency Response First Responder Search and Rescue Inspection Wind turbines Bridges Oil rigs Pipelines High-voltage power lines Cell towers Precision Agriculture Planting Spraying Security Enterprise security Ad hoc security systems 7

8 Jetson TX1 AI Computer on a Module Advanced tech for intelligent machines Unmatched performance under 10W Smaller than a credit card 8

9 JETSON TX1 GPU CPU Memory Storage Wifi/BT Networking Size Interface 1 TFLOP/s 256-core Maxwell 64-bit ARM A57 CPUs 4 GB LPDDR GB/s 16 GB emmc x2 ac/bt Ready 1 Gigabit Ethernet 50mm x 87mm 400 pin board-to-board connector 9

10 Jetson TX1 Developer Kit Jetson TX1 Developer Board 5MP Camera 10

11 COMPREHENSIVE DEVELOPER SITE Jetpack SDK Libraries Developer tools Design collateral Developer Forum Training and Tutorials Ecosystem 11

12 DEEP LEARNING END-TO-END Train Optimize Deploy Step 1: Train NVIDIA DGX-1: Train your model with NVIDIA DIGITS Software on DGX-1, this highest performance training solution for DNNs TensorRT TensorRT: Dramatically speed up and reduce memory usage for your model on Jetson TX1 Jetson TX1: Deploy your model to your fleet of Jetson TX1- enabled products. Jetson TX1 is the highest performance inference solution under 10W 12

13 TWO DAYS TO A DEMO Get started with Deep Learning now In 48 hours: Train a network with your own data Optimize for the best performance Deploy to Jetson TX1 Demo your work with a live camera 13

14 INCEPTION PROGRAM CONNECTING WITH AI STARTUPS PARTNERSHIP Latest Technology GPU/DL Experts Global Sales & Marketing Network Training from Deep Learning Institute 14

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16 THANK YOU

17 May 8-11, 2017 Silicon Valley #GTC17 CONNECT LEARN DISCOVER INNOVATE Connect with technology experts from NVIDIA and other leading organizations Gain insight and valuable hands-on training through hundreds of sessions and research posters See how GPU technologies are creating amazing breakthroughs in important fields such as deep learning Hear about disruptive innovations as early-stage companies and startups present their work JOIN THE ACTION! PRESENT A TALK, LAB OR POSTER AT GTC APPLY AT Don t miss the world s most important event for GPU developers May 8 11, 2017 in Silicon Valley 17

18 May 8-11, 2017 Silicon Valley #GTC17 CONNECT LEARN DISCOVER INNOVATE Connect with technology experts from NVIDIA and other leading organizations Gain insight and valuable hands-on training through hundreds of sessions and research posters See how GPU technologies are creating amazing breakthroughs in important fields such as deep learning Hear about disruptive innovations as early-stage companies and startups present their work JOIN THE ACTION! PRESENT A TALK, LAB OR POSTER AT GTC APPLY AT Don t miss the world s most important event for GPU developers May 8 11, 2017 in Silicon Valley 18