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Posts tagged with "DVC"

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
End-to-End Computer Vision API, Part 2: Local Experiments
In part 1, we talked about effective management and versioning of large datasets and the creation of reproducible ML pipelines. Here we'll learn about experiment management: generation of many experiments by tweaking configurations and hyperparameters; comparison of experiments based on their performance metrics; and persistence of the most promising ones
  • Alex Kim
  • May 05, 20227 min read
End-to-End Computer Vision API, Part 1: Data Versioning and ML Pipelines
In most cases, training a well-performing Computer Vision (CV) model is not the hardest part of building a Computer Vision-based system. The hardest parts are usually about incorporating this model into a maintainable application that runs in a production environment bringing value to the customers and our business.
  • Alex Kim
  • May 03, 20229 min read
April '22 Heartbeat
Monthly updates are here! You will find the future of AI Infrastruture is modular, articles on distribution drift and how to solve it, the usual great tutorials and workflows from the Community, online course updates, new docs and more! Happy April!
  • Jeny De Figueiredo
  • Apr 15, 202213 min read
Preventing Stale Models in Production
We're going to look at how you can prevent stale models from remaining in production when the data starts to differ from the training data.
  • Milecia McGregor
  • Mar 31, 20228 min read
March '22 Heartbeat
Monthly updates are here! You will find a special note in regards to the war in Ukraine, the usual great tutorials and workflows from the Community, online course updates, MLOps maturity models, new docs and more! Welcome to Spring!
  • Jeny De Figueiredo
  • Mar 17, 202214 min read
February '22 Heartbeat
Monthly updates are here! You will find great tutorials and workflows from the Community, Online course is now open, decision making strategies for MLOps tools, and more! Happy February!
  • Jeny De Figueiredo
  • Feb 17, 202214 min read
January '22 Heartbeat
Monthly updates are here! You will find great tutorials and workflows from the Community, Online course is now open, decision making strategies for MLOps tools, and more! Welcome to 2022!🎇
  • Jeny De Figueiredo
  • Jan 18, 202213 min read