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Microsoft AI-200 Exam Syllabus Topics:

Microsoft Developing AI Cloud Solutions on Azure Sample Questions:

1. A development team wants to compare multiple prompt variations against the same test dataset and visualize which prompt performs best. What should they use in Azure AI Foundry?

A) Speech Studio custom voice
B) Azure AI Search indexers
C) Model deployment quota management
D) Prompt flow with variants

2. You process Azure Service Bus messages that require a dependent external API call.
If the API is temporarily unavailable, you must delay processing of the message without incrementing the delivery count.
You need to find a way to process the message when the API is available while keeping the message accessible.
Which message action should you perform?

A) Abandon
B) Dead-letter
C) Complete
D) Defer

3. You are developing a Java application to be deployed in Azure. The application stores sensitive data in Azure Cosmos DB.
You need to configure Always Encrypted to encrypt the sensitive data inside the application.
What should you do first?

A) Create a new container to include an encryption policy with the JSON properties to be encrypted.
B) Create a data encryption key (DEK) by using the Azure Cosmos DB SDK and store the key in Azure Cosmos DB.
C) Create a customer-managed key (CMK) and store the key in a new Azure Key Vault instance.
D) Create a Microsoft Entra ID managed identity and assign the identity to a new Azure Key Vault instance.

4. You store embeddings in Redis by using keys formatted as doc:(id). Some embeddings are accessed frequently. Others are rarely used.
You need to implement a caching strategy that keeps only frequently accessed embeddings in memory.
What should you use?

A) EXPIRE command
B) time-window expiration
C) volatile-ttl
D) allkeys-lru

5. You are designing an Azure Function that will process orders from a new Azure Service Bus queue.
You need to prevent the system from processing messages more than once and preserve failed messages for investigation.
Which two actions should you implement? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.

A) Include a dead-letter handling process.
B) Process orders by using an HTTP trigger.
C) Enable duplicate detection on the queue.
D) Enable sessions on Service Bus.

Solutions: