Update audit (governance) information (Studio) - Amazon SageMaker AI

Update audit (governance) information (Studio)

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.

Document important model details to help your organization establish a robust framework of model governance. You and your team members can reference these details so they use the model for the appropriate use cases, know the business domain and owners of the model, and understand model risks. You can also save details about how the model is expected to perform and reasons for performance limitations.

To view or update details related to the model governance, complete the following steps.

  1. On the Audit tab, view the approval status of the model card. The status can be one the following:

    • Draft: The model card is still a draft.

    • Pending approval: The model card is waiting to be approved.

    • Approved: The model card is approved.

  2. To update the approval status of the model card, choose the pulldown menu next to the approval status and choose the updated approval status.

  3. To update and view details related to your model package risk, complete the following steps.

    1. Choose Risk in the left sidebar of the Audit tab.

    2. View the current risk rating and explanation for the risk rating.

    3. To update the rating or explanation, complete the following steps.

      1. Choose the vertical ellipsis at the top right corner of the Audit page, and choose Edit.

      2. (Optional) Choose an updated risk rating.

      3. (Optional) Update the risk rating explanation.

      4. At the top of the model version page, choose Save in the Editing Model Version... banner.

  4. To update and view details related to the usage of your model package, complete the following steps.

    1. Choose Usage in the left sidebar of the Audit tab.

    2. View text you added in the following fields:

      • Problem type: The category of machine learning algorithm used to build your model.

      • Algorithm type: The specific algorithm used to create your model.

      • Intended uses: The current application of the model in your business problem.

      • Factors affecting model efficacy: Notes about your model’s performance limitations.

      • Recommended use: The types of applications you can create with the model, the scenarios in which you can expect a reasonable performance, or the type of data to use with the model.

      • Ethical considerations: A description of how your model might discriminate based on factors such as age or gender.

    3. To update any of the previously listed fields, complete the following steps.

      1. Choose the vertical ellipsis at the top right corner of the model version page, and choose Edit.

      2. (Optional) Use the dropdown menus for Problem type and Algorithm type to select new values, if needed.

      3. (Optional) Update the text descriptions in the remaining fields.

      4. At the top of the model version page, choose Save in the Editing Model Version... banner.

  5. To update and view details related to the stakeholders of your model package, complete the following steps.

    1. Choose Stakeholders in the left sidebar of the Audit tab.

    2. View the current model owner and creator, if any.

    3. To update the model owner or creator, complete the following steps:

      1. Choose the vertical ellipsis at the top right corner of the model version page, and choose Edit.

      2. Update the model owner or model creator fields.

      3. At the top of the model version page, choose Save in the Editing Model Version... banner.

  6. To update and view details related to the business problem that your model package addresses, complete the following steps.

    1. Choose Business in the left sidebar of the Audit tab.

    2. View the current descriptions, if any, for the business problem that the model addresses, the business problem stakeholders, and the line of business.

    3. To update any of the fields in the Business tab, complete the following steps.

      1. Choose the vertical ellipsis at the top right corner of the model version page, and choose Edit.

      2. Update the descriptions in any of the fields.

      3. At the top of the model version page, choose Save in the Editing Model Version... banner.

  7. To update and view existing documentation (represented as key-value pairs) for your model, complete the following steps.

    1. Choose Documentation in the left sidebar of the Audit page.

    2. View existing key-value pairs.

    3. To add any key-value pairs, complete the following steps.

      1. Choose the vertical ellipsis at the top right corner of the model version page, and choose Edit.

      2. Choose Add.

      3. Enter a new key and associated value.

      4. At the top of the model version page, choose Save in the Editing Model Version... banner.

    4. To remove any key-value pairs, complete the following steps.

      1. Choose the vertical ellipsis at the top right corner of the model version page, and choose Edit.

      2. Choose the Trash icon next to the key-value pair to remove.

      3. At the top of the model version page, choose Save in the Editing Model Version... banner.