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BakFoo CEO Yuta Kashino discusses data science and real-time platforms

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Yuta Kashino
Yuta Kashino

機械学習ビジネス研究会 第01回

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01 2016-08-28
Yuta Kashino • BakFoo, Inc. CEO • Zope / Python • Astro Physics /Observational Cosmology • Realtime Data Platform for Enterprise
BakFoo, Inc.
BakFoo, Inc.
BakFoo, Inc. PyCon 2016 9 21 11:00 - 11:45
okcupid • 4 / 2007 • 2011 IAC $50M • • SNS • http:// dating.about.com/od/sitereviews/tp/OnlineSites.htm
okcupid+ • Dataclysm: • oktrend: • okcupid FAQ • Platform Revolution cataclysm: , …
• / + • • • LTV( •
• • • • •
• SVD Matrix Factorization Factorization Machine • •
okcupid FAQ: https://okcupid.desk.com/customer/en/ portal/articles/2458380-match-percentages---a-detailed- explanation score = 2 p (91% ⇤ 99.6%) ⇡ 95%
okcupid FAQ: https://okcupid.desk.com/customer/en/ portal/articles/2458380-match-percentages---a-detailed- explanation … = S score ± 1 S
• • : Platform Revolution Chap.2
• • • • • • • Dataclysm / oktrend
• : Dataclysm Chap.1 -
• Dataclysm Chap.1
• Dataclysm Chap.6
• Dataclysm Chap.6
• Dataclysm Chap.6
• Dataclysm Chap.7
okcupid • • • •
• • •
… • • • DB • Dataclysm A Note on the Data http://www.ee.columbia.edu/~dpwe/papers/Wang03-shazam.pdf
… http://www.ee.columbia.edu/~dpwe/papers/Wang03-shazam.pdf
• : ”Big Data In Practice”
Questions kashino@bakfoo.com @yutakashino

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