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    Data Version Control in Real Life

    We write about machine learning workflow. From data versioning and processing to model productionization. We share our news, findings, interesting reads, community takeaways.
    Machine Learning Workloads with Terraform Provider Iterative
    Today we introduce painless resource orchestration for your machine learning projects in conjunction with HashiCorp Terraform.
    • Maria Khalusova
    • Apr 27, 20223 min read
    Training and saving models with CML on a self-hosted AWS EC2 runner (part 1)
    In this guide we will show how you can use CML to automatically retrain a model and save its outputs to your Github repository using a provisioned AWS EC2 runner.
    • Rob de Wit
    • Apr 26, 20228 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 Community Gems
    A roundup of technical Q&A's from the DVC and CML community. This month: CML updates, working with multiple datasets, using DVC stages, and more.
    • Milecia McGregor
    • Mar 30, 20224 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 Community Gems
    A roundup of technical Q&A's from the DVC and CML community. This month: comparing experiments, working with data, working with pipelines, and more.
    • Milecia McGregor
    • Feb 28, 20225 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 Community Gems
    A roundup of technical Q&A's from the DVC and CML communities. This month: DVC Studio data, DVC for non-ML projects, getting started with CML, and more.
    • Milecia McGregor
    • Jan 31, 20226 min read
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