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Microsoft AI-103 Exam Syllabus Topics:

Microsoft Developing AI Apps and Agents on Azure Sample Questions:

1. You have a product support manual.
You need to build a product support chatbot based on the manual. The solution must minimize development effort and costs.
What should you use?

A) Azure AI Document intelligence
B) Azure AI Phi-3-medium with fine-tuning
C) Azure AI Language Custom question answering
D) Azure OpenAI GPT-4 with grounding data that uses Azure AI Search

2. An application must translate a high volume of standard product descriptions into 20 languages quickly, consistently, and at the lowest cost. The text is straightforward, with no domain-specific nuance. Which approach best fits?

A) A separately fine-tuned model for each of the 20 target languages
B) Azure Translator in Foundry Tools
C) Azure AI Document Intelligence
D) A large language model translation flow with a custom system prompt

3. You are creating an image-editing workflow in a Microsoft Foundry project.
The workflow must meet the following requirements:
- Ensure that background objects can be removed by applying a mask-
based inpainting edit.
- Preserve the original lighting and style of the edited images.
- Use the built-in image editing controls, NOT a custom model.
You need to ensure that image edits apply exclusively inside the masked area.
How should you configure the workflow?

A) Enable text_to_image mode and a prompt describing the desired background removal.
B) Enable image_to_image mode and a high-strength value to regenerate the full image based on the prompt.
C) Enable mask_inpainting and supply both the input image and a mask indicating which part of the image to modify.
D) Set generation mode to image_variation and provide the original image as a reference.

4. A developer needs a managed identity to call a Microsoft Foundry project endpoint to run inference and use agents. Security policy requires the least-privilege role that grants data-plane access and nothing more. Which built-in role should you assign to the managed identity?

A) Foundry Account Owner
B) Foundry User
C) Cognitive Services Contributor
D) Azure AI Developer

5. Drag and Drop Question
You have a Microsoft Foundry project that contains a deployed ticket-triage agent.
You discover that sometimes the agent responds without calling any tools, even when a tool is required.
You need to ensure that the agent calls a tool during execution.
How should you complete the Python code? To answer, drag the appropriate values to the correct targets. Each value 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.

Solutions: