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Microsoft AI-103 Exam Syllabus Topics:

SectionObjectives
Implement Computer Vision Solutions- Image classification and object detection
- OCR and document intelligence
Implement Natural Language Processing Solutions- Translation and multilingual support
- Language understanding and intent recognition
- Text analytics and summarization
Knowledge Mining and Information Retrieval- Indexing and semantic search
- Azure AI Search configuration
- RAG (Retrieval Augmented Generation) patterns
Plan and Manage Azure AI Solutions- Model selection and lifecycle management
- Azure AI resource provisioning and configuration
- Responsible AI principles and governance
Develop Generative AI Applications and Agents- Azure OpenAI Service integration
  • 1. Prompt engineering and prompt flow design
    • 2. Function calling and tool use
      - AI agents architecture
      • 1. Agent orchestration and workflows
        • 2. Memory and state management

          Microsoft Developing AI Apps and Agents on Azure Sample Questions:

          Question 1

          Hotspot Question
          You have a Microsoft Foundry project that contains a deployed chat model.
          You have a Python service that sends API requests to the model. The service is integrated with an automated validation system that compares generated outputs against approved response patterns.
          Stakeholders report that small wording differences are causing validation mismatches.
          You need to update the request parameters to improve output stability. The solution must maximize reasoning quality.
          How should you complete the Python code? To answer, select the appropriate options in the answer area.
          NOTE: Each correct selection is worth one point.


          Question 2

          You have an Azure subscription that contains an Azure Al Foundry instance named AI1.
          You have an app that automatically triages and resolves issues presented in the log files of a system.
          You create an incident manager agent and a DevOps agent that collaborate to resolve the issues.
          You need to ensure that the incident manager agent can assign work to the DevOps agent. The solution must minimize development effort.
          What should you do?

          A. Configure a connected agent for AI1.
          B. Configure prompt flow for AI1.
          C. Create a plugin for the incident manager agent.
          D. Create a plugin for the DevOps agent.


          Question 3

          You have a customer support agent built by using the Microsoft Foundry Agent Service. The agent calls an Azure OpenAI model deployment.
          During load testing, calls intermittently fail and return an HTTP 429 rate limit exceeded error.
          You need to handle throttling to reduce call failures and improve reliability under load. The solution must remain within the service and model limits.
          What should you do?

          A. Spit uploaded content into smaller files.
          B. Reduce the number of registered tools.
          C. Create a new thread and retry the calls immediately.
          D. Implement a retry policy that uses exponential backoff and jitter.


          Question 4

          Hotspot Question
          You are creating an enrichment pipeline that will use Azure AI Search. The knowledge store contains unstructured JSON data and the text from scanned PDF documents.
          Which projection type should you use for each data type? To answer, select the appropriate options in the answer area.
          NOTE: Each correct selection is worth one point.


          Question 5

          You have a custom agent named Agent1.
          You need to control access to and monitor activity for Agent1 by using Microsoft Foundry.
          What should you do first?

          A. Add Agent1to a Microsoft Foundry project.
          B. Add Agent1 to the Microsoft Foundry playground.
          C. Create a Microsoft Foundry project.
          D. Provision an Application Insights resource.


          Solutions:

          Question 1
          Answer: Only visible for members
          Question 2
          Answer: A
          Question 3
          Answer: D
          Question 4
          Answer: Only visible for members
          Question 5
          Answer: C

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