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Dmitry Petrov
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  • San Francisco Bay Area, CA
  • United States
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Short Bio
Data Scientist. Created http://dataversioncontrol.com . Ex-Data Scientist @Microsoft. Ex-Researcher. PhD in CS. Blogger at http://fullstackml.com
My Web Site Or LinkedIn Profile
http://fullstackml.com
Professional Status
Other
Years of Experience:
10
Your Job Title:
Data Scientist
Interests:
Finding a new position, Networking, New venture, Other

Dmitry Petrov's Blog

Data Version Control: iterative machine learning

Posted on May 14, 2017 at 9:00pm 1 Comment

It is hardly possible in real life to develop a good machine learning model in a single pass. ML modeling is an iterative process and it is extremely important to keep track of your steps, dependencies between the steps, dependencies between your code and data files and all code running arguments. This becomes even more important and complicated in a team environment where data scientists’ collaboration takes a serious amount of the team’s…

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