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Microsoft AI-200 Exam Syllabus Topics:

Microsoft Developing AI Cloud Solutions on Azure Sample Questions:

1. Drag and Drop Question
You are developing a new page for a website that uses Azure Cosmos DB for data storage. The feature uses documents that have the following format:

You must display data for the new page in a specific order. You create the following query for the page:

You need to configure an Azure Cosmos DB policy to support the query.
How should you configure the policy? To answer, drag the appropriate JSON segments to the correct locations. Each JSON segment may be used once, more than once, or not at all. You may need to drag the split bar between panes or scroll to view content.
NOTE: Each correct selection is worth one point.

2. You are choosing an embedding strategy for a RAG solution. Documents range from 2 to 200 pages. You need to preserve semantic coherence while staying within embedding model token limits. What should you do?

A) Convert documents to images and use image embeddings
B) Embed each entire document as a single vector
C) Chunk documents into smaller overlapping segments before embedding
D) Use only document titles for embedding

3. Hotspot Question
You deploy a Linux container image to App Service.
The container requires the following environment variables at runtime:
- A non-sensitive configuration value named MODEL_VERSION
- A database password that must remain secure
You need to configure App Service to provide these environment variables at runtime.
Which configurations should you use? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.

4. A large retail company operates online and physical stores. The company tracks inventory levels in real time to manage stock efficiently across all locations. You develop an Azure Event Grid solution to handle events generated by the inventory management system deployed to Azure.
You need to implement a subscription filter that dynamically adjusts to seasonal changes in product demand.
Which event filter should you use?

A) A static subject filter that targets events with a subject ending in "/seasonal/inventory"
B) A prefix filter on the event type field that matches the current season's name
C) An advanced filter using a Boolean condition that evaluates multiple data fields, including a season field within the event data
D) A subscription filter that uses a label filter to include events tagged with seasonal promotional codes

5. Your solution must answer questions about numeric data in large Excel-based reports (e.g.,
"What was Q3 revenue for the West region?"). Which approach is most appropriate?

A) Convert data to a structured table/SQL source and use a function-calling agent to query it
B) Rely on the model's parametric knowledge
C) Use Azure AI Vision to read the spreadsheet as an image
D) Store the Excel data as unstructured text and embed it for vector search

Solutions: