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