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    Iterative Blogs

    Find here Iterative news, findings, interesting reads, community takeaways, deep dive into machine learning workflows from data versioning and processing to model productionization.
    NEW VIDEO! 🎥 MLOps Tutorial #1: Intro to continuous integration for ML
    A video tutorial about 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, 20201 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, 20209 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, 20204 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, 20204 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, 20204 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, 20205 min read
    DVC 1.0 release: new features for MLOps
    Today we're releasing DVC 1.0 with new exciting features that users were waiting for ❤️. Find all the details in this blog post.
    • Dmitry Petrov
    • Jun 22, 20207 min read
    June ’20 Heartbeat
    Catch up on new DVC releases, talks, and projects in our community. This month, learn about finishing touches on DVC 1.0, DVC in biomedical research, recommended reading and upcoming MLOps talks.
    • Elle O'Brien
    • Jun 08, 20205 min read
    May '20 Community Gems
    A roundup of technical Q&A's from the DVC community. This month, we discuss development best practices, sharing models and data across projects, and using DVC with teams.
    • Elle O'Brien
    • May 26, 20204 min read