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Microsoft AI-103 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Implement computer vision solutions10-15%- Analyze visual content
  • 1. Process images and video
  • 2. Implement OCR and visual understanding
  • 3. Use multimodal vision APIs
Topic 2: Implement agentic solutions20-25%- Build AI agents
  • 1. Create autonomous and multi-agent workflows
  • 2. Integrate tools and external knowledge
  • 3. Configure memory and orchestration
- Manage agent operations
  • 1. Secure agent interactions
  • 2. Monitor and debug agents
  • 3. Implement scalable deployments
Topic 3: Implement text analysis and information extraction solutions10-15%- Analyze and extract information
  • 1. Implement natural language processing
  • 2. Use document intelligence services
  • 3. Extract entities and structured data
Topic 4: Plan and manage Azure AI solutions25-30%- Manage AI solution lifecycle
  • 1. Implement CI/CD for AI applications
  • 2. Apply responsible AI practices
  • 3. Monitor model and application performance
- Plan Azure AI resources
  • 1. Select Azure AI services and Foundry resources
  • 2. Configure authentication and security
  • 3. Manage deployments and monitoring
Topic 5: Implement generative AI solutions25-30%- Optimize and evaluate models
  • 1. Configure content filters and safety
  • 2. Evaluate responses and grounding
  • 3. Implement multimodal AI capabilities
- Develop generative AI applications
  • 1. Use Azure OpenAI and Foundry models
  • 2. Implement prompt engineering
  • 3. Build retrieval-augmented generation solutions

Microsoft Developing AI Apps and Agents on Azure Sample Questions:

1. You have a web app named App1 that processes user prompts by integrating with a Microsoft Foundry project named Project1. App1 performs the following actions:
- Sends prompts directly to a model by using the Azure OpenAI Responses API
- Invokes the Azure AI Content Safety tool by using a Foundry
connection within the same request
You need to configure end-to-end visibility into each step of the request workflow.
What should you do?

A) Enable logging by using Foundry Local.
B) Route requests through the Azure OpenAI endpoint.
C) Enable logging by using the client SDK for Content Safety.
D) Enable application tracing in Project1.


2. You are defining an agent in Microsoft Foundry Agent Service. The agent uses a catalogue model for reasoning, a system instruction that sets its goals, and a file search capability that reads a knowledge store. Which three components does this combination represent?

A) Embedding, retriever, generator
B) Endpoint, API key, deployment name
C) Model, instructions, tools
D) Trigger, action, condition


3. You have an application that uses a prebuilt Azure Language model.
You need to generate a summary that meets the following requirements:
- Identify each presenter in the video and attribute each text file to
sentences
- Preserves the original sentence order
- Returns exactly three sentences
Which Language service feature should you use?

A) abstractive summarization
B) sentiment analysis
C) extractive summarization
D) key phrase extraction


4. A legal team must extract clauses and inferred fields from unstructured contracts. One required field is the contract end date, which is not stated explicitly and must be derived from the start date plus the term. The team has no labelled training data. Which tool best fits?

A) An Azure AI Document Intelligence custom model trained on labelled samples
B) Azure Content Understanding using a prebuilt-contract or zero-shot custom analyser
C) The Azure AI Search semantic ranker
D) Azure Translator in Foundry Tools


5. You have a Microsoft Foundry project.
You plan to build a customer support solution that contains an agent. The solution must meet the following requirements:
- Provide accurate, context-aware responses grounded in internal
product documentation stored in Azure AI Search.
- Require deep, multi-step reasoning across long contexts.
- Generate detailed natural language responses.
Which type of model should you use to power the agent?

A) a small language model (SLM)
B) a key phrase extraction model
C) a multimodal model
D) a large language model (LLM)


Solutions:

Question # 1
Answer: D
Question # 2
Answer: C
Question # 3
Answer: C
Question # 4
Answer: B
Question # 5
Answer: D

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