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    Iterative Blog

    Find here DataChain and DVC news, findings, interesting reads, community takeaways, deep dive into machine learning workflows from data versioning and processing to model productionization.

    January '23 Heartbeat
    Monthly updates are here! Great content from the Community, including a new tutorial video on MLEM and shout out from Tryolabs for MLEM, great new tutorial on DVC, Casper da Costa-Luis' video on CML from MLOps Summit and more! Happy 2023!
    • Jeny De Figueiredo
    • Jan 17, 20234 min read
    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, 20226 min read
    Instant Experiment Tracking: Just Add DVC!
    Experiment tracking in DVC with a few lines of Python.
    • Dave Berenbaum
    • Dec 15, 20223 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, 20229 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, 20228 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, 20224 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, 20223 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, 20229 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, 20226 min read