Create dataset assets

Create AI assets to track and manage the life cycles of your datasets.

Avant de commencer

Role required: sn_ai_governance_ai_steward or sn_ai_asset_mgmt.ai_asset_owner

Pourquoi et quand exécuter cette tâche

A dataset is a collection of structured or unstructured data that you can use to train and test AI models. Datasets can help you improve the performance and efficacy of your AI models.

Procédure

1. Navigate to Workspaces > AI Control Tower.
2. From the AI Control Tower, open the AI assets view.
3. From the navigation menu of the AI assets view, navigate to AI asset inventory > Datasets.
4. Select Add dataset.
5. On the form, fill in the fields.

   Tableau 1. Add dataset form

   Field	Description
   Name	Name of the dataset.
   Provider	People or organization that developed the dataset.
   Acceptable usage	Acceptable use for the dataset. You can specify more than one use.
   Version	Version of the dataset.
   Data type	Type of data that the dataset contains. You can specify more than one data type.
   Source	Source of the dataset, such as internal customer data within an organization or publicly available data from a government agency.
   Description	Brief description of the dataset.
   Managed by	User who is assigned to manage the dataset. This field is automatically set to the user who creates the dataset asset. Remarque : This field is editable only if you have the AI steward (sn_ai_governance_ai_steward) role. If you have the AI asset owner (sn_ai_asset_mgmt.ai_asset_owner) role, this field is read-only.
   State	State of the dataset. The options are Draft and Deployed.
   Creation type	Method by which the dataset was created. Select one of the following options: Curated: The dataset was created through careful selection, organization, and refinement of data. Derived: The dataset was created by processing, transforming, or combining data from existing datasets. Synthetic: The dataset was created by using artificial data that mimics real-word data.
   Base datasets	Base dataset that the dataset was built from.
   Department	Department that the dataset belongs to.
   Dataset creation date	Date and time that the dataset was created.
   Dataset card	Brief document that describes important information about the dataset, including the context, intended use, limitations, and potential biases of the dataset.

6. Select Submit for review.
   Remarque :

   If you aren’t ready to submit the dataset for review, select Save instead. You can then edit it and submit it for review later by navigating to AI assets > Lifecycle > Onboard and then selecting the dataset from the list. When the AI asset record opens, select Edit to continue editing the dataset details.

Résultats

The dataset is added to your AI asset inventory. It automatically enters the onboard stage of the AI asset life cycle and is updated with a Lifecycle status of AI steward review.

Que faire ensuite

Users who are assigned the AI steward (sn_ai_governance.ai_steward) role can start the review process to begin tracking and managing the life cycle of the dataset. For detailed instructions, see Complete AI asset lifecycle.