Launch Amazon SageMaker Studio

Important

Custom IAM policies that allow Amazon SageMaker Studio or Amazon SageMaker Studio Classic to create Amazon SageMaker resources must also grant permissions to add tags to those resources. The permission to add tags to resources is required because Studio and Studio Classic automatically tag any resources they create. If an IAM policy allows Studio and Studio Classic to create resources but does not allow tagging, "AccessDenied" errors can occur when trying to create resources. For more information, see Provide permissions for tagging SageMaker AI resources.

AWS managed policies for Amazon SageMaker AI that give permissions to create SageMaker resources already include permissions to add tags while creating those resources.

Important

As of November 30, 2023, the previous Amazon SageMaker Studio experience is now named Amazon SageMaker Studio Classic. The following section is specific to using the updated Studio experience. For information about using the Studio Classic application, see Amazon SageMaker Studio Classic.

This page's topics demonstrate how to launch Amazon SageMaker Studio from the Amazon SageMaker AI console and the AWS Command Line Interface (AWS CLI).

Prerequisites

Before you begin, complete the following prerequisites:

• Onboard to a SageMaker AI domain with Studio access. If you don't have permissions to set Studio as the default experience for your domain, contact your administrator. For more information, see Amazon SageMaker AI domain overview.

• Update the AWS CLI by following the steps in Installing the current AWS CLI Version.

• From your local machine, run aws configure and provide your AWS credentials. For information about AWS credentials, see Understanding and getting your AWS credentials.

Launch from the Amazon SageMaker AI console

Complete the following procedure to launch Studio from the Amazon SageMaker AI console.

1. Open the Amazon SageMaker AI console at https://console.aws.amazon.com/sagemaker/.

2. From the left navigation pane, choose Studio.

3. From the Studio landing page, select the domain and user profile for launching Studio.

4. Choose Open Studio.

5. To launch Studio, choose Launch personal Studio.

Launch using the AWS CLI

This section demonstrates how to launch Studio using the AWS CLI. The procedure to access Studio using the AWS CLI depends if the domain uses AWS Identity and Access Management (IAM) authentication or AWS IAM Identity Center authentication. You can use the AWS CLI to launch Studio by creating a presigned domain URL when your domain uses IAM authentication. For information about launching Studio with IAM Identity Center authentication, see Use custom setup for Amazon SageMaker AI.

Launch if Studio is the default experience

The following code snippet demonstrates how to launch Studio from the AWS CLI using a presigned domain URL if Studio is the default experience. For more information, see create-presigned-domain-url.

aws sagemaker create-presigned-domain-url \
--region region \
--domain-id domain-id \
--user-profile-name user-profile-name \
--session-expiration-duration-in-seconds 43200

Launch if Amazon SageMaker Studio Classic is your default experience

The following code snippet demonstrates how to launch Studio from the AWS CLI using a presigned domain URL if Studio Classic is the default experience. For more information, see create-presigned-domain-url.

aws sagemaker create-presigned-domain-url \
--region region \
--domain-id domain-id \
--user-profile-name user-profile-name \
--session-expiration-duration-in-seconds 43200 \
--landing-uri studio::