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March 31, 2026 | Live

Self-hosted runners

CML Cloud Runners for Model Training in Bitbucket Pipelines
Use CML from a Bitbucket pipeline to provision an AWS EC2 instance and (re)train a machine learning model.
Rob de Wit
Rob de Wit
September 6, 2022
7 minutes 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
Rob de Wit
May 6, 2022
8 minutes 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
Rob de Wit
April 26, 2022
8 minutes 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
Milecia McGregor
July 27, 2021
4 minutes read
CML self-hosted runners on demand with GPUs
Use your own GPUs with GitHub Actions & GitLab for continuous machine learning.
David G Ortega
David G Ortega
August 7, 2020
5 minutes read

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