Update a MLOps Project in Amazon SageMaker Studio or Studio Classic - Amazon SageMaker AI

Update a MLOps Project in Amazon SageMaker Studio or Studio Classic

This procedure demonstrates how to update a MLOps project in Amazon SageMaker Studio or Studio Classic. Updating the project gives you the option to modify your end-to-end ML solution. You can update the Description, template version, and template parameters.

Prerequisites

  • An IAM account or IAM Identity Center to sign in to Studio or Studio Classic. For information, see Amazon SageMaker AI domain overview.

  • Basic familiarity with the Studio or Studio Classic user interface. For information about the Studio UI, see Amazon SageMaker Studio. For information about Studio Classic, see Amazon SageMaker Studio Classic UI Overview.

  • Add the following custom inline policies to the specified roles:

    User-created role having AmazonSageMakerFullAccess

    {
    "Version": "2012-10-17",
    "Statement": [
        {
            "Effect": "Allow",
            "Action": [
                "servicecatalog:CreateProvisionedProductPlan",
                "servicecatalog:DescribeProvisionedProductPlan",
                "servicecatalog:DeleteProvisionedProductPlan"
            ],
            "Resource": "*"
        }
    ]
}

    AmazonSageMakerServiceCatalogProductsLaunchRole

    {
    "Version": "2012-10-17",
    "Statement": [
        {
            "Effect": "Allow",
            "Action": [
                "cloudformation:CreateChangeSet",
                "cloudformation:DeleteChangeSet",
                "cloudformation:DescribeChangeSet"
            ],
            "Resource": "arn:aws:cloudformation:*:*:stack/SC-*"
        },
        {
            "Effect": "Allow",
            "Action": [
                "codecommit:PutRepositoryTriggers"
            ],
            "Resource": "arn:aws:codecommit:*:*:sagemaker-*"
        }
    ]
}

To update your project in Studio or Studio Classic, complete the following steps.

Studio

  1. Open the SageMaker Studio console by following the instructions in Launch Amazon SageMaker Studio.

  2. In the left navigation pane, choose Deployments, and then choose Projects.

  3. Choose the radio button next to the project you want to update.

  4. Choose the vertical ellipsis above the upper-right corner of the projects list, and choose Update.

  5. Choose Next.

  6. Review the project updates in the summary table, and choose Update. It may take a few minutes for the project to update.

Studio Classic
To update a project in Studio Classic

  1. Sign in to Studio Classic. For more information, see Amazon SageMaker AI domain overview.

  2. In the Studio Classic sidebar, choose the Home icon ( Black square icon representing a placeholder or empty image. ).

  3. Select Deployments from the menu, and then select Projects. A list of your projects appears.

  4. Select the name of the project you want to update in the projects list.

  5. Choose Update from the Actions menu in the upper-right corner of the project tab.

  6. In the Update project dialog box, you can edit the Description and listed template parameters.

  7. Choose View difference.

    A dialog box displays your original and updated project settings. Any change in your project settings can modify or delete resources in the current project. The dialog box displays these changes as well.

  8. You may need to wait a few minutes for the Update button to become active. Choose Update.

  9. The project update may take a few minutes to complete. Select Settings in the project tab and ensure the parameters have been updated correctly.