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    Tutorial

    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
    Serving Machine Learning Models with MLEM
    Once you have a machine learning model that's ready for production, getting it out can be complicated. In this tutorial, we're going to use MLEM to deploy a model as a web API.
    • Milecia McGregor
    • Jul 19, 20225 min read
    Syncing Data to GCP Storage Buckets
    We're going to set up a GCP storage bucket remote in a DVC project.
    • Milecia McGregor
    • Jul 06, 20224 min read
    Syncing Data to Azure Blob Storage
    We're going to set up an Azure Blob Storage remote in a DVC project.
    • Milecia McGregor
    • Jun 13, 20224 min read
    Syncing Data to AWS S3
    We're going to set up an AWS S3 remote in a DVC project.
    • Milecia McGregor
    • May 31, 20223 min read
    Moving Local Experiments to the Cloud with Terraform Provider Iterative (TPI) and Docker
    Tutorial for easily running experiments in the cloud with the help of Terraform Provider Iterative (TPI) and Docker.
    • Casper da Costa-Luis
    • May 24, 20223 min read
    Moving Local Experiments to the Cloud with Terraform Provider Iterative (TPI)
    Tutorial for easily moving a local ML experiment to a remote cloud machine with the help of Terraform Provider Iterative (TPI).
    • Maria Khalusova
    • May 12, 20227 min read
    End-to-End Computer Vision API, Part 3: Remote Experiments & CI/CD For Machine Learning
    In this final part, we will focus on leveraging cloud infrastructure with CML; enabling automatic reporting (graphs, images, reports and tables with performance metrics) for PRs; and the eventual deployment process.
    • Alex Kim
    • May 09, 20226 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