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    DVC AI Blog

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

    Dataset Factory - A Toolchain for Generative Computer Vision Datasets
    Learn about our latest approach to mastering your Unstructured Data and metadata.
    • Jeny De Figueiredo
    • Mar 25, 20241 min read
    Tutorial: Scalable and Distributed ML Workflows with DVC and Ray on AWS (Part 2)
    Need to setup DVC to work with Ray Cluster on AWS? This tutorial has you covered!
    • Mikhail Rozhkov
    • Mar 13, 202416 min read
    Tutorial: Scalable and Distributed ML Workflows with DVC and Ray (Part 1)
    This tutorial introduces you to integrating DVC (Data Version Control) with Ray, turning them into your go-to toolkit for creating automated, scalable, and distributed ML pipelines.
    • Mikhail Rozhkov
    • Mar 12, 202415 min read
    Running DVC on a SLURM cluster
    Learn how Exscientia uses DVC experiments on a cloud-deployed SLURM cluster to scale their ML experimentation.
    • Dom Miketa
    • Mar 11, 20248 min read
    Tutorial: Automate Data Validation and Model Monitoring Pipelines with DVC and Evidently
    Ensuring your machine learning models remain precise and efficient as time progresses, and verifying that your data consistently reflects the real-world scenario.
    • Mikhail Rozhkov
    • Jan 19, 202410 min read
    Integrating DVC and Git LFS via libgit2 filters
    Read about how we built a Python Git LFS client to support integrating projects which use Git LFS into your DVC workflow.
    • Peter Rowlands
    • Jan 03, 20245 min read
    Turn Your Favorite IDE into a Full Machine Learning Experimentation Platform
    DVC extension enables you to run, track and manage ML experiments without leaving VS Code.
    • Tapa Dipti Sitaula
    • Nov 16, 20232 min read