Cloud training

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

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

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

April 26, 2022

8 minutes read

What data scientists need to know about DevOps

A philosophical and practical guide to using continuous integration (via GitHub Actions) to build an automatic model training system.

Elle O'Brien

July 16, 2020

12 minutes read