Microsoft AI-102 Q&A - in .pdf

  • AI-102 pdf
  • Exam Code: AI-102
  • Exam Name: Designing and Implementing a Microsoft Azure AI Solution
  • Updated: Nov 09, 2026
  • Q & A: 425 Questions and Answers
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Microsoft AI-102 Q&A - Testing Engine

  • AI-102 Testing Engine
  • Exam Code: AI-102
  • Exam Name: Designing and Implementing a Microsoft Azure AI Solution
  • Updated: Nov 09, 2026
  • Q & A: 425 Questions and Answers
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Introduction to AI-102: Designing and Implementing an Azure AI Solution Exam

Candidates for AI-102 Exam are seeking to prove fundamental knowledge and skills in Designing and Implementing an Azure AI Solution domain. Before taking this exam, aspirants ought to have a solid fundamental information of the concepts shared in preparation guide as well as basic understanding of Azure administration, Azure development, and DevOpss would give an added edge.

This exam validates the ability to use the various services within the Microsoft Azure Artificial Intelligence (AI) portfolio.

It is suggested that professionals accustomed to the ideas and also the technologies represented here by taking relevant training courses. Candidates are expected to have some hands-on experience on bot services that use Language Understanding , bots with Azure Application Insights, creating a GPU, FPGA, or CPU-based solution, implementing AI workflow.

After passing this exam, candidates get a certificate from Microsoft that helps them to demonstrate their proficiency to their clients and employers.

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What is the duration, language, and format of AI-102: Designing and Implementing an Azure AI Solution Exam

  • This is beta exam.
  • Passing Score: 700 / 1000
  • Length of Examination: 50 mins
  • Language: English, Japanese, Chinese (Simplified), Korean.
  • Type of Questions: This test format is multiple choice.
  • Number of Questions: 40 to 60 questions(Since Microsoft does not publish this information, the number of exam questions may change without notice.)

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How to Register For Exam AI-102: Designing and Implementing a Microsoft Azure AI Solution?

Exam Register Link: https://examregistration.microsoft.com/?locale=en-us&examcode=AI-102&examname=Exam%20AI-102:%20Designing%20and%20Implementing%20a%20Microsoft%20Azure%20AI%20Solution&returnToLearningUrl=https%3A%2F%2Fdocs.microsoft.com%2Flearn%2Fcertifications%2Fexams%2Fai-102

For candidates that are aiming to develop their skills in building, operating, and deploying AI solutions with the help of such services as Azure Applied AI services and Azure Cognitive Services, the best variant is to pass the Microsoft AI-102 exam. This exam is all about designing and applying a Microsoft Azure AI Solution, and leads to getting the Microsoft Certified: Azure AI Engineer Associate certification.

Passing this exam implies that certified candidates are able to participate in all stages of AI solutions development from defining requirements to performance tuning and monitoring. These professionals cooperate with solution architects, as well as with data engineers and scientists, AI developers to show their vision and create comprehensive AI solutions.

Reference: https://docs.microsoft.com/en-us/learn/certifications/exams/ai-102

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Microsoft AI-102 Exam Syllabus Topics:

SectionWeightObjectives
Implement Generative AI Solutions10-15%- Integrate Azure OpenAI models into applications
- Use Azure OpenAI Service for generative AI
- Implement prompt engineering techniques
- Apply responsible AI practices
Plan and Manage an Azure AI Solution15-20%- Manage AI costs and resource allocation
- Select appropriate Azure AI services and technologies
- Implement governance and compliance for AI solutions
- Plan and configure secure AI solutions
Implement Knowledge Mining and Document Intelligence Solutions15-20%- Implement semantic and vector search
- Design document processing pipelines
- Implement Azure AI Search solutions
- Create custom skills for Azure AI Search
Implement Decision Support Solutions10-15%- Design and implement decision automation
- Monitor and optimize decision support solutions
- Integrate Azure AI services into applications
Implement Computer Vision Solutions15-20%- Read and process documents using Azure AI Document Intelligence
- Implement object detection and image classification
- Process video and generate insights
- Analyze images using Azure AI Vision
- Implement Azure AI Face service
Implement Natural Language Processing Solutions20-25%- Analyze text using Azure AI Language
- Create conversational AI solutions with Azure AI Bot Service
- Translate text and speech
- Build question answering solutions
- Implement speech capabilities using Azure AI Speech

Microsoft Designing and Implementing a Microsoft Azure AI Solution Sample Questions:

Question #1

You successfully run the following HTTP request.
POST https://management.azure.com/subscriptions/18c51a87-3a69-47a8-aedc-a54745f708a1/resourceGroups
/RG1/providers/Microsoft.CognitiveServices/accounts/contosol/regenerateKey?api-version=2017-04-18 Body{ " keyName " : " Key2 " } What is the result of the request?

  • A. A key for Azure Cognitive Services was generated in Azure Key Vault.
  • B. The primary subscription key and the secondary subscription key were rotated.
  • C. The secondary subscription key was reset.
  • D. A new query key was generated.
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

Explanation: Only visible for DumpsTorrent members. You can sign-up / login (it's free).

Question #2

You have a chatbot.
You need to test the bot by using the Bot Framework Emulator. The solution must ensure that you are prompted for credentials when you sign in to the bot.
Which three settings should you configure? To answer, select the appropriate settings in the answer area.
NOTE Each correct selection is worth one point.

Reveal Solution  Discussion  0

Correct Answer:


Explanation:

When testing a bot with the Bot Framework Emulator, especially if the bot uses authentication (OAuth), you need the Emulator to mimic real-world authentication flows. To do that:
Use version 1.0 authentication tokens
Ensures that authentication tokens are generated in the same format as Bot Framework v1.0, which is compatible with most OAuth flows.
Use a sign-in verification code for OAuthCard
Prompts the user with a verification code during sign-in flows, ensuring the emulator behaves like a real client app (e.g., mobile or Teams).
This is required to test sign-in prompts and enforce credential entry.
Use your own user ID to communicate with the bot
Ensures that the Emulator identifies you uniquely and triggers authentication properly.
Without this, the bot may treat sessions generically, and authentication prompts might not behave as expected.
Why not the others?
Application Updates (automatically download/install) # Related to emulator updates, not authentication.
Data Collection # Only for telemetry; does not affect authentication.
Ngrok settings # Used for tunneling remote bot connections; unrelated to credential prompts.
Correct Answer Selections:
Use version 1.0 authentication tokens
Use a sign-in verification code for OAuthCard
Use your own user ID to communicate with the bot
Microsoft References
Bot Framework Emulator - Authentication
Testing bots with Bot Framework Emulator

Question #3

You build a chatbot that uses the Azure OpenAI GPT 3.5 model.
You need to improve the quality of the responses from the chatbot. The solution must minimize development effort.
What are two ways to achieve the goal? Each correct answer presents a complete solution.
NOTE: Each correct answer is worth one point.

  • A. Train a custom large language model (LLM).
  • B. Add sample request/response pairs.
  • C. Fine-tune the model.
  • D. Provide grounding content.
  • E. Retrain the language model by using your own data.
Reveal Solution  Discussion  0

Correct Answer: B,D  🗳️

Explanation: Only visible for DumpsTorrent members. You can sign-up / login (it's free).

Question #4

You are building a Language Understanding model for an e-commerce platform. You need to construct an entity to capture billing addresses.
Which entity type should you use for the billing address?

  • A. Regex
  • B. geographyV2
  • C. machine learned
  • D. list
  • E. Pattern.any
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

Explanation: Only visible for DumpsTorrent members. You can sign-up / login (it's free).

Question #5

You are developing the knowledgebase by using Azure Cognitive Search.
You need to process wiki content to meet the technical requirements.
What should you include in the solution?

  • A. an indexer for Azure Blob storage attached to a skillset that contains the language detection skill and the text translation skill
  • B. an indexer for Azure Cosmos DB attached to a skillset that contains the language detection skill and the text translation skill
  • C. an indexer for Azure Blob storage attached to a skillset that contains the language detection skill
  • D. an indexer for Azure Cosmos DB attached to a skillset that contains the document extraction skill and the text translation skill
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

Explanation: Only visible for DumpsTorrent members. You can sign-up / login (it's free).

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