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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.
    CML self-hosted runners on demand with GPUs
    Use your own GPUs with GitHub Actions & GitLab for continuous machine learning.
    • David G Ortega
    • Aug 07, 20205 min read
    July '20 Community Gems
    A roundup of technical Q&A's from the DVC community. This month, we discuss getting started with CML, configuring your DVC cache, and how to request a tutorial video.
    • Elle O'Brien
    • Jul 31, 20208 min read
    (Tab) Complete Any Python Application in 1 Minute or Less
    We've made a painless tab-completion script generator for Python applications! Find out how to take advantage of it in this blog post.
    • Casper da Costa-Luis
    • Jul 27, 20205 min read
    NEW VIDEO! 🎥 MLOps Tutorial #1: Intro to continuous integration for ML
    A video tutorial abut using continuous integration in data science and machine learning projects. This tutorial shows how to use GitHub Actions and Continuous Machine Learning (CML) to create your own automated model training and evaluation system.
    • Elle O'Brien
    • Jul 24, 20202 min read
    What data scientists need to know about DevOps
    A philosophical and practical guide to using continuous integration (via GitHub Actions) to build an automatic model training system.
    • Elle O'Brien
    • Jul 16, 202012 min read
    July ’20 Heartbeat
    Catch up on new DVC releases, talks, and projects in our community. This month, we recap the DVC 1.0 release, making the list of top 20 fastest growing open-source startups, and interviews galore. Plus: 📣 an invitation to the next DVC meetup!
    • Elle O'Brien
    • Jul 10, 20207 min read
    New Release: Continuous Machine Learning (CML) is CI/CD for ML
    Today we're launching Continuous Machine Learning (CML), a new open-source project for CI/CD with ML. Let's bring the power of DevOps to ML or MLOps.
    • Dmitry Petrov
    • Jul 07, 20206 min read
    June '20 Community Gems
    A roundup of technical Q&A's from the DVC community. This month, we discuss migrating to DVC 1.0, the new pipeline format, and our Python API.
    • Elle O'Brien
    • Jun 29, 20207 min read
    Packaging data and machine learning models for sharing
    A virtual poster for SciPy 2020 about sharing versioned datasets and ML models with DVC.
    • Elle O'Brien
    • Jun 26, 20207 min read