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.
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, 20225 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, 20229 min read
Syncing Data to GCP Storage Buckets
We're going to set up a GCP storage bucket remote in a DVC project.
  • Milecia McGregor
  • Jul 06, 20224 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, 20225 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, 20223 min read
Syncing Data to Azure Blob Storage
We're going to set up an Azure Blob Storage remote in a DVC project.
  • Milecia McGregor
  • Jun 13, 20224 min read
Productionize your models with MLEM in a Git-native way
Introducing MLEM - one tool to run your models anywhere.
  • Alexander Guschin
  • Jun 01, 20225 min read
Syncing Data to AWS S3
We're going to set up an AWS S3 remote in a DVC project.
  • Milecia McGregor
  • May 31, 20223 min read
May '22 Community Gems
A roundup of technical Q&A's from the DVC and CML communities. This month: working with CML and GCP, DVC data and remotes, DVC pipelines and setups, and more.
  • Milecia McGregor
  • May 26, 20223 min read