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Realtime Predictive Analytics with scikit-learn & RabbitMQ by Michael Becker

PyCon 2014
April 11, 2014
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Realtime Predictive Analytics with scikit-learn & RabbitMQ by Michael Becker

PyCon 2014

April 11, 2014
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  1. Who Is This Guy? Data guy @ AWeber @beckerfuffle beckerfuffle.com

    These slides and more @ github.com/mdbecker @beckerfuffle #pycon2014 2
  2. What I'll Cover • Scikit-learn overview • Model Distribution •

    Data flow • RabbitMQ @beckerfuffle #pycon2014 8
  3. What I'll Cover • Scikit-learn overview • Model Distribution •

    Data flow • RabbitMQ • Demo @beckerfuffle #pycon2014 9
  4. What I'll Cover • Scikit-learn overview • Model Distribution •

    Data flow • RabbitMQ • Demo • Scalability @beckerfuffle #pycon2014 10
  5. What I'll Cover • Scikit-learn overview • Model Distribution •

    Data flow • RabbitMQ • Demo • Scalability • Other considerations @beckerfuffle #pycon2014 11
  6. 38 Top Wikipedias Arabic: !"#$%&ا Bulgarian: Български Catalan: Català Czech:

    Čeština Danish: Dansk German: Deutsch English: English Spanish: Español Estonian: Eesti Basque: Euskara Persian: ()ر+, Finnish: Suomi French: Français Hebrew: תירבע Hindi: !ह#दी Croatian: Hrvatski Hungarian: Magyar Indonesian: Bahasa Indonesia Italian: Italiano Japanese: ೔ຊޠ Kazakh: Қазақша Korean: ೠҴয Lithuanian: Lietuvių Malay Bahasa: Melayu Dutch: Nederlands Norwegian: Norsk (Bokmål) Polish: Polski Portuguese: Português Romanian: Română Russian: Русский Slovak: Slovenčina Slovenian: Slovenščina Serbian: Српски / Srpski Swedish: Svenska Turkish: Türkçe Ukrainian: Українська Vietnamese: Tiếng Việt Waray-Waray: Winaray @beckerfuffle #pycon2014 20
  7. The Design        

             @beckerfuffle #pycon2014 55
  8. The Design        

             @beckerfuffle #pycon2014 56
  9. The Design        

             @beckerfuffle #pycon2014 57
  10. The Design        

             @beckerfuffle #pycon2014 58
  11. The Design        

             @beckerfuffle #pycon2014 59
  12. The Design        

             @beckerfuffle #pycon2014 60
  13. The Design        

             @beckerfuffle #pycon2014 61
  14. The Design        

             @beckerfuffle #pycon2014 62
  15. The Design        

             @beckerfuffle #pycon2014 63
  16. Thank You! API & Consumer: Kelly O’Brien (linkedin.com/in/kellyobie) UI: Matt

    Parke (ordinaryrobot.com) Classifier: Michael Becker (github.com/mdbecker) Images: Wikipedia; flickr.com users: kohsa, spenceyc, statefarm, klara, rh2ox, nasahqphoto, frickfrack @beckerfuffle #pycon2014 71
  17. My Info Twitter: @beckerfuffle Blog: beckerfuffle.com These slides and more

    @ github.com/mdbecker @beckerfuffle #pycon2014 72