Cloud Training and Deployment

This section provides an overview on how AutoGluon can be trained and deployed on cloud instances.

AutoGluon-Tabular on Amazon SageMaker Autopilot

Checkout managed AutoGluon experience on Amazon SageMaker Autopilot

https://aws.amazon.com/blogs/machine-learning/amazon-sagemaker-autopilot-is-up-to-eight-times-faster-with-new-ensemble-training-mode-powered-by-autogluon/

AutoGluon Cloud

A tutorial on using AutoGluon Cloud module to train/deploy AutoGluon backed models on SageMaker.

autogluon-cloud.html

Cloud Training and Deployment with Amazon SageMaker

A tutorial on fitting an AutoGluon model using AWS SageMaker.

cloud-aws-sagemaker-train-deploy.html

Deploying AutoGluon Models with Serverless Templates

A tutorial on deploying an AutoGluon model with serverless templates.

cloud-aws-lambda-deployment.html