Lean Data Science
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Transcript of Lean Data Science
![Page 1: Lean Data Science](https://reader031.fdocuments.in/reader031/viewer/2022022205/58cf67441a28ab01358b5fc7/html5/thumbnails/1.jpg)
LEAN DATA SCIENCENoelle Sio Saldana
@noellesioFebruary 2017
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DATA SCIENCE IS AWESOME
Data Science is awesome!
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DATA SCIENCE CAN MAKE ___ BETTER
Data Science is awesome!
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...BUT IT’S A LOT OF WORK
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ISN’T THERE A BETTER WAY TO DO THIS?
(We are Data Scientists, after all.)
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Is Data Science more like R&D or software?
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R&D
“I want to test this hypothesis”
Success is measured by model fit
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SOFTWARE
“I want to change the way people act”
Success is measured by impact
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Borrowing Innovative Practices
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http://theleanstartup.com/
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Just ship it already
Minimum Viable Models
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Do you have an ‘Alpha Nerd’ problem?
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Pair Programming works for Data Scientists, too.
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15
Let’s Communicate More
(Or why we have scrums and retrospectives)
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Empathyover elitism
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Some takeaways
1) Problems can have simpler solutions
2) More communication is a good thing
3) We’re all in this together
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THANK YOU