Data Version Control Blog

Insights and updates from the DVC team. Explore best practices in data versioning, machine learning workflows, and model management. Stay informed with our latest news, tutorials, and community highlights.
September '21 Community Gems
A roundup of technical Q&A's from the DVC and CML communities. This month: data registries, working with DVC remotes, queued experiments, and more.
  • Milecia McGregor
  • Sep 30, 20212 min read
Easy Stuctural Refactors to Python Source Code
Simple, hassle-free, dependency-free, AST based source code refactoring toolkit.
  • Batuhan Taskaya
  • Sep 24, 20212 min read
September'21 Heartbeat
Monthly updates are here! Awesome new tutorials and guides from the Community, cat's out of the bag on VS Code extension, doc updates, DVC + Streamlit Meetup video, and more!
  • Jeny De Figueiredo
  • Sep 14, 20214 min read
The Road to Hell Starts with Good MLOps Intentions
Why we believe extending best practices of software engineering to machine learning projects will streamline ML and AI development and keep all of us off the road to hell.
  • Dmitry Petrov
  • Sep 07, 20214 min read
August '21 Community Gems
A roundup of technical Q&A's from the DVC community. This month: separate DVC pipelines, working with CML, handling metrics, and more.
  • Milecia McGregor
  • Aug 31, 20213 min read
Using Experiments for Transfer Learning
You can work with pretrained models and fine-tune them with DVC experiments.
  • Milecia McGregor
  • Aug 24, 202112 min read
August'21 Heartbeat
Monthly updates are here! The new data centricity focus, a comparison of DVC, MLFlow and Metaflow, tutorials and tool stacks, doc updates and more!
  • Jeny De Figueiredo
  • Aug 17, 20215 min read
July '21 Community Gems
A roundup of technical Q&A's from the DVC community. This month: self-hosted runners, DVC commits, troubleshooting remotes, and more.
  • Milecia McGregor
  • Jul 27, 20213 min read
Tuning Hyperparameters with Reproducible Experiments
Using DVC, you'll be able to track the changes that give you an ideal model.
  • Milecia McGregor
  • Jul 19, 20218 min read