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    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
    • Sep 06, 20225 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, 20226 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, 20226 min 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
    • Jul 16, 20209 min read