# Cloud Training and Deployment

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

::::{grid} 2
  :gutter: 3

:::{grid-item-card} AutoGluon-Tabular on Amazon SageMaker Autopilot
  :link:  https://aws.amazon.com/blogs/machine-learning/amazon-sagemaker-autopilot-is-up-to-eight-times-faster-with-new-ensemble-training-mode-powered-by-autogluon/

  Checkout managed AutoGluon experience on Amazon SageMaker Autopilot
:::

:::{grid-item-card} AutoGluon Cloud
  :link: autogluon-cloud.html

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

:::{grid-item-card} Cloud Training and Deployment with Amazon SageMaker
  :link: cloud-aws-sagemaker-train-deploy.html

  A tutorial on fitting an AutoGluon model using AWS SageMaker.
:::

:::{grid-item-card} Deploying AutoGluon Models with Serverless Templates
  :link: cloud-aws-lambda-deployment.html

  A tutorial on deploying an AutoGluon model with serverless templates.
:::

::::

```{toctree}
---
maxdepth: 1
hidden: true
---

AutoGluon Cloud <autogluon-cloud>
AutoGluon Tabular on SageMaker AutoPilot <autopilot-autogluon>
Deploy AutoGluon Models on Serverless Templates <cloud-aws-lambda-deployment>
Cloud Training and Deployment with Amazon SageMaker <cloud-aws-sagemaker-train-deploy>
```