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Deep learning for INTELLIGENT machines

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Page 1: Deep learning for INTELLIGENT machinesimages.nvidia.com/cn/gtc/downloads/pdf/auto/409...4 APPLICATIONS OF DEEP LEARNING Image Classification, Object Detection, Localization Face Recognition

Deep learning for INTELLIGENT machines

Page 2: Deep learning for INTELLIGENT machinesimages.nvidia.com/cn/gtc/downloads/pdf/auto/409...4 APPLICATIONS OF DEEP LEARNING Image Classification, Object Detection, Localization Face Recognition

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THE WORLD LEADER IN VISUAL COMPUTING

ENTERPRISE VIRTUALIZATION

INTELLIGENT MACHINES

HPC & CLOUD SERVICE PROVIDERS GAMING DESIGN

Page 3: Deep learning for INTELLIGENT machinesimages.nvidia.com/cn/gtc/downloads/pdf/auto/409...4 APPLICATIONS OF DEEP LEARNING Image Classification, Object Detection, Localization Face Recognition

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Page 4: Deep learning for INTELLIGENT machinesimages.nvidia.com/cn/gtc/downloads/pdf/auto/409...4 APPLICATIONS OF DEEP LEARNING Image Classification, Object Detection, Localization Face Recognition

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APPLICATIONS OF DEEP LEARNING Image Classification, Object

Detection, Localization Face Recognition Speech & Natural Language

Processing

Medical Imaging & Interpretation

Seismic Imaging & Interpretation Recommendation

Page 5: Deep learning for INTELLIGENT machinesimages.nvidia.com/cn/gtc/downloads/pdf/auto/409...4 APPLICATIONS OF DEEP LEARNING Image Classification, Object Detection, Localization Face Recognition

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39%

45%

55%

62%

66%

72% 75%

79% 83%

86%

87.5%

30%

40%

50%

60%

70%

80%

90%

100%

72%

74%

84%

88%

93%

96%

65%

70%

75%

80%

85%

90%

95%

100%

2010 2011 2012 2013 2014 2015

ImageNet Accuracy

NVIDIA GPU

AMAZING RATE OF IMPROVEMENT

Pedestrian Detection

CALTECH

65%

70%

75%

80%

85%

90%

95%

100%

11/2013 6/2014 12/2014 7/2015 1/2016

Accura

cy

CV-based DNN-based

Object Detection

KITTI

Image Recognition

IMAGENET

Top Score

NVIDIA DRIVENet

Page 6: Deep learning for INTELLIGENT machinesimages.nvidia.com/cn/gtc/downloads/pdf/auto/409...4 APPLICATIONS OF DEEP LEARNING Image Classification, Object Detection, Localization Face Recognition

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AI FOR THE AGRICULTURAL AND INDUSTRIAL SUPPLY CHAIN

Intelligent Factory

Pick and place

Complex/custom tasks

Visual inspection

Task consolidation

Dynamic reconfiguration

Collaborative robotics

Efficiency optimization

Factory simulation

Smart Operations

Infrastructure inspection

Predictive maintenance

Physical security

Logistics

Autopilot/self-driving trucks

Robot/drone delivery and support

Intelligent Warehouse

Inventory management

Bin picking

Pallet movement

Mining and Agriculture

Equipment automation

Operational safety

Page 7: Deep learning for INTELLIGENT machinesimages.nvidia.com/cn/gtc/downloads/pdf/auto/409...4 APPLICATIONS OF DEEP LEARNING Image Classification, Object Detection, Localization Face Recognition

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COMMERCIAL/INDUSTRIAL UAVS

Logistics

Warehouse automation

Package delivery

Inspection

Wind turbines

Bridges

Oil rigs

Pipelines

High-voltage power lines

Cell towers

Precision Agriculture

Planting

Spraying

Security

Enterprise security

Ad hoc security systems

Emergency Response

First Responder

Search and Rescue

Page 8: Deep learning for INTELLIGENT machinesimages.nvidia.com/cn/gtc/downloads/pdf/auto/409...4 APPLICATIONS OF DEEP LEARNING Image Classification, Object Detection, Localization Face Recognition

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Jetson TX1 AI Computer on a Module

Advanced tech for intelligent machines

Unmatched performance under 10W

Smaller than a credit card

Page 9: Deep learning for INTELLIGENT machinesimages.nvidia.com/cn/gtc/downloads/pdf/auto/409...4 APPLICATIONS OF DEEP LEARNING Image Classification, Object Detection, Localization Face Recognition

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JETSON TX1

GPU 1 TFLOP/s 256-core Maxwell

CPU 64-bit ARM A57 CPUs

Memory 4 GB LPDDR4 | 25.6 GB/s

Storage 16 GB eMMC

Wifi/BT 802.11 2x2 ac/BT Ready

Networking 1 Gigabit Ethernet

Size 50mm x 87mm

Interface 400 pin board-to-board connector

Page 10: Deep learning for INTELLIGENT machinesimages.nvidia.com/cn/gtc/downloads/pdf/auto/409...4 APPLICATIONS OF DEEP LEARNING Image Classification, Object Detection, Localization Face Recognition

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Jetson TX1 Developer Kit

Jetson TX1

Developer Board

5MP Camera

Page 11: Deep learning for INTELLIGENT machinesimages.nvidia.com/cn/gtc/downloads/pdf/auto/409...4 APPLICATIONS OF DEEP LEARNING Image Classification, Object Detection, Localization Face Recognition

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Jetpack SDK

Libraries

Developer tools

Design collateral

Developer Forum

Training and Tutorials

Ecosystem

http://developer.nvidia.com/embedded-computing

COMPREHENSIVE DEVELOPER SITE

Page 12: Deep learning for INTELLIGENT machinesimages.nvidia.com/cn/gtc/downloads/pdf/auto/409...4 APPLICATIONS OF DEEP LEARNING Image Classification, Object Detection, Localization Face Recognition

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DEEP LEARNING END-TO-END

Train

Step 1: Train

Optimize Deploy

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

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TWO DAYS TO A DEMO Get started with Deep Learning now

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

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

Page 14: Deep learning for INTELLIGENT machinesimages.nvidia.com/cn/gtc/downloads/pdf/auto/409...4 APPLICATIONS OF DEEP LEARNING Image Classification, Object Detection, Localization Face Recognition

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PARTNERSHIP Latest Technology GPU/DL Experts Global Sales & Marketing Network Training from Deep Learning Institute

INCEPTION PROGRAM

CONNECTING WITH AI STARTUPS

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

Page 15: Deep learning for INTELLIGENT machinesimages.nvidia.com/cn/gtc/downloads/pdf/auto/409...4 APPLICATIONS OF DEEP LEARNING Image Classification, Object Detection, Localization Face Recognition

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Page 16: Deep learning for INTELLIGENT machinesimages.nvidia.com/cn/gtc/downloads/pdf/auto/409...4 APPLICATIONS OF DEEP LEARNING Image Classification, Object Detection, Localization Face Recognition

THANK YOU

Page 17: Deep learning for INTELLIGENT machinesimages.nvidia.com/cn/gtc/downloads/pdf/auto/409...4 APPLICATIONS OF DEEP LEARNING Image Classification, Object Detection, Localization Face Recognition

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May 8 - 11, 2017 | Silicon Valley | #GTC17 www.gputechconf.com

CONNECT

Connect with technology experts from NVIDIA and other leading organizations

LEARN

Gain insight and valuable hands-on training through hundreds of sessions and research posters

DISCOVER

See how GPU technologies are creating amazing breakthroughs in important fields such as deep learning

INNOVATE

Hear about disruptive innovations as early-stage companies and startups present their work

Don’t miss the world’s most important event for GPU developers May 8 – 11, 2017 in Silicon Valley

JOIN THE ACTION! PRESENT A TALK, LAB OR POSTER AT GTC 2017. APPLY AT

WWW.GPUTECHCONF.COM

Page 18: Deep learning for INTELLIGENT machinesimages.nvidia.com/cn/gtc/downloads/pdf/auto/409...4 APPLICATIONS OF DEEP LEARNING Image Classification, Object Detection, Localization Face Recognition

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May 8 - 11, 2017 | Silicon Valley | #GTC17 www.gputechconf.com

CONNECT

Connect with technology experts from NVIDIA and other leading organizations

LEARN

Gain insight and valuable hands-on training through hundreds of sessions and research posters

DISCOVER

See how GPU technologies are creating amazing breakthroughs in important fields such as deep learning

INNOVATE

Hear about disruptive innovations as early-stage companies and startups present their work

Don’t miss the world’s most important event for GPU developers May 8 – 11, 2017 in Silicon Valley

JOIN THE ACTION! PRESENT A TALK, LAB OR POSTER AT GTC 2017. APPLY AT

WWW.GPUTECHCONF.COM