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1 HEALTH INNOVATION DRIVEN BY COMPUTING Abdul Hamid Al Halabi WW Business Development Lead, Healthcare & Life Sciences MICCAI - 2016

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Page 1: HEALTH INNOVATION DRIVEN BY COMPUTINGdlmia2/NVIDIA_MICCAI_2016.pdf6 11/2013 9/2014 7/2015 12/2015 12 DEEP LEARNING PERFORMANCE 60X IN 3 YEARS e AlexNet training throughput on: CPU:

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HEALTH INNOVATION DRIVEN BY COMPUTING

Abdul Hamid Al Halabi

WW Business Development Lead,

Healthcare & Life Sciences MICCAI - 2016

Page 2: HEALTH INNOVATION DRIVEN BY COMPUTINGdlmia2/NVIDIA_MICCAI_2016.pdf6 11/2013 9/2014 7/2015 12/2015 12 DEEP LEARNING PERFORMANCE 60X IN 3 YEARS e AlexNet training throughput on: CPU:

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AI IS EVERYWHERE

Transportation Healthcare Society

Page 3: HEALTH INNOVATION DRIVEN BY COMPUTINGdlmia2/NVIDIA_MICCAI_2016.pdf6 11/2013 9/2014 7/2015 12/2015 12 DEEP LEARNING PERFORMANCE 60X IN 3 YEARS e AlexNet training throughput on: CPU:

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Page 4: HEALTH INNOVATION DRIVEN BY COMPUTINGdlmia2/NVIDIA_MICCAI_2016.pdf6 11/2013 9/2014 7/2015 12/2015 12 DEEP LEARNING PERFORMANCE 60X IN 3 YEARS e AlexNet training throughput on: CPU:

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DEEP LEARNING ACROSS HEALTHCARE

Life Sciences & Drug Development

Genomics Medical Imaging & Electronic Health Records

Page 5: HEALTH INNOVATION DRIVEN BY COMPUTINGdlmia2/NVIDIA_MICCAI_2016.pdf6 11/2013 9/2014 7/2015 12/2015 12 DEEP LEARNING PERFORMANCE 60X IN 3 YEARS e AlexNet training throughput on: CPU:

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NVIDIA DGX-1 AI Supercomputer-in-a-Box

170 TFLOPS | 8x Tesla P100 16GB | NVLink Hybrid Cube Mesh

2x Xeon | 8 TB RAID 0 | Quad IB 100Gbps, Dual 10GbE | 3U — 3200W

Page 6: HEALTH INNOVATION DRIVEN BY COMPUTINGdlmia2/NVIDIA_MICCAI_2016.pdf6 11/2013 9/2014 7/2015 12/2015 12 DEEP LEARNING PERFORMANCE 60X IN 3 YEARS e AlexNet training throughput on: CPU:

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Instant productivity — plug-and-play, supports every AI framework Performance optimized across the entire stack Always up-to-date via the cloud Mixed framework environments —containerized Direct access to NVIDIA experts

DGX STACK Fully integrated Deep Learning platform

Page 7: HEALTH INNOVATION DRIVEN BY COMPUTINGdlmia2/NVIDIA_MICCAI_2016.pdf6 11/2013 9/2014 7/2015 12/2015 12 DEEP LEARNING PERFORMANCE 60X IN 3 YEARS e AlexNet training throughput on: CPU:

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NVIDIA DIGITS Interactive Deep Learning GPU Training System

Test Image

Monitor Progress Configure DNN Process Data Visualize Layers

developer.nvidia.com/digits

Page 8: HEALTH INNOVATION DRIVEN BY COMPUTINGdlmia2/NVIDIA_MICCAI_2016.pdf6 11/2013 9/2014 7/2015 12/2015 12 DEEP LEARNING PERFORMANCE 60X IN 3 YEARS e AlexNet training throughput on: CPU:

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DIGITS FOR MEDICAL IMAGING

DETECTION SEGMENTATION CLASSIFICATION

Page 9: HEALTH INNOVATION DRIVEN BY COMPUTINGdlmia2/NVIDIA_MICCAI_2016.pdf6 11/2013 9/2014 7/2015 12/2015 12 DEEP LEARNING PERFORMANCE 60X IN 3 YEARS e AlexNet training throughput on: CPU:

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FUTURE OF DEEP LEARNING

Complex Architectures Data Real Time Everywhere

Page 10: HEALTH INNOVATION DRIVEN BY COMPUTINGdlmia2/NVIDIA_MICCAI_2016.pdf6 11/2013 9/2014 7/2015 12/2015 12 DEEP LEARNING PERFORMANCE 60X IN 3 YEARS e AlexNet training throughput on: CPU:

10 NVIDIA CONFIDENTIAL. INTERNAL USE ONLY.

GPU Roadmap SG

EM

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2012 2014 2008 2010 2016

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2018

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Tesla Fermi

Kepler

Maxwell

Pascal Mixed Precision 3D Memory NVLink

Volta

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CUDA BOOSTS DEEP LEARNING PERFORMANCE 5X IN 2 YEARS

Perf

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AlexNet training throughput based on 20 iterations, CPU: 1x E5-2680v3 12 Core 2.5GHz. 128GB System Memory, Ubuntu 14.04

Caffe Performance

K40

K40+cuDNN1

M40+cuDNN3

M40+cuDNN4

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Page 12: HEALTH INNOVATION DRIVEN BY COMPUTINGdlmia2/NVIDIA_MICCAI_2016.pdf6 11/2013 9/2014 7/2015 12/2015 12 DEEP LEARNING PERFORMANCE 60X IN 3 YEARS e AlexNet training throughput on: CPU:

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DEEP LEARNING PERFORMANCE 60X IN 3 YEARS P

erf

orm

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AlexNet training throughput on: CPU: 1x E5-2680v3 12 Core 2.5GHz. 128GB System Memory, Ubuntu 14.04 M40 bar: 8x M40 GPUs in a node, P100: 8x P100 NVLink-enabled

Page 13: HEALTH INNOVATION DRIVEN BY COMPUTINGdlmia2/NVIDIA_MICCAI_2016.pdf6 11/2013 9/2014 7/2015 12/2015 12 DEEP LEARNING PERFORMANCE 60X IN 3 YEARS e AlexNet training throughput on: CPU:

CLICK TO EDIT MASTER TITLE STYLE

Click to edit Master text styles

Second level

Click to edit Master text styles DEEP LEARNING EMPOWERING HEALTHCARE See the latest AI research in healthcare - from genomics and medical imaging to drug discovery. You’ll learn about the state of the art deep learning techniques used in healthcare.

October 26 – 27, 2016 | Washington D.C.

JOEL DUDLEY

MOUNT SINAI

Associate Professor and Director

RONALD SUMMERS

NIH RADIOLOGY

Senior Investigator & Director

Andrew Beck

Harvard

Associate Professor & Director

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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

Submission Deadlines:

Talks: November 20, 2016

Posters: January 15, 2017

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15 Abdul Hamid Al Halabi

[email protected] MICCAI - 2016