How many Select Two (Multi-Select) Questions questions are on this page?

This page has 20 Select Two (Multi-Select) Questions scenario questions for the AI-102 exam, each with detailed explanations and wrong-answer analysis.

How should I approach AI-102 scenario questions?

Read the full scenario before looking at the answer options. Identify the constraint or requirement in the scenario, then eliminate options that are generally true but wrong for this specific case. Scenario questions reward careful reading over pattern matching.

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Select Two (Multi-Select) Questions

Practise Microsoft Azure AI Engineer Associate AI-102 practice questions — original exam-style scenarios covering every exam domain, with detailed explanations, wrong-answer analysis, and common exam traps.

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AI-102

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Scenario guide

How to approach select two (multi-select) questions

Multi-select questions tell you to 'Choose TWO' or 'Choose THREE'. Getting partial credit is not a thing — you must select all correct answers with no incorrect ones. The stem always states how many to choose, so trust it. These questions require precision, not best-guess elimination.

Quick answer

Select Two (Multi-Select) Questions questions test whether you can apply the concept in context, not just recognise a definition.

How the topic appears in realistic exam-style scenarios.

Which detail in the question changes the correct answer.

How to eliminate plausible but wrong options.

How to connect the question back to the wider exam objective.

Practice scenarios

Question 1hardmulti select

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A developer is using Azure OpenAI to generate code snippets. The developer needs to ensure that the generated code does not contain security vulnerabilities. Which TWO actions should the developer take? (Choose two.)

A
Include examples of secure coding practices in the prompt.
Providing examples of secure code helps guide the model towards generating secure code.
B
Set the max_tokens parameter to a high value to allow longer outputs.
Why wrong: Increasing max_tokens does not affect the security of the generated code.
C
Fine-tune the model on a dataset containing examples of insecure code.
Why wrong: Fine-tuning on insecure code would teach the model to produce more vulnerabilities.
D
Use the content filtering feature to block malicious code patterns.
Content filtering can be configured to detect and block common insecure code patterns.
E
Add a system message that instructs the model to never generate insecure code.
Why wrong: System messages can provide guidance but do not guarantee compliance, and the model may still generate insecure code.

Select Two (Multi-Select) Questions

How to approach select two (multi-select) questions

Quick answer

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Practice scenarios

A developer is using Azure OpenAI to generate code snippets. The developer needs to ensure that the generated code does not contain security vulnerabilities. Which TWO actions should the developer take? (Choose two.)

Which TWO Azure services can be used to detect and redact PII from images containing text? (Choose two.)

A company wants to deploy an agent using Azure Bot Service that integrates with Microsoft Teams. Which THREE steps should the team take?

An agent uses Azure OpenAI with function calling to perform actions. The agent is not executing functions correctly. Which THREE factors should the team check to diagnose the issue?

Which TWO actions can reduce the cost of using Azure Custom Vision for image classification? (Choose two.)

Which THREE are required to build a custom video indexing solution using Azure Video Analyzer for Media? (Choose three.)

A company is building an agent that uses Azure OpenAI to answer questions from a large document library. The agent must use a Retrieval Augmented Generation (RAG) pattern. Which TWO actions should the team take to implement RAG effectively?

An agent uses Azure AI Language to perform sentiment analysis on customer feedback. The team notices that the sentiment scores are sometimes inaccurate for negative feedback. Which TWO improvements should the team consider?

A company uses Azure Content Moderator to moderate user-generated content. They need to ensure that content moderation workflows comply with regional regulations. Which TWO actions should they take?

A company uses Azure Document Intelligence to extract data from tax forms. They need to improve accuracy for a specific field. Which TWO actions should they take?

Which THREE components are required to build a custom named entity recognition (NER) model in Azure Cognitive Service for Language?

Which THREE actions should an engineer take when deploying a custom question answering project in Azure Cognitive Service for Language?

Which TWO actions should you take to optimize a custom text classification model in Azure Cognitive Service for Language?

Which TWO actions are required to enable a custom chatbot built with Azure OpenAI to answer questions based on a company's internal PDF documents?

You are developing a content moderation solution that uses Azure Content Moderator to review images uploaded by users. The solution must flag images for potential adult content. Which TWO actions should you take to achieve this goal?

Which TWO actions should you take to reduce the latency of an Azure AI Computer Vision OCR call on a large image?

Which TWO actions should you take to ensure compliance with data privacy regulations when using Azure AI Language to process customer support transcripts that contain personally identifiable information (PII)?

Which TWO actions are valid ways to authenticate to Azure AI services?