Deep learning for INTELLIGENT machines

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Transcription:

Deep learning for INTELLIGENT machines

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

3

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

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% 2010 2011 2012 2013 2014 2015 65% 11/2013 6/2014 12/2014 7/2015 1/2016 30% 5

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

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

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

JETSON TX1 GPU CPU Memory Storage Wifi/BT Networking Size Interface 1 TFLOP/s 256-core Maxwell 64-bit ARM A57 CPUs 4 GB LPDDR4 25.6 GB/s 16 GB emmc 802.11 2x2 ac/bt Ready 1 Gigabit Ethernet 50mm x 87mm 400 pin board-to-board connector 9

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

COMPREHENSIVE DEVELOPER SITE Jetpack SDK Libraries Developer tools Design collateral Developer Forum Training and Tutorials Ecosystem http://developer.nvidia.com/embedded-computing 11

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

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 http://info.nvidianews.com/inception-startups-program.html 13

INCEPTION PROGRAM CONNECTING WITH AI STARTUPS PARTNERSHIP Latest Technology GPU/DL Experts Global Sales & Marketing Network Training from Deep Learning Institute http://info.nvidianews.com/inception-startups-program.html 14

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THANK YOU

May 8-11, 2017 Silicon Valley #GTC17 www.gputechconf.com 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 2017. APPLY AT WWW.GPUTECHCONF.COM Don t miss the world s most important event for GPU developers May 8 11, 2017 in Silicon Valley 17

May 8-11, 2017 Silicon Valley #GTC17 www.gputechconf.com 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 2017. APPLY AT WWW.GPUTECHCONF.COM Don t miss the world s most important event for GPU developers May 8 11, 2017 in Silicon Valley 18