aiとiotによる産業最適化と社会問題解決

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    AAIIIIooTT

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    AI

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    AI1 19561960

    AI2 1980-1990

    2010

    Deep Learning 2006)

    IBM2011

    Google AlphaGo 2016

    2015

    AI(1956)

    2010)

    3

    AI(Artificial Intelligence)

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    AI

  • 2016 NTT DOCOMO, INC. All Rights Reserved. 5http://events.technologyreview.com/video/watch/dileep-george-vicarious-ai-work/

    Dileep George,2016

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    http://redwing-don.jugem.jp/?eid=855

    Symbol Grounding)6

    AI: Symbol Grounding(Stevan Harnad,1990

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    https://www.youtube.com/watch?v=lUV65sV8nu0

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    Siri v.s. (YouTube

    8

    Shabette-Concier Voice agent service

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    T

    AI (2011)

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    DOCOMO Repl AI (2016)

    https://www.youtube.com/watch?v=mYjo1Pxun0M

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    Amazon Echo

    20151

    2015()Amazon.com$100Amazon Echo

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    https://www.youtube.com/watch?v=24Hz9qjTDfwhttps://www.youtube.com/watch?v=24Hz9qjTDfw

    https://www.youtube.com/watch?v=24Hz9qjTDfw

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    IsingModel, Graphical Model, State Space Model, GMM,... Newton, GaussNewton, etcLevelSet, GraphCut, L0/1ADMM, etcDP, Dijkstra, A*, etc SVM, RVM, Boosting, RandomForests, DeepXXX, XXX-learning,Clustering, ...

    MRF, CRF, ... (FIT, IIT, Kalman, Particle, ... ), DCT, FFT,Wavelet, ... Time of Flight, ...

    AIAI

    (2014)https://sites.google.com/site/miru2014okayama/organizedtutorial

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    / ()

    Security HR Marketing

    ()

    AI

    /

    Pitchbook 14

    AIOT

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    (

    Amazon Picking ChallengePFN

    15

    http://www.bing.com/images/search?q=facebook+bots&view=detailv2&&id=D41801F555335A37ED99BAE88972F09E144CC935&selectedIndex=0&ccid=Xp2400MH&simid=608008516575300727&thid=OIP.M5e9db8d3430702b3b63de6d9bc3d3c05o0

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    First View&

    First View&

    AI()

    AI

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    Uber)

    /

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    Orbital Insight, Inc. Proprietary Information

    Building Height Oil Tank Farms Ag Areas and Yield Tract Housing

    Clouds & Haze Development AirplanesWater

    Courtesy:

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    NanjingPyongyang

    Courtesy:

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    AI

    Deep Learning

    ICT ICT AI

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    Web/ Twitter

    10 100

    22

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    GMM DNN

    23

  • 2016 NTT DOCOMO, INC. All Rights Reserved. 24http://image-net.org/challenges/talks/ilsvrc2015_deep_residual_learning_kaiminghe.pdf

    ILSVRC1000

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    /

    opticalCNN LSTM

    McLaughlin et al. Recurrent Convolutional Network for Video-based Person Re-Identification. CVPR 2016

    CNN RNN

    Donahue et al. Long-term Recurrent Convolutional Networks for Visual Recognition and Description. CVPR 2015

    1)CNN 2)optical ()

    Simonyan & Zisserman . Two-Stream Convolutional Networks for Action Recognition in Videos. NIPS 2014

    DQNCNN

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    1998G(2020-),B2B

    IoT

    26

    2AI(1982-1992

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    IoT

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    IOTAI

    /

    ()

    Security

    Marketing

    /

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    BI

    SaaS

    Asset

    Commodity

    Commodity?

    Insights

    Analytics/ Operation

    Data

    IoT Network

    Sensor/Device

    29

    Vertical

    Horizontal

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    IoT

    Horizontal: CISCOJasper GEPREDIX

    Vertical:

    30

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    http://www.streetline.com/

    Smart City

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    IoT = ICT + OT (Operational Technology)

    ICT+OTAI

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    McKinsey Global Institute The Internet of Things: Mapping the Value beyond the Hype (June 2015)

    33

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    http://seekingalpha.com/article/3387605-assessing-ges-software-opportunity?page=2

    GE Digital Report Line: GE Digital CEO

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    GE Digitals predix

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    suggested by H.Tamura@Re:Public

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    /)

    IoT

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    2015/9/30-2016/9/30

    2

    12 10 UTM

    7

    $1M50)

    9

    12

    1DroneVC

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    5005000

    200

    10

    510

    COOP

    COOP

    COOP

    3002000

    1220

    1330

  • 2016 NTT DOCOMO, INC. All rights reserved.44https://youtu.be/g-VghIDAHBg

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    Iwaya

    Manifacturing

    docomoMarketing Product

    Bitech Electronics

    Production Management

    Moore Doll

    IoT Engineering

    45

  • 2016 NTT DOCOMO, INC. All rights reserved.46https://youtu.be/n_t14Nb1qfk

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    Smart Parking System

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    Small Team of 10 from DOCOMO, xtone, Yukai Engineering

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    IoT+AI

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    50

    https://pic.prepics-cdn.com/05cf16ef457bd/51222854.png

    AI

    https://pic.prepics-cdn.com/greeeen0513/32330935.jpeg

    AI

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    IoT

    ICT

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    IoT

    ICT

    d

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    IoT + AI

    IoT = ICT + OT (Operational Technology)