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Posts tagged with "DVC"

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, 20226 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, 202216 min read
Syncing Data to GCP Storage Buckets
We're going to set up an GCP storage bucket remote in a DVC project.
  • Milecia McGregor
  • Jul 06, 20227 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, 20225 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, 20226 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, 20225 min read
May '22 Heartbeat
Monthly updates are here! You will find a link to Chip Huyen's new book, great guides and frameworks on the ReciprocateX nature of AI, tons of company news, Dmitry on TFIR, beyond machine learning use cases and more! Welcome to May!
  • Jeny De Figueiredo
  • May 16, 202215 min read
End-to-End Computer Vision API, Part 3: Remote Experiments & CI/CD For Machine Learning
In this final part, we will focus on leveraging cloud infrastructure with CML; enabling automatic reporting (graphs, images, reports and tables with performance metrics) for PRs; and the eventual deployment process.
  • Alex Kim
  • May 09, 20229 min read
Training and saving models with CML on a dedicated AWS EC2 runner (part 2)
Use CML to automatically retrain a model on a provisioned AWS EC2 instance and export the model to a DVC remote storage on Google Drive.
  • Rob de Wit
  • May 06, 20227 min read