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Azure AI Engineer Associate

AI-102 Practice Test

Start a free 30-question AI-102 daily set with source-backed explanations, local progress, and a fresh rotation every morning.

30 daily web questions Source-backed explanations 7-day score history Questions updated at Apr 13, 2026, 10:51 AM CDT
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AI-102

Azure AI Engineer Associate

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Today's 30 AI-102 questions

Use this AI-102 practice test to review Azure AI Engineer Associate. Questions rotate daily and each explanation links to the source used to validate the answer.

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30 verified questions are currently in the live bank. Questions updated at Apr 13, 2026, 10:51 AM CDT. The daily set rotates at 10:00 AM local time, and each explanation links back to the source used to write it. Use the web set for quick practice, then switch to the app when available for larger banks and deeper review.

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Question 1 of 30
Objective AI-102-generative-ai Generative AI

Which answer is the best source-backed summary of this Azure AI Engineer Associate topic?

Concept tested: Generative AI

A. Incorrect: Generative AI is unrelated to Azure AI Engineer work is incorrect because it does not answer this stem as directly as Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls..

B. Correct: Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls is the correct answer because generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls. The current AI-102 guide includes generative AI and agentic solution topics.

C. Incorrect: Grounding outputs always means deleting source data is incorrect because it does not answer this stem as directly as Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls..

D. Incorrect: Generative AI implementation never needs safety controls is incorrect because it does not answer this stem as directly as Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls..

Why this matters: This matters because AI questions test whether the control changes model behavior, data handling, or evaluation in the way the scenario requires.
Question 2 of 30
Objective AI-102-responsible-ai Responsible AI

When practicing AI-102, which option belongs under Responsible AI?

Concept tested: Responsible AI

A. Correct: Azure AI engineers should apply responsible AI principles when building AI solutions is the correct answer because azure AI engineers should apply responsible AI principles when building AI solutions. The AI-102 audience profile calls out applying responsible AI principles.

B. Incorrect: Responsible AI means hiding system limitations is incorrect because it does not answer this stem as directly as Azure AI engineers should apply responsible AI principles when building AI solutions..

C. Incorrect: Responsible AI principles are optional trivia with no engineering relevance is incorrect because it does not answer this stem as directly as Azure AI engineers should apply responsible AI principles when building AI solutions..

D. Incorrect: Responsible AI requires ignoring monitoring is incorrect because it does not answer this stem as directly as Azure AI engineers should apply responsible AI principles when building AI solutions..

Why this matters: This matters because AI questions test whether the control changes model behavior, data handling, or evaluation in the way the scenario requires.
Question 3 of 30
Objective AI-102-plan Plan and Manage

A learner is reviewing AI-102-plan. What should they remember?

Concept tested: Plan and Manage

A. Correct: AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services is the correct answer because aI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services. The study guide lists planning and managing Azure AI solutions as a measured skill area.

B. Incorrect: AI-102 ignores service selection is incorrect because it does not answer this stem as directly as AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services..

C. Incorrect: AI-102 requires avoiding Azure AI portfolio knowledge is incorrect because it does not answer this stem as directly as AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services..

D. Incorrect: AI-102 is only a Linux filesystem exam is incorrect because it does not answer this stem as directly as AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services..

Why this matters: This matters because AI questions test whether the control changes model behavior, data handling, or evaluation in the way the scenario requires.
Question 4 of 30
Objective AI-102-language Natural Language

A learner is reviewing AI-102-language. What should they remember?

Concept tested: Natural Language

A. Incorrect: Natural language processing is only disk partitioning is incorrect because it does not answer this stem as directly as Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs..

B. Correct: Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs is the correct answer because natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs. AI-102 includes natural language processing solution implementation.

C. Incorrect: Text analysis has no AI use cases is incorrect because it does not answer this stem as directly as Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs..

D. Incorrect: Language solutions cannot use APIs or SDKs is incorrect because it does not answer this stem as directly as Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs..

Why this matters: This matters because AI questions test whether the control changes model behavior, data handling, or evaluation in the way the scenario requires.
Question 5 of 30
Objective AI-102-knowledge-mining Knowledge Mining

Which statement best matches Knowledge Mining for AI-102 practice?

Concept tested: Knowledge Mining

A. Incorrect: Search enrichment only applies to printer drivers is incorrect because it does not answer this stem as directly as Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content..

B. Correct: Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content is the correct answer because knowledge mining and information extraction solutions help search, enrich, and retrieve information from content. Knowledge mining and extraction are listed on the AI-102 study guide.

C. Incorrect: Knowledge mining means deleting all searchable content is incorrect because it does not answer this stem as directly as Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content..

D. Incorrect: Information extraction is unrelated to Azure AI services is incorrect because it does not answer this stem as directly as Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content..

Why this matters: This matters because AI questions test whether the control changes model behavior, data handling, or evaluation in the way the scenario requires.
Question 6 of 30
Objective AI-102-vision Computer Vision

Which answer is the best source-backed summary of this Azure AI Engineer Associate topic?

Concept tested: Computer Vision

A. Incorrect: Images and video are unrelated to vision services is incorrect because it does not answer this stem as directly as Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition..

B. Incorrect: Vision solutions cannot use Azure AI services is incorrect because it does not answer this stem as directly as Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition..

C. Incorrect: Computer vision is only about database indexing is incorrect because it does not answer this stem as directly as Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition..

D. Correct: Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition is the correct answer because computer vision solutions process images or video for tasks such as analysis, extraction, or recognition. Computer vision is a measured AI-102 skill area.

Why this matters: This matters because AI questions test whether the control changes model behavior, data handling, or evaluation in the way the scenario requires.
Question 7 of 30
Objective AI-102-generative-ai Generative AI

Which statement best matches Generative AI for AI-102 practice?

Concept tested: Generative AI

A. Incorrect: Grounding outputs always means deleting source data is incorrect because it does not answer this stem as directly as Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls..

B. Correct: Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls is the correct answer because generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls. The current AI-102 guide includes generative AI and agentic solution topics.

C. Incorrect: Generative AI implementation never needs safety controls is incorrect because it does not answer this stem as directly as Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls..

D. Incorrect: Generative AI is unrelated to Azure AI Engineer work is incorrect because it does not answer this stem as directly as Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls..

Why this matters: This matters because AI questions test whether the control changes model behavior, data handling, or evaluation in the way the scenario requires.
Question 8 of 30
Objective AI-102-responsible-ai Responsible AI

What is the safest study takeaway for Responsible AI?

Concept tested: Responsible AI

A. Incorrect: Responsible AI requires ignoring monitoring is incorrect because it does not answer this stem as directly as Azure AI engineers should apply responsible AI principles when building AI solutions..

B. Incorrect: Responsible AI means hiding system limitations is incorrect because it does not answer this stem as directly as Azure AI engineers should apply responsible AI principles when building AI solutions..

C. Incorrect: Responsible AI principles are optional trivia with no engineering relevance is incorrect because it does not answer this stem as directly as Azure AI engineers should apply responsible AI principles when building AI solutions..

D. Correct: Azure AI engineers should apply responsible AI principles when building AI solutions is the correct answer because azure AI engineers should apply responsible AI principles when building AI solutions. The AI-102 audience profile calls out applying responsible AI principles.

Why this matters: This matters because AI questions test whether the control changes model behavior, data handling, or evaluation in the way the scenario requires.
Question 9 of 30
Objective AI-102-plan Plan and Manage

When practicing AI-102, which option belongs under Plan and Manage?

Concept tested: Plan and Manage

A. Correct: AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services is the correct answer because aI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services. The study guide lists planning and managing Azure AI solutions as a measured skill area.

B. Incorrect: AI-102 requires avoiding Azure AI portfolio knowledge is incorrect because it does not answer this stem as directly as AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services..

C. Incorrect: AI-102 ignores service selection is incorrect because it does not answer this stem as directly as AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services..

D. Incorrect: AI-102 is only a Linux filesystem exam is incorrect because it does not answer this stem as directly as AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services..

Why this matters: This matters because AI questions test whether the control changes model behavior, data handling, or evaluation in the way the scenario requires.
Question 10 of 30
Objective AI-102-language Natural Language

Which statement best matches Natural Language for AI-102 practice?

Concept tested: Natural Language

A. Incorrect: Natural language processing is only disk partitioning is incorrect because it does not answer this stem as directly as Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs..

B. Correct: Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs is the correct answer because natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs. AI-102 includes natural language processing solution implementation.

C. Incorrect: Language solutions cannot use APIs or SDKs is incorrect because it does not answer this stem as directly as Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs..

D. Incorrect: Text analysis has no AI use cases is incorrect because it does not answer this stem as directly as Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs..

Why this matters: This matters because AI questions test whether the control changes model behavior, data handling, or evaluation in the way the scenario requires.
Question 11 of 30
Objective AI-102-knowledge-mining Knowledge Mining

A learner is reviewing AI-102-knowledge-mining. What should they remember?

Concept tested: Knowledge Mining

A. Incorrect: Knowledge mining means deleting all searchable content is incorrect because it does not answer this stem as directly as Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content..

B. Correct: Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content is the correct answer because knowledge mining and information extraction solutions help search, enrich, and retrieve information from content. Knowledge mining and extraction are listed on the AI-102 study guide.

C. Incorrect: Search enrichment only applies to printer drivers is incorrect because it does not answer this stem as directly as Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content..

D. Incorrect: Information extraction is unrelated to Azure AI services is incorrect because it does not answer this stem as directly as Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content..

Why this matters: This matters because AI questions test whether the control changes model behavior, data handling, or evaluation in the way the scenario requires.
Question 12 of 30
Objective AI-102-vision Computer Vision

When practicing AI-102, which option belongs under Computer Vision?

Concept tested: Computer Vision

A. Correct: Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition is the correct answer because computer vision solutions process images or video for tasks such as analysis, extraction, or recognition. Computer vision is a measured AI-102 skill area.

B. Incorrect: Computer vision is only about database indexing is incorrect because it does not answer this stem as directly as Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition..

C. Incorrect: Images and video are unrelated to vision services is incorrect because it does not answer this stem as directly as Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition..

D. Incorrect: Vision solutions cannot use Azure AI services is incorrect because it does not answer this stem as directly as Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition..

Why this matters: This matters because AI questions test whether the control changes model behavior, data handling, or evaluation in the way the scenario requires.
Question 13 of 30
Objective AI-102-generative-ai Generative AI

What is the safest study takeaway for Generative AI?

Concept tested: Generative AI

A. Correct: Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls is the correct answer because generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls. The current AI-102 guide includes generative AI and agentic solution topics.

B. Incorrect: Generative AI implementation never needs safety controls is incorrect because it does not answer this stem as directly as Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls..

C. Incorrect: Grounding outputs always means deleting source data is incorrect because it does not answer this stem as directly as Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls..

D. Incorrect: Generative AI is unrelated to Azure AI Engineer work is incorrect because it does not answer this stem as directly as Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls..

Why this matters: This matters because AI questions test whether the control changes model behavior, data handling, or evaluation in the way the scenario requires.
Question 14 of 30
Objective AI-102-responsible-ai Responsible AI

Which statement best matches Responsible AI for AI-102 practice?

Concept tested: Responsible AI

A. Incorrect: Responsible AI requires ignoring monitoring is incorrect because it does not answer this stem as directly as Azure AI engineers should apply responsible AI principles when building AI solutions..

B. Incorrect: Responsible AI means hiding system limitations is incorrect because it does not answer this stem as directly as Azure AI engineers should apply responsible AI principles when building AI solutions..

C. Incorrect: Responsible AI principles are optional trivia with no engineering relevance is incorrect because it does not answer this stem as directly as Azure AI engineers should apply responsible AI principles when building AI solutions..

D. Correct: Azure AI engineers should apply responsible AI principles when building AI solutions is the correct answer because azure AI engineers should apply responsible AI principles when building AI solutions. The AI-102 audience profile calls out applying responsible AI principles.

Why this matters: This matters because AI questions test whether the control changes model behavior, data handling, or evaluation in the way the scenario requires.
Question 15 of 30
Objective AI-102-plan Plan and Manage

What is the safest study takeaway for Plan and Manage?

Concept tested: Plan and Manage

A. Incorrect: AI-102 is only a Linux filesystem exam is incorrect because it does not answer this stem as directly as AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services..

B. Correct: AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services is the correct answer because aI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services. The study guide lists planning and managing Azure AI solutions as a measured skill area.

C. Incorrect: AI-102 ignores service selection is incorrect because it does not answer this stem as directly as AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services..

D. Incorrect: AI-102 requires avoiding Azure AI portfolio knowledge is incorrect because it does not answer this stem as directly as AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services..

Why this matters: This matters because AI questions test whether the control changes model behavior, data handling, or evaluation in the way the scenario requires.
Question 16 of 30
Objective AI-102-language Natural Language

Which answer is the best source-backed summary of this Azure AI Engineer Associate topic?

Concept tested: Natural Language

A. Correct: Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs is the correct answer because natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs. AI-102 includes natural language processing solution implementation.

B. Incorrect: Language solutions cannot use APIs or SDKs is incorrect because it does not answer this stem as directly as Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs..

C. Incorrect: Text analysis has no AI use cases is incorrect because it does not answer this stem as directly as Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs..

D. Incorrect: Natural language processing is only disk partitioning is incorrect because it does not answer this stem as directly as Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs..

Why this matters: This matters because AI questions test whether the control changes model behavior, data handling, or evaluation in the way the scenario requires.
Question 17 of 30
Objective AI-102-knowledge-mining Knowledge Mining

Which answer is the best source-backed summary of this Azure AI Engineer Associate topic?

Concept tested: Knowledge Mining

A. Incorrect: Knowledge mining means deleting all searchable content is incorrect because it does not answer this stem as directly as Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content..

B. Incorrect: Information extraction is unrelated to Azure AI services is incorrect because it does not answer this stem as directly as Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content..

C. Correct: Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content is the correct answer because knowledge mining and information extraction solutions help search, enrich, and retrieve information from content. Knowledge mining and extraction are listed on the AI-102 study guide.

D. Incorrect: Search enrichment only applies to printer drivers is incorrect because it does not answer this stem as directly as Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content..

Why this matters: This matters because AI questions test whether the control changes model behavior, data handling, or evaluation in the way the scenario requires.
Question 18 of 30
Objective AI-102-vision Computer Vision

Which statement best matches Computer Vision for AI-102 practice?

Concept tested: Computer Vision

A. Incorrect: Images and video are unrelated to vision services is incorrect because it does not answer this stem as directly as Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition..

B. Correct: Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition is the correct answer because computer vision solutions process images or video for tasks such as analysis, extraction, or recognition. Computer vision is a measured AI-102 skill area.

C. Incorrect: Computer vision is only about database indexing is incorrect because it does not answer this stem as directly as Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition..

D. Incorrect: Vision solutions cannot use Azure AI services is incorrect because it does not answer this stem as directly as Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition..

Why this matters: This matters because AI questions test whether the control changes model behavior, data handling, or evaluation in the way the scenario requires.
Question 19 of 30
Objective AI-102-generative-ai Generative AI

When practicing AI-102, which option belongs under Generative AI?

Concept tested: Generative AI

A. Incorrect: Generative AI is unrelated to Azure AI Engineer work is incorrect because it does not answer this stem as directly as Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls..

B. Incorrect: Generative AI implementation never needs safety controls is incorrect because it does not answer this stem as directly as Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls..

C. Correct: Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls is the correct answer because generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls. The current AI-102 guide includes generative AI and agentic solution topics.

D. Incorrect: Grounding outputs always means deleting source data is incorrect because it does not answer this stem as directly as Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls..

Why this matters: This matters because AI questions test whether the control changes model behavior, data handling, or evaluation in the way the scenario requires.
Question 20 of 30
Objective AI-102-responsible-ai Responsible AI

Which answer is the best source-backed summary of this Azure AI Engineer Associate topic?

Concept tested: Responsible AI

A. Incorrect: Responsible AI means hiding system limitations is incorrect because it does not answer this stem as directly as Azure AI engineers should apply responsible AI principles when building AI solutions..

B. Incorrect: Responsible AI principles are optional trivia with no engineering relevance is incorrect because it does not answer this stem as directly as Azure AI engineers should apply responsible AI principles when building AI solutions..

C. Correct: Azure AI engineers should apply responsible AI principles when building AI solutions is the correct answer because azure AI engineers should apply responsible AI principles when building AI solutions. The AI-102 audience profile calls out applying responsible AI principles.

D. Incorrect: Responsible AI requires ignoring monitoring is incorrect because it does not answer this stem as directly as Azure AI engineers should apply responsible AI principles when building AI solutions..

Why this matters: This matters because AI questions test whether the control changes model behavior, data handling, or evaluation in the way the scenario requires.
Question 21 of 30
Objective AI-102-plan Plan and Manage

Which statement best matches Plan and Manage for AI-102 practice?

Concept tested: Plan and Manage

A. Incorrect: AI-102 is only a Linux filesystem exam is incorrect because it does not answer this stem as directly as AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services..

B. Correct: AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services is the correct answer because aI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services. The study guide lists planning and managing Azure AI solutions as a measured skill area.

C. Incorrect: AI-102 requires avoiding Azure AI portfolio knowledge is incorrect because it does not answer this stem as directly as AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services..

D. Incorrect: AI-102 ignores service selection is incorrect because it does not answer this stem as directly as AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services..

Why this matters: This matters because AI questions test whether the control changes model behavior, data handling, or evaluation in the way the scenario requires.
Question 22 of 30
Objective AI-102-language Natural Language

What is the safest study takeaway for Natural Language?

Concept tested: Natural Language

A. Incorrect: Natural language processing is only disk partitioning is incorrect because it does not answer this stem as directly as Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs..

B. Correct: Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs is the correct answer because natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs. AI-102 includes natural language processing solution implementation.

C. Incorrect: Text analysis has no AI use cases is incorrect because it does not answer this stem as directly as Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs..

D. Incorrect: Language solutions cannot use APIs or SDKs is incorrect because it does not answer this stem as directly as Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs..

Why this matters: This matters because Natural Language questions test whether Natural language processing solutions analyze text, language,... fits the scenario's constraints, not just whether the term sounds familiar.
Question 23 of 30
Objective AI-102-knowledge-mining Knowledge Mining

When practicing AI-102, which option belongs under Knowledge Mining?

Concept tested: Knowledge Mining

A. Incorrect: Search enrichment only applies to printer drivers is incorrect because it does not answer this stem as directly as Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content..

B. Correct: Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content is the correct answer because knowledge mining and information extraction solutions help search, enrich, and retrieve information from content. Knowledge mining and extraction are listed on the AI-102 study guide.

C. Incorrect: Knowledge mining means deleting all searchable content is incorrect because it does not answer this stem as directly as Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content..

D. Incorrect: Information extraction is unrelated to Azure AI services is incorrect because it does not answer this stem as directly as Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content..

Why this matters: This matters because AI questions test whether the control changes model behavior, data handling, or evaluation in the way the scenario requires.
Question 24 of 30
Objective AI-102-vision Computer Vision

What is the safest study takeaway for Computer Vision?

Concept tested: Computer Vision

A. Incorrect: Images and video are unrelated to vision services is incorrect because it does not answer this stem as directly as Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition..

B. Incorrect: Vision solutions cannot use Azure AI services is incorrect because it does not answer this stem as directly as Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition..

C. Correct: Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition is the correct answer because computer vision solutions process images or video for tasks such as analysis, extraction, or recognition. Computer vision is a measured AI-102 skill area.

D. Incorrect: Computer vision is only about database indexing is incorrect because it does not answer this stem as directly as Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition..

Why this matters: This matters because Computer Vision questions test whether Computer vision solutions process images or video for tasks such as... fits the scenario's constraints, not just whether the term sounds familiar.
Question 25 of 30
Objective AI-102-generative-ai Generative AI

A learner is reviewing AI-102-generative-ai. What should they remember?

Concept tested: Generative AI

A. Correct: Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls is the correct answer because generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls. The current AI-102 guide includes generative AI and agentic solution topics.

B. Incorrect: Generative AI implementation never needs safety controls is incorrect because it does not answer this stem as directly as Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls..

C. Incorrect: Grounding outputs always means deleting source data is incorrect because it does not answer this stem as directly as Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls..

D. Incorrect: Generative AI is unrelated to Azure AI Engineer work is incorrect because it does not answer this stem as directly as Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls..

Why this matters: This matters because AI questions test whether the control changes model behavior, data handling, or evaluation in the way the scenario requires.
Question 26 of 30
Objective AI-102-responsible-ai Responsible AI

A learner is reviewing AI-102-responsible-ai. What should they remember?

Concept tested: Responsible AI

A. Incorrect: Responsible AI requires ignoring monitoring is incorrect because it does not answer this stem as directly as Azure AI engineers should apply responsible AI principles when building AI solutions..

B. Incorrect: Responsible AI principles are optional trivia with no engineering relevance is incorrect because it does not answer this stem as directly as Azure AI engineers should apply responsible AI principles when building AI solutions..

C. Incorrect: Responsible AI means hiding system limitations is incorrect because it does not answer this stem as directly as Azure AI engineers should apply responsible AI principles when building AI solutions..

D. Correct: Azure AI engineers should apply responsible AI principles when building AI solutions is the correct answer because azure AI engineers should apply responsible AI principles when building AI solutions. The AI-102 audience profile calls out applying responsible AI principles.

Why this matters: This matters because AI questions test whether the control changes model behavior, data handling, or evaluation in the way the scenario requires.
Question 27 of 30
Objective AI-102-plan Plan and Manage

Which answer is the best source-backed summary of this Azure AI Engineer Associate topic?

Concept tested: Plan and Manage

A. Incorrect: AI-102 ignores service selection is incorrect because it does not answer this stem as directly as AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services..

B. Correct: AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services is the correct answer because aI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services. The study guide lists planning and managing Azure AI solutions as a measured skill area.

C. Incorrect: AI-102 requires avoiding Azure AI portfolio knowledge is incorrect because it does not answer this stem as directly as AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services..

D. Incorrect: AI-102 is only a Linux filesystem exam is incorrect because it does not answer this stem as directly as AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services..

Why this matters: This matters because AI questions test whether the control changes model behavior, data handling, or evaluation in the way the scenario requires.
Question 28 of 30
Objective AI-102-language Natural Language

When practicing AI-102, which option belongs under Natural Language?

Concept tested: Natural Language

A. Incorrect: Text analysis has no AI use cases is incorrect because it does not answer this stem as directly as Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs..

B. Incorrect: Language solutions cannot use APIs or SDKs is incorrect because it does not answer this stem as directly as Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs..

C. Incorrect: Natural language processing is only disk partitioning is incorrect because it does not answer this stem as directly as Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs..

D. Correct: Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs is the correct answer because natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs. AI-102 includes natural language processing solution implementation.

Why this matters: This matters because AI questions test whether the control changes model behavior, data handling, or evaluation in the way the scenario requires.
Question 29 of 30
Objective AI-102-knowledge-mining Knowledge Mining

What is the safest study takeaway for Knowledge Mining?

Concept tested: Knowledge Mining

A. Incorrect: Knowledge mining means deleting all searchable content is incorrect because it does not answer this stem as directly as Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content..

B. Correct: Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content is the correct answer because knowledge mining and information extraction solutions help search, enrich, and retrieve information from content. Knowledge mining and extraction are listed on the AI-102 study guide.

C. Incorrect: Search enrichment only applies to printer drivers is incorrect because it does not answer this stem as directly as Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content..

D. Incorrect: Information extraction is unrelated to Azure AI services is incorrect because it does not answer this stem as directly as Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content..

Why this matters: This matters because Knowledge Mining questions test whether Knowledge mining and information extraction solutions help search,... fits the scenario's constraints, not just whether the term sounds familiar.
Question 30 of 30
Objective AI-102-vision Computer Vision

A learner is reviewing AI-102-vision. What should they remember?

Concept tested: Computer Vision

A. Correct: Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition is the correct answer because computer vision solutions process images or video for tasks such as analysis, extraction, or recognition. Computer vision is a measured AI-102 skill area.

B. Incorrect: Images and video are unrelated to vision services is incorrect because it does not answer this stem as directly as Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition..

C. Incorrect: Vision solutions cannot use Azure AI services is incorrect because it does not answer this stem as directly as Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition..

D. Incorrect: Computer vision is only about database indexing is incorrect because it does not answer this stem as directly as Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition..

Why this matters: This matters because AI questions test whether the control changes model behavior, data handling, or evaluation in the way the scenario requires.
Where to go after the daily web set

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