Knowledge check - Training | Microsoft Learn

1.

Your organization operates in both the United States and European Union, with separate compliance requirements for each region. Data scientists in the EU must deploy Azure OpenAI resources only in West Europe, while US teams require access to East US and West US regions. Which policy assignment strategy best enforces these geographic restrictions?

Create a single policy at the management group level that allows all three regions, then rely on teams to self-govern their deployment choices.

Assign separate location restriction policies to each region's subscription, specifying only the approved regions for that geography.

Configure conditional access policies in Microsoft Entra ID that block authentication from unapproved Azure regions.

2.

A development team needs to run inference queries against predeployed Azure OpenAI models but shouldn't be able to deploy new models, modify existing configurations, or access training data. Which role assignment meets these requirements with the least privilege?

Assign the Cognitive Services User role at the resource group scope containing the deployed models.

Create a custom role with Microsoft.CognitiveServices/* permissions and assign it at the subscription level.

Assign the Contributor role at the resource group scope but use Azure Policy to deny deployment operations.

3.

Your monitoring dashboard shows that Azure OpenAI token consumption increased 300% over the past week, but usage patterns appear normal and no policy violations were detected. Investigation reveals that a marketing campaign generated higher-than-expected traffic. What governance action should you take to prevent future budget overruns while maintaining service availability?

Configure an Azure Monitor alert rule that triggers when token consumption exceeds 150% of the monthly baseline and automatically scales up capacity.

Implement an Azure Policy that denies all Azure OpenAI deployments until finance approves a revised budget allocation.

Create a cost management budget alert that notifies stakeholders when spending reaches 80% of the allocated amount and requires approval for overages.

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