Find or share a public AMI.

Select an AMI based on its Region, operating system, architecture, and root volume type.

Control access to Amazon EC2 resources by setting up security groups and using IAM.

This walkthrough uses the template to demonstrate using MLOps projects to create a CI/CD system to build, train, and deploy models.

Accessing lineage entities from another account

With SageMaker Projects, you can create an MLOps solution to orchestrate and manage building custom images for processing, training, inference, data preparation, and feature engineering for training, evaluating, deploying, monitoring, and updating models.

Gives instructions on how to export Amazon SageMaker Studio Lab environment and files for use with Amazon SageMaker Studio.

Amazon EBS provides the following data services.

Amazon SageMaker Autopilot steps for model deployment

Create an Amazon Autopilot job as a pilot experiment to analyze data and create a notebook with candidate model definitions.