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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.
    December '22 Heartbeat
    Monthly updates are here! Great content from the Community, including a DVC extension for VS Code tutorial, sweet MLOps guide, framework agnostic ml pipeline with DVC and non-Python apps to integrate ML models with MLEM. Welcome to December!
    • Jeny De Figueiredo
    • Dec 16, 202211 min read
    Instant Experiment Tracking: Just Add DVC!
    Experiment tracking in DVC with a few lines of Python.
    • Dave Berenbaum
    • Dec 15, 20224 min read
    Building a GitOps ML Model Registry with DVC and GTO
    Got your data and model versioning down? ✅ Learn how to take your projects to the next level by creating a model registry right in your project's Git repo
    • Alexander Guschin
    • Dec 07, 202211 min read
    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
    ReciprocateX 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