AI-900 Azure AI Fundamentals Practice Questions

1104 exam-accurate questions with explanations

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Describe Artificial Intelligence workloads and considerations

A support manager at a travel platform must inspect product images and identify visible defects. Which option should be selected?

A computer vision check_circle

B natural language processing

C clustering

D speech synthesis

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Explanation

Difficulty: Easy (1/3). Computer vision is used to interpret visual content such as images or video. The best wrong answer fails because natural language processing works with text or language rather than pixels.

Describe Artificial Intelligence workloads and considerations

During an initial requirements workshop, a public library network decides to test how an AI assistant behaves when users submit ambiguous or adversarial prompts. What should the team identify?

A inclusiveness

B reliability and safety check_circle

C transparency

D fairness

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Explanation

Difficulty: Easy (1/3). Reliability and safety focus on consistent operation and preventing harmful behavior or failures. The best wrong answer fails because fairness concerns equitable outcomes, not resilience when inputs are unexpected.

Describe Artificial Intelligence workloads and considerations

For a new prototype, an agricultural cooperative needs to predict whether a support ticket should be routed to billing, technical support, or account services. Which option is the best fit?

A regression

B clustering

C classification check_circle

D OCR

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Explanation

Difficulty: Easy (1/3). Classification predicts a category or class. The best wrong answer fails because regression predicts a numeric value rather than a discrete category.

Describe Artificial Intelligence workloads and considerations

Which capability should a software company choose to read an application notification aloud to a user?

A speech recognition

B OCR

C entity recognition

D speech synthesis check_circle

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Explanation

Difficulty: Easy (1/3). Speech synthesis generates spoken audio from text. The best wrong answer fails because speech recognition converts audio into text, not text into speech.

Describe Artificial Intelligence workloads and considerations

A customer-experience manager at a public transport operator must extract invoice numbers, totals, and vendor names from scanned invoices. Which option should be selected?

A document processing check_circle

B speech synthesis

C clustering

D image classification

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Explanation

Difficulty: Easy (1/3). Document processing extracts structured information from forms and documents. The best wrong answer fails because image classification assigns an image-level category but does not extract form fields.

Describe Artificial Intelligence workloads and considerations

During an initial requirements workshop, a media publisher decides to ensure a voice-enabled app also supports users who cannot rely on audio interactions. What should the team identify?

A accountability

B inclusiveness check_circle

C privacy and security

D reliability and safety

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Explanation

Difficulty: Easy (1/3). Inclusiveness means designing AI solutions that empower and accommodate people with varied abilities and circumstances. The best wrong answer fails because privacy and security protect information but do not ensure the user experience works for diverse abilities.

Describe Artificial Intelligence workloads and considerations

For a new prototype, a sports analytics startup needs to group customers into naturally occurring segments without predefined segment labels. Which option is the best fit?

A classification

B regression

C clustering check_circle

D OCR

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Explanation

Difficulty: Easy (1/3). Clustering groups similar records without requiring predefined labels. The best wrong answer fails because classification requires known target categories for training.

Describe Artificial Intelligence workloads and considerations

Which capability should a training provider choose to reduce the personal information collected by an AI-powered intake form?

A collecting every available field

B publishing raw prompts for debugging

C sharing a single administrator account

D data minimization check_circle

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Explanation

Difficulty: Easy (1/3). Data minimization reduces privacy risk by collecting only information necessary for the stated purpose. The best wrong answer fails because collecting every available field increases exposure and is not justified merely because storage is available.

Describe Artificial Intelligence workloads and considerations

A support manager at an energy company must check whether a loan-screening model produces materially different outcomes across demographic groups. Which option should be selected?

A fairness check_circle

B transparency

C reliability and safety

D accountability

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Explanation

Difficulty: Easy (1/3). Fairness focuses on avoiding unjustified differences in outcomes for groups of people. The best wrong answer fails because transparency explains system behavior but does not by itself test whether outcomes are equitable.

Describe Artificial Intelligence workloads and considerations

During an initial requirements workshop, a regional bank decides to assign a business owner to approve deployment and handle escalation for harmful outcomes. What should the team identify?

A transparency

B accountability check_circle

C fairness

D inclusiveness

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Explanation

Difficulty: Easy (1/3). Accountability means people and organizations remain responsible for the AI solution and its outcomes. The best wrong answer fails because transparency supports understanding, but responsibility still needs a clear owner and review process.

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