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Introduction

Along with the development of machine learning or deep learning (deep learning) in recent years, systems using machine learning are rapidly spreading in society. On the other hand, however, various software engineering methods used in conventional IT systems have become unusable enough to say at all before a system incorporating machine learning (machine learning system) . The methodology of development, testing and operation of the machine learning system has not been established yet, and at the development site engineers are managed to surpass it by trial and error.

Based on such a situation, we think that it is necessary to establish and systematize a new paradigm which should be called "machine learning engineering" for machine learning systems. In the first half of the workshop, we will present the position and clarify the position of the participants, and in the second half we will discuss based on Open Space Technology.

Committee

Workshop execution chairperson

Kenji Morita (Preferred Networks)

Yoshioka Shinwa (NII)

Program members

Fuyuki Ishikawa (NII)

Taka Imai (LeapMind)

Hiroshi Maruyama (Preferred Networks)

Taku Doi (Level 5)

Mihisa Ota (Brainpad)

Ryosuke Yoshizaki (Kikagaku)

OST Facilitator

Yoshinobu Kawaguchi (Rakuten)

Call for paper

Important date

2018-05-25
Draft paper submission deadline
2018-06-01
Draft paper acceptance notification
2018-06-08
Final paper submission deadline

topic

  • Management method and organization theory to operate machine learning project

  • Requirement analysis, purpose design, man-hour estimation method for machine learning system

  • Collection and maintenance of efficient teacher data, pre-processing method

  • Framework, programming language, development environment for efficiently developing machine learning system

  • Architecture for designing machine learning system

  • Testing, verification, debugging, monitoring method of machine learning system

  • Platform and infrastructure supporting machine learning system, hardware

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Important Date
  • Conference Date

    Jul 01

    2018

    to

    Jul 02

    2018

  • May 25 2018

    Draft paper submission deadline

  • Jun 01 2018

    Draft Paper Acceptance Notification

  • Jun 08 2018

    Final Paper Deadline

  • Jul 02 2018

    Registration deadline