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活动简介

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.

组委会

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)

征稿信息

重要日期

2018-05-25
初稿截稿日期
2018-06-01
初稿录用日期
2018-06-08
终稿截稿日期

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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重要日期
  • 会议日期

    07月01日

    2018

    07月02日

    2018

  • 05月25日 2018

    初稿截稿日期

  • 06月01日 2018

    初稿录用通知日期

  • 06月08日 2018

    终稿截稿日期

  • 07月02日 2018

    注册截止日期

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