Launch your EC2 instance in a VPC to get advanced features for your instance.

Connect to your Linux instances and transfer files to and from your local computer.

Attach a network interface to your instance to specify its private IP addresses, Elastic IP addresses, and security groups.

Fine-tune foundation models on your data to get responses that are customized to your use case.

Automatically build, train, tune, and deploy models using Autopilot.

SageMaker Distribution is a collection of Docker images, which includes popular libraries and packages for machine learning, data science, and data analytics visualization. The Docker images include deep learning frameworks such as the following:

Learn how to evaluate a text-based foundation model by using SageMaker Clarify

Using SageMaker for large model inference.

Change the instance type of your Amazon EC2 instance to an instance type that is appropriate for its workload or to use features that are available on other instance types.

Find an Amazon EC2 instance to match the features that you need.