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Microsoft AI-103 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Implement generative AI and agentic solutions | 30–35% | - Design and implement intelligent agents
|
| Topic 2: Implement computer vision solutions | 10–15% | - Build multimodal solutions
|
| Topic 3: Plan and manage Azure AI solutions | 25–30% | - Manage AI solution development lifecycle
|
| Topic 4: Implement text and speech analysis solutions | 10–15% | - Implement speech capabilities
|
| Topic 5: Implement information extraction and knowledge mining | 10–15% | - Build knowledge bases and search solutions
|
Microsoft Developing AI Apps and Agents on Azure Sample Questions:
Question 1
You plan to configure an evaluation in Microsoft Foundry for a Retrieval Augmented Generation (RAG) chat app.
You need to provide scores for groundedness, relevance, and harmful content categories.
Which two evaluation categories can you use? Each correct answer presents a complete solution.
NOTE: Each correct selection is worth one point.
A. fluency evaluator
B. AI quality (AI assisted) metrics
C. risk and safety metrics
D. AI quality (NLP) metrics
E. similarity evaluators
Question 2
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.
Question 3
A production application authenticates to Microsoft Foundry using an API key stored in an environment variable. Your security team requires that you remove hardcoded secrets and enable per-principal auditing of every call. Which approach meets both requirements?
A. Move the API key into Azure Key Vault and rotate it monthly
B. Embed the API key in the deployment pipeline as a masked variable
C. Share a single API key across services and restrict it with IP allow-listing
D. Authenticate with Microsoft Entra ID using a managed identity (keyless)
Question 4
You plan to build an agent that will combine and process multiple files uploaded by users.
You are evaluating whether to use the Azure AI Agent Service to develop the agent.
What is the maximum size of each file that can be uploaded to the service?
A. 512 MB
B. 256 MB
C. 1 GB
D. 10 MB
Question 5
You have a Microsoft Foundry project that contains a customer support agent built on a deployed chat model.
The agent responses are validated by using an automated testing system that compares generated answers to stored expected outputs. Identical prompts must return consistent response to prevent automated test failures.
You need to reduce response variability, without modifying the prompt or reducing factual accuracy.
What should you do for the model?
A. Decrease the temperature parameter.
B. Remove stop sequences from the requests.
C. Increase the max_tokens parameter.
D. Increase the temperature parameter.
Solutions:
| Question 1 Answer: B,C | Question 2 Answer: Only visible for members | Question 3 Answer: D | Question 4 Answer: A | Question 5 Answer: A |


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