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Microsoft Certified:Azure AI Engineer Associate

Domain 5Objective 1

Analyze and Translate Text AI-102 Practice Questions (Page 5)

Part of the Implement natural language processing solutions domain, which accounts for 15-20% of the AI-102 exam. Microsoft does not publish an official question count, but from its 100-minute exam (~40–65 total, ~6–13 in this domain), expect 2–4 from this objective — we provide 26 practice questions to prepare you well beyond it. (estimate)

26questions here
6free pages
6concepts
15-20%of the exam

Questions 21–25

  1. 21application · medium

    A travel agency receives customer inquiries in multiple languages. The agency wants to translate each inquiry to the agent's preferred language, detect the original language for reporting, and determine the sentiment of the inquiry to prioritize urgent issues. You need to implement this. What should you do?

    Select an answer first
  2. 22foundation · easy

    Which Azure AI Language feature evaluates text and returns a sentiment label such as positive, negative, or neutral, along with confidence scores?

    Select an answer first
  3. 23expert · hard

    A global customer feedback system receives messages in multiple languages. The team wants to determine the sentiment of each message, detect the language for reporting, and translate non-English messages to English for the analysis team. The solution must minimize API calls and preserve the original sentiment. The team is considering two approaches: (A) call Language Detection, then Sentiment Analysis on the original text, then the Translator API for non-English messages; (B) call the Translator API, which returns the detected source language, then Sentiment Analysis on the original text. Which approach should you choose and why?

    Select an answer first
  4. 24foundation · easy

    An application must extract and categorize mentions of companies and job titles from a set of resumes. Which Azure AI Language feature should be used?

    Select an answer first
  5. 25foundation · easy

    Which Azure service is used to translate text and documents between multiple languages in real time?

    Select an answer first
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