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Markus Weber SC16 - November 2016 SUPERCHARGE DEEP LEARNING WITH DGX-1

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Page 1: SUPERCHARGE DEEP LEARNING WITH DGX-1...Flickr Google iFLYTEK iQIYI JD.com Orange Periscope Pinterest Qihoo 360 Shazam Skype Sogou Twitter Yahoo Supermarket Yandex Yelp Hand-coded CV

Markus Weber

SC16 - November 2016

SUPERCHARGE DEEP LEARNING WITH DGX-1

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GE Revolution — The GPU choice when it really matters

The processor of #1 U.S. supercomputer and 9 of 10 of world’s most energy-efficient supercomputers

DGX-1: World’s 1st Deep Learning Supercomputer — The deep learning platform for AI researchers worldwide

100M NVIDIA GeForce Gamers — The world’s largest gaming platform

Pioneering AI computing for self-driving cars

NVIDIA Pioneered GPU Computing | Founded 1993 | $7B | 9,500 Employees

The visualization platform of every car company and movie studio

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GPU Computing

NVIDIA Computing for the Most Demanding Users

Computing Human Imagination

Computing Human Intelligence

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DEEP LEARNING — A NEW COMPUTING MODEL

“Software that writes software”

“little girl is eating

piece of cake"

LEARNING

ALGORITHM

“millions of trillions

of FLOPS”

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72%

74%

84%

88%

93%

96%

2010 2011 2012 2013 2014 2015

“SUPERHUMAN” RESULTS SPARK HYPERSCALE ADOPTION

Deep Learning

ImageNet — Accuracy %

Cloud Services with AI Powered by NVIDIA

Alibaba/Aliyun Amazon Baidu eBay Facebook

Flickr Google iFLYTEK iQIYI JD.com

Orange Periscope Pinterest Qihoo 360 Shazam

Skype Sogou Twitter Yahoo Supermarket Yandex Yelp Hand-coded CV

Human

74% 76%

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NVIDIA DGX-1 IN ACTION Deep Learning and AI Analytics Users

Pedestrian Detection

Lane Tracking

Fraud/Anomaly Detection

Risk Analysis

Trading algorithms

Face Detection

Video Surveillance

Graph Analytics

Video Search

Speech Recognition

Sentiment Analysis Recommendation

Image Classification

A.I. Research

Speech Processing

Source: Bloomberg

Automotive Financial Services Government/Defense

Healthcare Higher Education/Research A.I. Start-ups

Cancer Cell Detection

Disease Identification

Drug Discovery

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IDENTIFYING DEEP LEARNING OPPORTUNITIES

• Data types: Are you dealing with massive amounts of data in the form of images, videos, speech and text?

• Deep Learning uses deep neural networks to gobble up vast quantities of data, such as images, videos, speech and text, to learn to recognize patterns.

• Applications: Are you using signal-processing, image-processing or accelerated analytics applications?

• These applications can benefit from using Deep Learning, which is suited to solve problems like speech recognition and image classification.

• Are you developing or training deep learning models?

Data Types and Applications

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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

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“FIVE MIRACLES”

16nm FinFET Pascal Architecture CoWoS with HBM2 New AI Algorithms NVLink

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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

NVIDIA DGX-1 VALUE PROP: SOFTWARE STACK

Fully integrated Deep Learning platform

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DGX-1 VALUE PROP: CONTAINER LAUNCH FLOW Customer data stays on premise

Web Browser

Node Management

User Authentication

Docker Image push/pull

Scheduler UI

HW/SW Metrics

LOCAL LAN

All Application Data

NFS Storage

DIGITS UI

Interactive Sessions

compute.nvidia.com 1. User schedules containers to run

3. User interacts with application

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USERS OF NVIDIA DGX-1

Why use NVIDIA DGX-1?

• Reduce DL training time

• Analyze and visualize vast amount of data

• Accelerate deep learning frameworks

• Design more sophisticated neural networks

Data Scientists & AI Researchers

Why buy NVIDIA DGX-1?

• Extract actionable insights

• Create new business opportunities

• Turn huge amounts of data into extreme value

CIO, CTO, CMO, Line Of Business (LOB)

Why add NVIDIA DGX-1 into your datacenter?

• Cut infrastructure footprint by 250x and reduce cost by 20x

• Reduce power and cooling costs

• Save installation and configuration time

IT Directors & Managers

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0X

4X

8X

12X

16X

GeForce® GTX TITAN X GeForce® GTX 1080 Tesla® P100 DIGITS™ DevBox (4X GeForce® GTX Titan X)

Quadro® VCA (8X Quadro®M6000)

DGX-1™ (8X Tesla® P100)

Rela

tive T

rain

ing P

erf

orm

ance

ResNet Inception v3 AlexNet vgg MSR

DGX-1 VALUE PROP: A LEAGUE OF ITS OWN

Caffe on DeepMark. GeForce TITAN X and GTX 1080 system: Intel Core i7-5930K @ 3.5 GHz, 64 GB System Memory | Tesla P100 (SXM2) system: Dual CPU server, Intel E5-2698 v4 @ 2.2 GHz, 256 GB System Memory

1X

GeForce GTX TITAN X GeForce GTX 1080 Tesla P100 DIGITS DevBox (4X GeForce GTX TITAN X)

Quadro VCA (8X Quadro M6000)

DGX-1 (8X Tesla P100)

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NVIDIA DGX-1 — $129K

250 NODE HPC SUPERCOMPUTER-IN-A-BOX

# Servers 250

Cost per server $9,000

IB cost per node $1,000

Total value $2.5M

and more… 100X less power,

smaller footprint,

less DC space…

Easier to manage

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SAMPLE DGX-1 CUSTOMERS

OpenAI

Mass General

NYU

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NVIDIA DEEP LEARNING EVERYWHERE, EVERY PLATFORM

TITAN X Available via etail in

200+ countries

DGX-1 The AI Supercomputer for

instant productivity

TESLA Servers in every shape and size

CLOUD Everywhere

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NVIDIA EXPERTISE AT EVERY STEP

Solution Architects Global Network

of Partners Deep Learning

Institute GTC

Conferences

1:1 support

Network training setup

Network optimization

Certified expert instructors

Worldwide workshops

Online courses

Epicenter of industry leaders

Onsite training

Global reach

NVIDIA Partner Network

OEMs

Startups

Need image

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DGX-1 — THE ESSENTIAL TOOL OF DEEP LEARNING SCIENTISTS

The platform of AI pioneers

Reduce training time from weeks to days

250 node HPC Supercomputer-in-a-Box

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Deep Learning is a massive opportunity

Data Scientist productivity is vital

NVIDIA is the choice of the deep learning world

DGX-1 is ‎fast, instantly productive

NVIDIA DGX-1 The Essential Tool of

Deep Learning Scientists

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