Skip to content
LIVE WEBINAR · SEP 22
End-to-End Lineage with Amazon SageMaker AI, MLflow & DVC
Register Now
Data Version Control
Close Data Version Control
Open Data Version Control
For AI/ML & Data Infrastructure
For Local Workflows (Git Extension)
Doc
Blog
Course
Community
Close Community
Open Community
Meet the Community
Testimonials
Contribute
Learn
Events
Github
Discord
Get Started
Back to blogs
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
