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

•

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Yuta Kashino

機械学習ビジネス研究会第01回

Business

Yuta Kashino
• BakFoo, Inc. CEO
• Zope / Python
• Astro Physics /Observational Cosmology
• Realtime Data Platform for Enterprise

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: ,
…

• 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

…
•
•
• 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

Questions
kashino@bakfoo.com
@yutakashino

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

1. 01 2016-08-28

2. Yuta Kashino • BakFoo, Inc. CEO • Zope / Python • Astro Physics /Observational Cosmology • Realtime Data Platform for Enterprise

3. BakFoo, Inc.

4. BakFoo, Inc.

5. BakFoo, Inc. PyCon 2016 9 21 11:00 - 11:45

7. okcupid • 4 / 2007 • 2011 IAC $50M • • SNS • http:// dating.about.com/od/sitereviews/tp/OnlineSites.htm

8. okcupid+ • Dataclysm: • oktrend: • okcupid FAQ • Platform Revolution cataclysm: , …

9. • / + • • • LTV( •

10. • • • • •

11. • SVD Matrix Factorization Factorization Machine • •

12. okcupid FAQ: https://okcupid.desk.com/customer/en/ portal/articles/2458380-match-percentages---a-detailed- explanation score = 2 p (91% ⇤ 99.6%) ⇡ 95%

13. okcupid FAQ: https://okcupid.desk.com/customer/en/ portal/articles/2458380-match-percentages---a-detailed- explanation … = S score ± 1 S

14. • • : Platform Revolution Chap.2

15. • • • • • • • Dataclysm / oktrend

16. • : Dataclysm Chap.1 -

17. • Dataclysm Chap.1

18. • Dataclysm Chap.6

19. • Dataclysm Chap.6

20. • Dataclysm Chap.6

21. • Dataclysm Chap.7

22. okcupid • • • •

23. • • •

24. … • • • DB • Dataclysm A Note on the Data http://www.ee.columbia.edu/~dpwe/papers/Wang03-shazam.pdf

25. … http://www.ee.columbia.edu/~dpwe/papers/Wang03-shazam.pdf

26. • : ”Big Data In Practice”

27. Questions kashino@bakfoo.com @yutakashino