Custom project profile - Amazon SageMaker Unified Studio

Custom project profile

Complete the following procedure to create a custom project profile for your Amazon SageMaker unified domain. With the Custom creation option, you can create a project profile from scratch with your own profile settings and a selection of blueprints.

  1. Navigate to the Amazon SageMaker management console at https://console.aws.amazon.com/datazone and use the region selector in the top navigation bar to choose the appropriate AWS Region.

  2. Either create a new domain or choose an existing domain where you want to create a custom project profile.

  3. On the domain's details page, choose the Project profiles tab and then choose Create.

  4. On the Create project profile page, in the Project profile name and description section, specify the name of the project profile and the description.

  5. On the Create project profile page, in the Project profile creation options section, choose Custom create.

  6. On the Create project profile page, in Blueprints, specify the Amazon SageMaker Unified Studio blueprints to use in your project. You can customize each blueprint configuration after this custom project profile is created.

  7. To configure the project account and Region information you want the profile to use, you can either provide account and Region information that projects will use each time, or you can configure your project profile to allow specifying accounts during project creation. Under Account and region, choose one of the following.

    • To create a project profile that will use the same account and region for each project created, select Choose account and region. Projects created with this profile will use the specified account and region and cannot specify otherwise at project creation.

    • To create a project profile that will choose from accounts available at project creation, select Choose account and region during project creation.

      • Under Accounts available during project creation, you can choose to create a project profile that will provide a list of all AWS accounts associated to the domain for selection at project creation. To choose this option, choose All associated accounts. For more information about associated accounts in Amazon SageMaker Unified Studio, see Associated accounts in Amazon SageMaker Unified Studio.

      • Under Accounts available during project creation, you can choose to create a project profile that will provide account pools to be selected at project creation. An account pool is a list of authorized associated accounts and regions. To choose this option, select Choose account pool(s). Next, under Account pools, choose the account pool or pools that you want to be available for the project profile to use at project creation. For information about creating and updating account pools, see Account pools in Amazon SageMaker Unified Studio.

  8. On the Create project profile page, in the Default tooling blueprint deployment settings section, review the selections for the default deployment settings for the Tooling blueprint and update them as needed.

  9. On the Create project profile page, in the Authorization - optional section, specify who can use this project profile to create projects in all domain units. This can also be done per domain unit in Amazon SageMaker Unified Studio. You can specify Selected users and groups or Allow all users and groups options.

    Note

    Projects do not provide strong security isolation. To limit cross-domain and cross-project resource discovery you can consider creating projects in separate accounts.

  10. On the Create project profile page, in the Project profile readiness section, specify whether you want to enable this project profile on creation. Unless you check the Enable project profile on creation checkbox, your project profile is disabled and not available to use for Amazon SageMaker Unified Studio projects after its creation. Leaving a project profile in a disabled state upon creation gives you the opportunity to customize your blueprints before making the project profile available.

  11. Choose Create project profile.