Data science, DevOps, and drinks: The perfect combination

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