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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.
    Easy Stuctural Refactors to Python Source Code
    Simple, hassle-free, dependency-free, AST based source code refactoring toolkit.
    • Batuhan Taskaya
    • Sep 24, 20213 min read
    September'21 Heartbeat
    Monthly updates are here! Awesome new tutorials and guides from the Community, cat's out of the bag on VS Code extension, doc updates, DVC + Streamlit Meetup video, and more!
    • Jeny De Figueiredo
    • Sep 14, 20219 min read
    The Road to Hell Starts with Good MLOps Intentions
    Why we believe extending best practices of software engineering to machine learning projects will streamline ML and AI development and keep all of us off the road to hell.
    • Dmitry Petrov
    • Sep 07, 20215 min read
    August '21 Community Gems
    A roundup of technical Q&A's from the DVC community. This month: separate DVC pipelines, working with CML, handling metrics, and more.
    • Milecia McGregor
    • Aug 31, 20215 min read
    Using Experiments for Transfer Learning
    You can work with pretrained models and fine-tune them with DVC experiments.
    • Milecia McGregor
    • Aug 24, 202113 min read
    August'21 Heartbeat
    Monthly updates are here! The new data centricity focus, a comparison of DVC, MLFlow and Metaflow, tutorials and tool stacks, doc updates and more!
    • Jeny De Figueiredo
    • Aug 17, 202110 min read
    July '21 Community Gems
    A roundup of technical Q&A's from the DVC community. This month: self-hosted runners, DVC commits, troubleshooting remotes, and more.
    • Milecia McGregor
    • Jul 27, 20215 min read
    Tuning Hyperparameters with Reproducible Experiments
    Using DVC, you'll be able to track the changes that give you an ideal model.
    • Milecia McGregor
    • Jul 19, 20219 min read
    July '21 Heartbeat
    Monthly updates are here! Great new tutorials from the Community, uptick in jobs requiring DVC, awesome Community discussion on experiments at our June Meetup and a cipher. Can you figure it out?
    • Jeny De Figueiredo
    • Jul 16, 20218 min read