Data Version Control in Real Life

We write about machine learning workflow. From data versioning and processing to model productionization. We share our news, findings, interesting reads, community takeaways.
December '20 Community Gems
A roundup of technical Q&A's from the DVC community. This month, read about custom DVC plots, teamwork with DVC, CML without Docker, and maintaining several pipelines in parallel!
  • Elle O'Brien
  • Dec 30, 20207 min read
December '20 Heartbeat
Monthly updates are here- read all about our brand new video docs, the DVC Udemy course, open jobs with our team, and essential reading about Git-flow with DVC.
  • Elle O'Brien
  • Dec 18, 20206 min read
Cloud Data Sync Methods and Benchmark: DVC vs Rclone
DVC 1.0 optimized data synchronization to and from remote storage. Here's how we did it.
  • Peter Rowlands
  • Nov 26, 202015 min read
November '20 Community Gems
A roundup of technical Q&A's from the DVC community. This month, learn how to clean your cache and use Git hooks with DVC. And here's an early holiday gift- new Bitbucket support for CML!
  • Elle O'Brien
  • Nov 25, 20209 min read
November '20 Heartbeat
Catch our monthly updates- featuring new video docs and talks, new jobs at DVC, and must-read contributions from the community about MLOps, data science with R, and ML in production.
  • Elle O'Brien
  • Nov 11, 20205 min read
October '20 Community Gems
A roundup of technical Q&A's from the DVC community. This month, learn how DVC files work, how to use DVC plots for multi-class classification problems, and how to deal with some spooky error messages 👻.
  • Elle O'Brien
  • Oct 26, 20207 min read
October '20 Heartbeat
This month, hear about our international talks, new video docs on our YouTube channel, and the best tutorials from our community.
  • Elle O'Brien
  • Oct 12, 20205 min read
September '20 Community Gems
A roundup of technical Q&A's from the DVC community. This month, we discuss customizing your DVC plots, the difference between external dependencies and outputs, and how to save models and data in CI.
  • Elle O'Brien
  • Sep 28, 20208 min read
September '20 Heartbeat
This month, catch us on the Software Engineering Daily Podcast, check out our favorite DVC and CML tutorials and projects, and celebrate 1000 YouTube subscribers!
  • Elle O'Brien
  • Sep 09, 20205 min read
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