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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.
    November '22 Heartbeat
    Monthly updates are here! NLP will have a bigger impact than Computer vision? WDYT? Dmitry speaks at Github Universe, MLEM new deployment features, SOC 2 Type 1 compliance, more events, and great Community content. Welcome to November!
    • Jeny De Figueiredo
    • Nov 18, 202215 min read
    Iterative Achieves SOC 2 Type 1 Compliance
    We are proud to announce our SOC 2 Type 1 compliance today. Here we reveal our top 5 learnings from the process.
    • Guro Bokum
    • Nov 08, 20225 min read
    Deploy ML models to k8s and SageMaker with a single line of code
    MLEM takes the evil configs out of Kubernetes and SageMaker to make your life easier just in time for Halloween 🎃
    • Alexander Guschin
    • Oct 31, 20224 min read
    From Jupyter Notebook to DVC pipeline for reproducible ML experiments
    In this guide we will take a Jupyter Notebook and use Papermill to turn it into a simple, one-stage DVC pipeline.
    • Rob de Wit
    • Oct 24, 202212 min read
    October '22 Heartbeat
    Monthly updates are here! Andrew Ng on Democratizing AI with a Data Centric approach, White House Blueprint for AI Bill of Rights, loads of content from the community, Nadia Nahar Meetup video and more! Welcome to October!
    • Jeny De Figueiredo
    • Oct 20, 202213 min read
    Iterative x Hacktoberfest 2022
    Hacktoberfest is already started and waiting for new contributors!
    • Mert Bozkir
    • Oct 11, 20223 min read
    DVC and Hydra integration
    Use Hydra and DVC in the same project and benefit from the best of both tools.
    • David de la Iglesia
    • Oct 04, 20224 min read