Developers summit 2016_kansai

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Developers summit 2016_kansai

2. ?

3. Outline

9. CRISP-DM Cross Industry Standard Process for Data Mining

10. Business Understanding

11. Business Understanding

12. Data Understanding

13.

14. Data Preparation

15. Modeling

16. Cross-validation ( )

17. Evaluation

18. Deployment

19. tips

20.

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22. photo credit: RaHuL Rodriguez - http://www.flickr.com/photos/rahulrodriguez/9162677329/ CC BY-SA 2.0 - http://creativecommons.org/licenses/by-sa/2.0/  

23. photo credit: Diego Dalmaso - http://www.flickr.com/photos/diegodalmaso/3263976449/ CC BY-NC-SA 2.0 - http://creativecommons.org/licenses/by-nc-sa/2.0/

24. 1 2 3 …… • • • • NG

25. document 1 Arts Budgets Children Education Arts new film showmusic Budgets money tax millionyear

26. 1 1 3

27. photo credit: szb78 - http://www.flickr.com/photos/szb78/3973789342/ http://creativecommons.org/licenses/by-nc-nd/2.0/

28. 1 2 3 1. 2. 3. K-means

29. 1 2 1. 2.

30. Data Understanding Data Preparation

31. Evaluation 1 2 3 4 A B C

32.

33. photo credit: Diego Dalmaso - http://www.flickr.com/photos/diegodalmaso/3263976449/ CC BY-NC-SA 2.0 - http://creativecommons.org/licenses/by-nc-sa/2.0/

34.

35. • • Societas

36. Societas #1-1 #1-2 … …

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38. photo credit: szb78 - http://www.flickr.com/photos/szb78/3973789342/ http://creativecommons.org/licenses/by-nc-nd/2.0/

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41. • • • •

42.

43. Data Understanding Data Preparation

44.    