hillbig@preferred.jp

Preferred Networks, Inc.

2016/6/8 @Interop 2016

l Preferred Networks

IoT +

l

l

l

2

AutomotiveHumanoid Robot

Preferred Networks Industrial IoT AI

3

Consumer Industrial

Cloud

Device

PhotoGameText

Speech

Infrastructure

Factory Robot

Automotive

Healthcare

Smart City

Industry4.0

Industrial IoT

4

DIMo

5

DIMo

6

/

1E100E Flops1 1TB101000, 100

/

10P Flops1500010 [Baidu 2015]

100P 1E Flops10MSNPs100100PFlops11EFlops

10P) 10E Flops1 100006 [Google 2015]

/

1E100E Flops11TB1001

10PF 100EF100PF 1EF 10EF

P:Peta E:ExaF:Flops

1GB1 1TFlops

1

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l PFN

2016 5 Flops (

10 Flops, 2012 Baidu Minwa 0.6 Flops (2015)

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l

20191 DL ops, 1 DL ops /

7

8

DIMo

l +

l PFN

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9

1. GPS

2.

3.

4. vs

11

DIMo

DIMo

12/35

Industries (Partners) Industries (PFN-involved)

SensorBeeTM: stream processing engine for IoT

Machine learning Deep learning (Chainer)

Auto Manufacturing

Self-driving /ADAS

Connected

OpBmizaBon

PredicBve maintenance

Healthcare

Drug discovery

iPS cell

Retail

CRM

Ad opBmizaBon

Surveillance

AnB-crime

Tracking

Dee

p In

telli

genc

e in

-Mot

ion

(DIM

o)

StaBsBcs

Tool

s

Computer vision

Detect/Track/Recognize

Reinforcement learning

Distributed/Curriculum

Time-series RNN /

RepresentaBon

Sensor fusion

MulB-modal

AnnotaBon Hawk

Feedback/AcBon

Camera UI kanohi

Libr

arie

s

Management

12

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13

SensorBee

DIM

oSensorBee

D

IMo

()

()

DIMo (1/2)

l

l

l

l

14

DIMo (2/2)

l

l CPU, GPU

100011Mflop

15

(1/3)

(2/3)

17/35

(3/3)

18/35

(1/2) 5.0

(2/2) 4.0

FANUC

21

22

40

15

23

DIMo

l

l

NP

l

24

l

l

l

l

25

l

l

l

26

27

PFN

l

l

NP

28

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l TCRT

TCR

l T

29

Adoptive cell transfer as personalized immunotherapy for human cancer. Rosenberg SA, Restifo NP, Science 348:62-68 (2015)

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,

+

l DIMo

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30