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    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.
    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, 20208 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, 20206 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, 20206 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, 20206 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, 20206 min read
    August '20 Community Gems
    A roundup of technical Q&A's from the DVC community. This month, we discuss using CI/CD to validate models, advanced DVC pipeline scenarios, and how CML adds pictures to your GitHub and GitLab comments.
    • Elle O'Brien
    • Aug 27, 20208 min read
    August ’20 Heartbeat
    Catch our monthly updates- featuring the CML release, DVC meetup recap, a new video tutorial series, and the best reading about pipelines and DataOps.
    • Elle O'Brien
    • Aug 10, 20208 min read