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分析革命がもたらすビッグデータの世界@Cloudera World Tokyo 2014

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Cloudera World Tokyo 2014にてRevolution R Enterpriseのご紹介をいたしました。

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分析革命がもたらすビッグデータの世界@Cloudera World Tokyo 2014

  1. 1. ศᯒ㠉࿨䛜䜒䛯䜙䛩䝡䝑䜾䝕䞊䝍䛾ୡ⏺ ᰴᘧ఍♫KSK䜰䝘䝸䝔䜱䜽䝇 2014ᖺ11᭶6᪥ 䝕䞊䝍䜰䝘䝸䝇䝖䚷໭ᓥ䚷⪽ cloudera World Tokyo 2014
  2. 2. 1993ᖺ ஧ே䛾኱Ꮫᩍᤵ䚸Robert Gentleman䛸 Ross Ihaka䛜㛤Ⓨ㛤ጞ 䜸䞊䝥䞁䝋䞊䝇R © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  3. 3. 1993ᖺ ஧ே䛾኱Ꮫᩍᤵ䚸Robert Gentleman䛸 Ross Ihaka䛜㛤Ⓨ㛤ጞ 2000ᖺ Version 1.0䛾䝸䝸䞊䝇㻌 䜸䞊䝥䞁䝋䞊䝇R © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  4. 4. 1993ᖺ ஧ே䛾኱Ꮫᩍᤵ䚸Robert Gentleman䛸 Ross Ihaka䛜㛤Ⓨ㛤ጞ 2000ᖺ Version 1.0䛾䝸䝸䞊䝇㻌 ⌧ᅾ䠄2014ᖺ11᭶䠅 Version 3.1.2䛾䝸䝸䞊䝇 䝟䝑䜿䞊䝆ᩘ䜒ከ䛟䛂R䛷ฟ᮶䛺䛔ศᯒ䛿↓䛔䛃䚸 ୡ⏺୰䛾R฼⏝⪅䛿250୓ே௨ୖ䚸䛸ゝ䜟䜜䜛 䜋䛹䛻ᡂ㛗 䜸䞊䝥䞁䝋䞊䝇R © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  5. 5. ୡ⏺䛷᭱䜒౑䜟䜜䛶䛔䜛ศᯒ䝋䝣䝖 © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner www.rexeranalyBcs.com
  6. 6. ୡ⏺䛷᭱䜒౑䜟䜜䛶䛔䜛ศᯒ䝋䝣䝖 © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner www.rexeranalyBcs.com
  7. 7. ୡ⏺䛷᭱䜒౑䜟䜜䛶䛔䜛ศᯒ䝋䝣䝖 R䛳䛶䛔䛴䛛䜙 䛭䜣䛺䛻౑䜟䜜䛶䜛䛾䠛 © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner www.rexeranalyBcs.com
  8. 8. ศᯒ⪅䛾R฼⏝⋡䛿ቑຍഴྥ © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  9. 9. ศᯒ⪅䛾R฼⏝⋡䛿ቑຍഴྥ © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  10. 10. ศᯒ⪅䛾R฼⏝⋡䛿ቑຍഴྥ ศᯒ⪅䛾୰䛷R䛾 ฼⏝⪅䛿70% © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  11. 11. ศᯒ⪅䛾R฼⏝⋡䛿ቑຍഴྥ © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  12. 12. ศᯒ⪅䛾R฼⏝⋡䛿ቑຍഴྥ ㏆ᖺ䛾ቑຍ⋡䛜≉䛻䛩䛤䛔 © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  13. 13. ศᯒ⪅䛾R฼⏝⋡䛿ቑຍഴྥ © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  14. 14. ศᯒ⪅䛾R฼⏝⋡䛿ቑຍഴྥ © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  15. 15. ศᯒ⪅䛾R฼⏝⋡䛿ቑຍഴྥ © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner ศᯒ⪅䛾24%䛜R䜢 䝯䜲䞁䝒䞊䝹䛸䛧䛶฼⏝
  16. 16. ฼⏝ྍ⬟䛺䝟䝑䜿䞊䝆ᩘ䛿ቑຍഴྥ hPp://r4stats.com/© KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner arBcles/popularity/
  17. 17. ฼⏝ྍ⬟䛺䝟䝑䜿䞊䝆ᩘ䛿ቑຍഴྥ hPp://r4stats.com/arBcles/popularity/ © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner 5,846 䠄2014ᖺ11᭶⌧ᅾ䠅 nrow(available.packages())
  18. 18. ฼⏝ྍ⬟䛺䝟䝑䜿䞊䝆ᩘ䛿ቑຍഴྥ hPp://r4stats.com/arBcles/popularity/ © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner 5,846 䠄2014ᖺ11᭶⌧ᅾ䠅 nrow(available.packages()) ᣦᩘ㛵ᩘⓗ䛻ቑຍ୰
  19. 19. 䝟䝑䜿䞊䝆䛷ᵝ䚻䛺ศᯒ䛜ྍ⬟䛻 hPp://www.maths.lancs.ac.uk/~rowlings/R/TaskViews/ © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  20. 20. 䝟䝑䜿䞊䝆䛷Hadoop䜒 hPps://github.© KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner com/RevoluBonAnalyBcs
  21. 21. 䝥䝻䜾䝷䝭䞁䜾ゝㄒ䛾ேẼ䝷䞁䜻䞁䜾䜢ㄪᰝ 䠄䜹䝔䝂䝸䞊䜢䛂ศᯒ䛃䛻≉໬䛧䛶䛔䛺䛔ㄪᰝ䛷䛩䠅 䛂X programming䛃㻌䛾᳨⣴ᩘ䜢ᣦᶆ໬䚷䈜X䛻䛿䝥䝻䜾䝷䝭䞁䜾ゝㄒྡ䛜ධ䜛䚹 Google᳨⣴䚸Google䝖䝺䞁䝗䜔TwiPer, GitHub, Stack Overflow䛺䛹10䛾䝋䞊䝇 䜢⏝䛔䛶ᐈほⓗ䛻䝥䝻䜾䝷䝭䞁䜾ゝㄒ䛾ேẼ䜢ㄪᰝ䛧䛶䛔䜛 hPp://spectrum.ieee.org/staBc/interacBve-­‐the-­‐top-­‐programming-­‐languages © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  22. 22. 䝥䝻䜾䝷䝭䞁䜾ゝㄒ䛾ேẼ䝷䞁䜻䞁䜾䜢ㄪᰝ hPp://spectrum.ieee.org/staBc/interacBve-­‐the-­‐top-­‐programming-­‐languages © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  23. 23. 䝥䝻䜾䝷䝭䞁䜾ゝㄒ䛾ேẼ䝷䞁䜻䞁䜾䜢ㄪᰝ hPp://spectrum.ieee.org/staBc/interacBve-­‐the-­‐top-­‐programming-­‐languages © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  24. 24. 䝥䝻䜾䝷䝭䞁䜾ゝㄒ䛾ேẼ䝷䞁䜻䞁䜾䜢ㄪᰝ hPp://spectrum.ieee.org/staBc/interacBve-­‐the-­‐top-­‐programming-­‐languages © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner R䛿➨9఩䛻䝷䞁䜽䜲䞁
  25. 25. 䝥䝻䜾䝷䝭䞁䜾ゝㄒ䛾ேẼ䝷䞁䜻䞁䜾䜢ㄪᰝ hPp://spectrum.ieee.org/staBc/interacBve-­‐the-­‐top-­‐programming-­‐languages © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  26. 26. 䝥䝻䜾䝷䝭䞁䜾ゝㄒ䛾ேẼ䝷䞁䜻䞁䜾䜢ㄪᰝ R䛸ྠ䛨䜹䝔䝂䝸䞊䛻ศ㢮䛥䜜䜛 SAS䛸ẚ㍑䛧䛶䜒ேẼ䛾㧗䛥䛜ఛ䛘䜛 hPp://spectrum.ieee.org/staBc/interacBve-­‐the-­‐top-­‐programming-­‐languages © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  27. 27. ୍᪉䚸䝡䝑䜾䝕䞊䝍䛾ୡ⏺䛿䞉䞉䞉 © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  28. 28. hPp://www.datacenterjournal.com/it/birth-­‐death-­‐big-­‐data/ © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  29. 29. hPp://www.datacenterjournal.com/it/birth-­‐death-­‐big-­‐data/ © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  30. 30. hPp://www.datacenterjournal.com/it/birth-­‐death-­‐big-­‐data/ © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  31. 31. hPp://www.datacenterjournal.com/it/birth-­‐death-­‐big-­‐data/ © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  32. 32. ᆅ⌫ୖ䛾䛩䜉䛶䛾ே䛻5000GB䜢 ㉸䛘䜛᝟ሗ㔞䛜䛒䜛᫬௦ hPp://www.datacenterjournal.com/it/birth-­‐death-­‐big-­‐data/ © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  33. 33. 䜂䛯䛩䜙ቑ䛘䛶䛔䛟䞉䞉䞉 © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  34. 34. 䜂䛯䛩䜙ቑ䛘䛶䛔䛟䞉䞉䞉 2010ᖺ䛾య㔜䛜123kg䛰䛸䛩䜜䜀䚸 2020ᖺ䛻䛿4000kg(4䝖䞁)䛻䛺䜛 © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  35. 35. ศᯒ⪅䜔ศᯒᴗົ䜒ቑ䛘䛶䛝䛯䛾䛻䞉䞉䞉 © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  36. 36. 䚷䚷䚷䛿ᵝ䚻䛺ศᯒ䛜䛷䛝䛶䚸 ⣲ᬕ䜙䛧䛔䛡䜜䛹䞉䞉䞉 © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  37. 37. 䚷䚷䚷䛿ᵝ䚻䛺ศᯒ䛜䛷䛝䛶䚸 ⣲ᬕ䜙䛧䛔䛡䜜䛹䞉䞉䞉 䝡䝑䜾䝕䞊䝍䛻䛺䜛䛸䞉䞉䞉 © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  38. 38. 㔜䛔 © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  39. 39. 䛛䛺䜚ᚲṚ 㔜䛔 © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  40. 40. 䛛䛺䜚ᚲṚ ᐇ⾜㏿ᗘ䛜㔜䛔 ኱つᶍ䝕䞊䝍䛜㔜䛔 䞉䞉䞉䛸䛔䛖䛛ᢅ䛘䛺䛔 © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  41. 41. ศᯒ㠉࿨䛜䜒䛯䜙䛩䝡䝑䜾䝕䞊䝍䛾ୡ⏺
  42. 42. 䈜GLM䠖୍⯡໬⥺ᙧ䝰䝕䝹 䝕䞊䝍௳ᩘ ኱つᶍ䝕䞊䝍䛾ᐇ⾜㏿ᗘ䜢ẚ㍑ ᫬㛫䠄⛊䠅 © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  43. 43. 䈜GLM䠖୍⯡໬⥺ᙧ䝰䝕䝹 䝕䞊䝍௳ᩘ ኱つᶍ䝕䞊䝍䛾ᐇ⾜㏿ᗘ䜢ẚ㍑ ᫬㛫䠄⛊䠅 © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  44. 44. 䈜GLM䠖୍⯡໬⥺ᙧ䝰䝕䝹 ኱つᶍ䝕䞊䝍䛾ᐇ⾜㏿ᗘ䜢ẚ㍑ 䜸䞊䝥䞁䝋䞊䝇R䛿䝕䞊䝍௳ᩘ䛜25୓௳䛷⣙80⛊ 䝕䞊䝍௳ᩘ ᫬㛫䠄⛊䠅 © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  45. 45. 䈜GLM䠖୍⯡໬⥺ᙧ䝰䝕䝹 䝕䞊䝍௳ᩘ ኱つᶍ䝕䞊䝍䛾ᐇ⾜㏿ᗘ䜢ẚ㍑ ᫬㛫䠄⛊䠅 © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  46. 46. 䈜GLM䠖୍⯡໬⥺ᙧ䝰䝕䝹 ኱つᶍ䝕䞊䝍䛾ᐇ⾜㏿ᗘ䜢ẚ㍑ 䝺䝪䝸䝳䞊䝅䝵䞁R䛿䝕䞊䝍௳ᩘ䛜500୓௳䛷10⛊௨ୗ 䝕䞊䝍௳ᩘ ᫬㛫䠄⛊䠅 © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  47. 47. 䈜GLM䠖୍⯡໬⥺ᙧ䝰䝕䝹 ኱つᶍ䝕䞊䝍䛾ᐇ⾜㏿ᗘ䜢ẚ㍑ 䝺䝪䝸䝳䞊䝅䝵䞁R䛿䝕䞊䝍௳ᩘ䛜500୓௳䛷10⛊௨ୗ 䝕䞊䝍௳ᩘ ᫬㛫䠄⛊䠅 © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  48. 48. 䈜GLM䠖୍⯡໬⥺ᙧ䝰䝕䝹 ኱つᶍ䝕䞊䝍䛾ᐇ⾜㏿ᗘ䜢ẚ㍑ 䝺䝪䝸䝳䞊䝅䝵䞁R䛿䝕䞊䝍௳ᩘ䛜500୓௳䛷10⛊௨ୗ 䝕䞊䝍௳ᩘ ᫬㛫䠄⛊䠅 䛧䛛䜒䚸䝯䝰䝸8GB䛾ᬑ㏻䛾䝜䞊䝖PC䛷 © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  49. 49. 㻾䝴䞊䝄䞊䛷䛒䜜䜀⛣⾜䛿䝇䝮䞊䝈 䜸䞊䝥䞁䝋䞊䝇R䛾グ㍕౛ 䝺䝪䝸䝳䞊䝅䝵䞁R䠄ScaleR)䛾グ㍕౛ ᪤Ꮡ䛾R䝴䞊䝄䞊䛻䛸䛳䛶䛿䚸 ᪂䛧䛔䝟䝑䜿䞊䝆䜢౑䛖ឤぬ䛷䛩
  50. 50. 䝕䞊䝍ຍᕤ ScaleR䛾ᑐᛂ䛧䛶䛔䜛ᶵ⬟ § 䝕䞊䝍䛾ㄞ䜏㎸䜏䠄SAS, SPSS, OBDC᥋⥆䛺䛹䠅 § ኚᩘసᡂ䚸ኚ᥮ § ኚᩘಖᏑ䚸Factorኚᩘฎ⌮ § Ḟᦆ್ฎ⌮ § ୪䜃᭰䛘䚸䝕䞊䝍⤖ྜ䚸ศ๭ § 䜹䝔䝂䝸䞊ẖ䛾₇⟬㻌(ᖹᆒ䜔ྜィ䛺䛹) ᇶ♏⤫ィ § ᭱ᑠ,᭱኱,ᖹᆒ,୰ኸ್ § ᅄศ఩ § ᶆ‽೫ᕪ § ศᩓ § ┦㛵ಀᩘ § ඹศᩓ § ᖹ᪉࿴ § 䝸䝇䜽䞉䜸䝑䝈ẚ § 䜽䝻䝇㞟ィ䛚䜘䜃䛭䛾䝃䝬䝸䞊ฟຊ ᳨ᐃ § 䜹䜲஧஌᳨ᐃ § 䜿䞁䝗䞊䝹䛾㡰఩┦㛵 § 䝣䜱䝑䝅䝱䞊䛾ṇ☜☜⋡᳨ᐃ § T᳨ᐃ䠄Student’s t-­‐Test䠅 䝃䞁䝥䝸䞁䜾 § 䝃䝤䝃䞁䝥䝸䞁䜾䠄⾜䝕䞊䝍䛚䜘䜃ኚᩘ䠅 § 䝷䞁䝎䝮䝃䞁䝥䝹 ண 䝰䝕䝹 § ᖹ᪉࿴ § 㔜ᅇᖐศᯒ § ୍⯡໬⥺ᙧ䝰䝕䝹䠄GLM䠅family䝟䝷䝯䞊䝍䛾ᣦᐃ䠖 binomial, Gaussian, inverse Gaussian, Poisson, Tweedie. Standard link funcBons: cauchit, idenBty, log, logit, probit䚸䝴䞊䝄䞊ᐃ⩏䜔䝸䞁䜽ᶵ⬟ § ศᩓඹศᩓ⾜ิ䚸┦㛵⾜ิ § 䝻䝆䝇䝔䜱䝑䜽ᅇᖐ § ศ㢮ᮌ䚸ᅇᖐᮌ § ண 䚸䝇䝁䜰䝸䞁䜾䝰䝕䝹 § ṧᕪ © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner ኚᩘ㑅ᢥ § 䝇䝔䝑䝥䝽䜲䝈ᅇᖐ 䝅䝭䝳䝺䞊䝅䝵䞁 § 䝅䝭䝳䝺䞊䝅䝵䞁 (౛㻌䝰䞁䝔䜹䝹䝻) § 䝟䝷䝺䝹䝷䞁䝎䝮䝘䞁䝞䞊䝆䜵䝛䝺䞊䝍 䜽䝷䝇䝍䞊ศᯒ § K-­‐Means ศ㢮 § Ỵᐃᮌ § 䝷䞁䝎䝮䝣䜷䝺䝇䝖 䝁䞁䝡䝛䞊䝅䝵䞁 rxDataStep䛸rxExec䛷open source R䛸 RevoluBon R Enterprise䜢㐃ᦠ䛷䛝䜛
  51. 51. Hadoop⎔ቃ䛷䛾ᐇ⾜ 䝕䞊䝍䝧䞊䝇ෆᐇ⾜ ୪ิ䝴䞊䝄䞊䝁䞊䝗 ୪ิศᩓฎ⌮ ୪ิฎ⌮ 䝬䝹䝏䝇䝺䝑䝗ᐇ⾜ ᭱㐺䛺䝯䝰䝸⟶⌮ ᩘ್₇⟬䝷䜲䝤䝷䝸䞊 R+CRAN ScaleR ScaleR ScaleR ScaleR DistributedR DistributedR DistributedR Revolution R Open䠄↓ᩱ䠅 䜸䞊䝥䞁䝋䞊䝇䚷R 䝕䞊䝍㔞䞉ศᯒ ㏿ᗘ䛻ᑐ䛩䜛 䝟䝣䜷䞊䝬䞁䝇 © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  52. 52. 䝡䝑䜾䝕䞊䝍䛾ୡ⏺ Hadoop⎔ቃ䛷䛾ᐇ⾜ 䝕䞊䝍䝧䞊䝇ෆᐇ⾜ ୪ิ䝴䞊䝄䞊䝁䞊䝗 ୪ิศᩓฎ⌮ ୪ิฎ⌮ 䝬䝹䝏䝇䝺䝑䝗ᐇ⾜ ᭱㐺䛺䝯䝰䝸⟶⌮ ᩘ್₇⟬䝷䜲䝤䝷䝸䞊 R+CRAN ScaleR ScaleR ScaleR ScaleR DistributedR DistributedR DistributedR Revolution R Open䠄↓ᩱ䠅 䜸䞊䝥䞁䝋䞊䝇䚷R 䝕䞊䝍㔞䞉ศᯒ ㏿ᗘ䛻ᑐ䛩䜛 䝟䝣䜷䞊䝬䞁䝇 © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  53. 53. © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  54. 54. Java䛾Map-­‐Reduce䛷ᅇᖐศᯒ Data setup Mapper Reducer ⣙100⾜䛾Java䝁䞊䝗 䠄䝉䝑䝖䜰䝑䝥䜒ྵ䜐䠅 © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  55. 55. RevoluBon R Enterprise䛷ᅇᖐศᯒ R䛾ᐇ⾜䛿䛯䛳䛯2⾜ © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner 䠄Hadoop⎔ቃ䠅
  56. 56. Complex Basic analyBcs RRE with Hadoop © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  57. 57. Complex Basic analyBcs RRE with Hadoop © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  58. 58. Complex Basic analyBcs RRE with Hadoop Rゝㄒ䛰䛡䛷OK © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  59. 59. Hadoop䛛?䚷䝃䞊䝞䞊1ྎ䛛? ศᯒ䛧䛯䛔䝕䞊䝍㔞䛜100GB䛰䛸䛩䜛䛸䞉䞉䞉 © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner 䝃䞊䝞䞊1ྎ䠄8䝁䜰䠅 Hadoop䜽䝷䝇䝍8ྎ
  60. 60. Hadoop䛛?䚷䝃䞊䝞䞊1ྎ䛛? ศᯒ䛧䛯䛔䝕䞊䝍㔞䛜100GB䛰䛸䛩䜛䛸䞉䞉䞉 Hadoop䜽䝷䝇䝍8ྎ © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner 䝃䞊䝞䞊1ྎ䠄8䝁䜰䠅 ᴫ䛽䚸䝃䞊䝞䞊1ྎ䛾᪉䛜8ಸࠥ10ಸ䛾㏿ᗘ䛷᪩䛔䛷䛩䚹 䚷䚷䚷䠄䈜䝕䞊䝍㔞䛜1TB௨ୖ䛰䛸Hadoop䜢䜸䝇䝇䝯䛧䜎䛩䠅
  61. 61. ᑟධᐇ⦼䚷⡿ᅜෆ200♫௨ୖ䚸ୡ⏺䛷䛿2000♫௨ୖ Finance Insurance Healthcare Life Sciences Academic Gov’t Consumer Info Svcs Manuf Tech © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  62. 62. 䝡䝑䜾䝕䞊䝍䛾ୡ⏺ ࠥ஦౛⤂௓ࠥ © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  63. 63. ஦౛⤂௓䠍 ௻ᴗᴫせ 䝬䝹䝏䝏䝱䝛䝹䞉䝬䞊䜿䝔䜱䞁䜾䛸ศᯒ䝋䝣䝖䜴䜵䜰䛾㛤Ⓨ䜢⾜ 䛔䜽䝷䜲䜰䞁䝖䛻䝃䞊䝡䝇䛾ᥦ౪䜢⾜䛖䚹ᡂ㛗௻ᴗ䛷䛒䜚䜲䝜 䝧䞊䝔䜱䝤䚸㧗䛔䝁䝇䝖ព㆑䜢ᣢ䛴䚹᪥ḟ䛷50୓௳䛾䝇䝁䜰䝸 䞁䜾䜢⾜䛖䛜᫬㛫䛜䛛䛛䜛䛣䛸䛜ㄢ㢟 ୺䛺ືస⎔ቃ Hadoopୖ䛷RevoluBon R Enterprise䜢฼⏝ 䠄䛣䜜䜎䛷䛿SAS䛸Open Source R䜢฼⏝䠅 © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  64. 64. ஦౛⤂௓䠍 䝋䝸䝳䞊䝅䝵䞁 4ಸ௨ୖ䛾㏿ᗘᨵၿ DataSong䛾㢳ᐈ䛾୍䛴䛷䛒䜛䜴䜱䝸䜰䝮䝈䞉䝋䝜䝬䠄䜻䝑䝏䞁⏝ ရྲྀᢅ䠅䛻ᑐ䛧䚸ศᯒ⎔ቃ䛜኱つᶍ䛛䛴ᣑᙇྍ⬟䛻䛺䛳䛯䛣 䛸䛷䚸ᙼ䜙䛾䛚ᐈ䛥䜎୍ே䜂䛸䜚䛾᭱㐺໬䜢䝃䝫䞊䝖䛷䛝䛯䚹 ୍䛴䛾䜻䝱䞁䝨䞊䞁㈝䛰䛡䛷25୓䝗䝹䛾๐ῶ䛻䛴䛺䛜䜛䚹 䝡䝑䜾䝕䞊䝍䛻ᑐ䛧䛶ඛ㐍ⓗ䛺ᡭἲ䛷䛒䜛୍⯡໬ຍἲ䝰䝕䝹 䛻䜘䜛⏕Ꮡ᫬㛫ศᯒ䜢⏝䛔䜛䛣䛸䛷㎿㏿䛺㛤Ⓨ䛸㢳ᐈู䛾ᒎ 㛤䛜ྍ⬟䛻䛺䛳䛯 © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  65. 65. ஦౛⤂௓䠍 䛂⚾㐩䛾䝕䞊䝍䛿᪤䛻䝔䝷䝞䜲䝖⣭䛻㐩䛧䚸௒ᚋ䜒ᛴ㏿䛻ቑ䛘 ⥆䛡䛶䛔䜛䛣䛸䛛䜙䚸RevoluBon R Enterprise䛾኱つᶍ䛛䛴ᣑ ᙇྍ⬟䛺⎔ቃ䜢㑅ᢥ䛧䜎䛧䛯䚹50୓௳䜢ᚑ᮶䛾4ಸ௨ୖ䛾㏿ ᗘ䛷ฎ⌮䛥䜜䛶䛔䜎䛩䚹䛭䛾㏿ᗘ䛜ぢ஦䛻ᶵ⬟䛧䛶䛔䜎䛩䛃 © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner DataSong CEO, John Wallace 䛚ᐈ䛥䜎䛾ኌ
  66. 66. ஦౛⤂௓䠎 ௻ᴗᴫせ 䝭䝳䞊䝅䜾䝬♫䛿3500ே䜢㉸䛘䜛䝕䞊䝍䝃䜲䜶䞁䝇䛾ᑓ㛛ᐙ䜢 ᭷䛩䜛ศᯒ䛾᭱኱ᡭ௻ᴗ䚹䝡䝑䜾䝕䞊䝍䜢ά⏝䛧䛯ពᛮỴᐃ 䜢᥎㐍䛧䛶䛔䜛 ୺䛺ືస⎔ቃ RevoluBon R Enterprise䚸Rhadoop䛸rmr䝟䝑䜿䞊䝆䜢฼⏝ 䠄䛣䜜䜎䛷䛿SAS䛸EDW䜢฼⏝䠅 © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  67. 67. ஦౛⤂௓䠎 䝋䝸䝳䞊䝅䝵䞁 24᫬㛫䛾ฎ⌮䛜4᫬㛫௨ୗ䚸䜘䜚ከ䛟䛾 䝕䞊䝍䛷䝰䝕䝹100ಶ䛜సᡂ䛷䛝䛯 Fortune500䛾኱ᡭ௻ᴗྥ䛡䛻䚸➨஧ୡ௦䛸䜒ゝ䛘䜛ศᯒ㛤Ⓨ ᚋ䛩䛠ᒎ㛤䛷䛝䜛኱つᶍ䝕䞊䝍䛾㧗㏿ศᯒ䛻䜘䜛ศᯒ䜰䝥䝸 䜿䞊䝅䝵䞁䜢ᥦ౪䛩䜛䛣䛸䛜䛷䛝䛯䚹 䛭䛾䛯䜑䚸୙ṇ᳨▱䜔ඃⰋ㢳ᐈศᯒ䚸䝬䝹䝏䝏䝱䝛䝹䞉䝬䞊䜿 䝔䜱䞁䜾ศᯒ䚸ᅾᗜ䞉䝃䝥䝷䜲䝏䜵䞊䞁ศᯒ䛺䛹䛷䛣䛾㡿ᇦ䛷䛾 ඛ⾜⪅฼┈䜢ᚓ䜛⬟ຊ䛜ᚓ䜙䜜䛯䚹 © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  68. 68. ஦౛⤂௓䠎 䛚ᐈ䛥䜎䛾ኌ 䛂ᡃ䚻䛿RevoluBon AnalyBcs♫䛾Hadoop⎔ቃ䛷R䛜౑䛘䜛rmr 䝟䝑䜿䞊䝆䜢౑䛔䚸኱つᶍ䛺䝕䞊䝍䜢୪ิ໬䛧䛶㧗㏿䛻ィ⟬ 䛩䜛䛣䛸䛜䛷䛝䜎䛧䛯䛃 VP / Head of InnovaBon Development, Zubin Dowlaty © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner
  69. 69. 䛤୙᫂䛺Ⅼ䛜䛤䛦䛔䜎 䛧䛯䜙䛚Ẽ㍍䛻䝤䞊䝇 䜈䛚❧䛱ᐤ䜚ୗ䛥䛔 ᰴᘧ఍♫KSK䜰䝘䝸䝔䜱䜽䝇䚷 䝉䞊䝹䝇 䝬䞊䜿䝔䜱䞁䜾䜾䝹䞊䝥 www.ksk-anl.com sales@ksk-anl.com 䝺䝪䝸䝳䞊䝅䝵䞁R᪥ᮏㄒ䝃䜲䝖 http://www.r-analytics.jp/ © KSK AnalyBcs Inc., RevoluBon AnalyBcs Japan Partner

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