Post on 19-Oct-2014
description
Data science, DevOps,and drinks:The perfect combination
Donnie BerkholzRedMonk@dberkholz
First off, what are these things?
Data science
Drew Conway
DevOps
Drew Conway
Zend Developer Pulse, summer 2012Zend Developer Pulse, summer 2012
Drinks!
What can data science learn from DevOps?
Flickr: darren131
Build a culture of “analysis as code”
Flickr: mount_otz
Test your code and your dataFlickr: 4nitsirk
Use version control
Flickr: camknows
Catalyze collaborationFlickr: alirjd
Agile, continuous delivery
Wikipedia: Missionary
Architect for scalabilitybut don't optimize prematurely
Flickr: mozzercork
Monitor the output
Flickr: koenvereeken
Conclusions: Focus on these
● Easy to replicate● Easy to build upon● Easy to scale