Data science, DevOps, and drinks: The perfect combination
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Data science, DevOps, and drinks: The perfect combination

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Data science, DevOps, and drinks: The perfect combination Data science, DevOps, and drinks: The perfect combination Presentation Transcript

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