Data science, DevOps, and drinks: The perfect combination

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Data science, DevOps, and drinks: The perfect combination

  1. 1. Data science,DevOps,and drinks:The perfect combinationDonnie BerkholzRedMonk@dberkholz
  2. 2. First off, what are these things?
  3. 3. Data science Drew Conway
  4. 4. DevOps Drew Conway
  5. 5. Drinks! Zend Developer Pulse, summer 2012
  6. 6. What can data sciencelearn from DevOps? Flickr: darren131
  7. 7. Build a culture of “analysis as code” Flickr: mount_otz
  8. 8. Test your code and your data Flickr: 4nitsirk
  9. 9. Useversioncontrol Flickr: camknows
  10. 10. Catalyze collaboration Flickr: alirjd
  11. 11. Agile, continuous delivery Wikipedia: Missionary
  12. 12. Architect for scalabilitybut dont optimize prematurely Flickr: mozzercork
  13. 13. Monitor the output Flickr: koenvereeken
  14. 14. Conclusions: Focus on these● Easy to replicate● Easy to build upon● Easy to scale

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