1. PFI2012 Preferred Infrastructure Jubatus

2. l HIDO Shoheil l l -2006: l 2006-2012: IBMl ()l l 2012-: l Jubatus2 3. l l l 2l 3 4. l l l PFI 4 5. NoSQLVolume VarietyHadoop Velocity Complex Event M2M5 Processing 6. SQLDWH BI (MachineCQLCEP M/R6 Learning) 7. l l l l l l l l l l Dimensionality Reduction by Learning an Invariant MappingRaia Hadsell, Sumit Chopra, Yann LeCun, CVPR, 20067 8. l l /Web//Twitter l l l l // l l l M2M l 8 9. Jeopardy! 9 10. l l l PFI 10 11. 11 12. 12 13. l Hadoopl YARN (MapReduce2.0)l MapReducel Mahout (Apache)l AllReduce or Vowpal Wabbit (Yahoo!)l SystemML (IBM)l MapReducel Spark 13 14. Webl Google l PageRank l l SEO l Facebook l l l Amazon l l Twitterl l M2M14 15. l Machine learning that matters [K. L. Wagsta, ICML2012] l / l Big Learning Workshop [NIPS2011, NIPS2012]l Scaling Up Machine Learning (Book) [2011/12] 15 16. Machine Learning for the New York City PowerGrid [Rudin et al., TPAMI, 2012]l l l l l l ll Rule&k-means: l : MTBF()http://web.mit.edu/rudin/www/TPAMIPreprint.pdf16 17. l l l PFI 17 18. 19. Structured Perception [Collins] Passive Aggressive / MIRA Oll: online-learning library [PFI] Complex Event Processing RDBMS/DWH Yahoo! S4 Twitter Storm 20. (1/2)R l l WekaSPSS l l 20 21. Bazill l OKOK etc etc 22. Bazil Farm (1-1) :2010-19l 10-19ameblol 10-1910-19()22 23. Bazil Farm (1-2):2020-29l 20-29l 20-29 20-29() 24. Bazil Farm (2):l l 25. Bazil Farm(3): 25 26. (2/2)Velocityl 3VVelocity l l l Hadoopl CEPHadoop???CEP 26 27. Jubatus: Hadoopl l NTT SICl http://jubat.us/l l 1. 2. 3. 27 28. Jubatus// Structured Perceptron 2011 [Collins, EMNLP 2002] Passive Aggressive / MIRA 2004 online-learning library [, 2008] WEKA 1993- SVM lightMahout 1998- 2006- 28 29. l Jubatusl l l l l UPDATE MIXANALYZE 29 30. Jubatus l JubatusJubatus Hadoop CEP RDBMS HDFS Mahout SPSS Mahout 30 31. Edge-heavy datal Edge-heavy data l l l Edge-heavy data l l 31 32. Jubatus v0.4.020121132 33. PFIl l l 2l BazilJubatus 33