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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.
    July '22 Community Gems
    A roundup of technical Q&A's from the DVC community. This month: deploying models MLEM, DVC data and remotes, DVC stages and plots, and more.
    • Milecia McGregor
    • Jul 26, 20227 min read
    Git-backed Machine Learning Model Registry to bring order to chaos
    🚀 As Machine Learning projects and teams grow, keeping track of all the models and their production status gets increasingly complex. Iterative Studio's Git-backed Model Registry solves this.
    • Tapa Dipti Sitaula
    • Jul 26, 20226 min read
    Serving Machine Learning Models with MLEM
    Once you have a machine learning model that's ready for production, getting it out can be complicated. In this tutorial, we're going to use MLEM to deploy a model as a web API.
    • Milecia McGregor
    • Jul 19, 20226 min read
    July '22 Heartbeat
    What a couple months it's been! This month you will find lots that's happening in IRL conferences again and in case you missed it, we've had some new, exciting releases! In addtion you'll find a guide to migrate from Git-LFS to DVC, the first Community piece on MLEM, and demo videos. Welcome to July!
    • Jeny De Figueiredo
    • Jul 18, 202216 min read
    Syncing Data to GCP Storage Buckets
    We're going to set up an GCP storage bucket remote in a DVC project.
    • Milecia McGregor
    • Jul 06, 20227 min read
    June '22 Community Gems
    A roundup of technical Q&A's from the DVC and CML communities. This month: working with the DVC cache, DVC data and remotes, using DVC programmatically, and more.
    • Milecia McGregor
    • Jun 29, 20228 min read
    Turn Visual Studio Code into a machine learning experimentation platform with the DVC extension
    Today we are releasing the DVC extension, which brings a full ML experimentation platform to Visual Studio Code.
    • Rob de Wit
    • Jun 14, 20225 min read
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