Data science, DevOps, and drinks: The perfect combination

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Donnie Berkholz

Drinks!

Zend Developer Pulse, summer 2012

What can data science
learn from DevOps?

Flickr: darren131

Build a culture of “analysis as code”

Flickr: mount_otz

Test your code and your data Flickr: 4nitsirk

Agile, continuous delivery

Wikipedia: Missionary

Architect for scalability
but 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

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Data science, DevOps, and drinks: The perfect combination

1. Data science, DevOps, and drinks: The perfect combination Donnie Berkholz RedMonk @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 science learn 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. Use version control Flickr: camknows

10. Catalyze collaboration Flickr: alirjd

11. Agile, continuous delivery Wikipedia: Missionary

12. Architect for scalability but don't 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