6.4 Practice Questions: Computer Vision, NLP, and Generative AI

Key Takeaways

  • These questions test your ability to select the correct Azure service for vision, NLP, and generative AI scenarios.
  • Computer vision: know the difference between classification (whole image label), detection (located objects), OCR (text extraction), and segmentation (per-pixel).
  • NLP: know when to use Language (text analysis), Speech (audio), Translator (text translation), CLU (intent/entity), and Question Answering (FAQ bots).
  • Generative AI: understand RAG, prompt engineering techniques, content filters, hallucinations, and Azure OpenAI capabilities.
  • Service name updates are commonly tested: LUIS→CLU, QnA Maker→Question Answering, Form Recognizer→Document Intelligence, Cognitive Search→AI Search.
Last updated: March 2026

Practice Questions: Computer Vision, NLP, and Generative AI

Test your knowledge of Domains 3, 4, and 5 with these practice questions covering Azure AI services for vision, language, speech, and generative AI.

Test Your Knowledge

A logistics company wants to automatically read tracking numbers from packages using cameras on a conveyor belt. Which Azure AI service and capability should they use?

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Test Your Knowledge

A pharmaceutical company needs to translate their drug interaction documentation from English into 30 languages while preserving the formatting of tables and chemical formulas. Which service should they use?

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Test Your Knowledge

A hotel chain wants to analyze thousands of online reviews to understand what guests like and dislike about specific aspects of their stay (rooms, food, service, location). Which Azure AI Language feature provides the most detailed analysis?

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Test Your Knowledge

A company built a chatbot using Azure OpenAI Service. Users are reporting that the chatbot sometimes makes up information about company products that does not exist. What is the best solution?

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Test Your Knowledge

Which of the following is the correct current name for the service previously known as "Azure Cognitive Search"?

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Test Your Knowledge

A customer service team wants a chatbot that can answer employee questions about company benefits using their existing benefits handbook PDF. Which TWO Azure services should they use together?

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Test Your Knowledge

What happens when a user submits a prompt containing hate speech to Azure OpenAI Service with default settings?

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Test Your Knowledge

A developer wants the AI model to give consistent, factual answers with minimal variation. Which temperature setting should they use?

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Test Your Knowledge

Which prompt engineering technique involves providing the model with example input-output pairs before presenting the actual task?

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Test Your Knowledge

A wildlife conservation organization needs to identify specific endangered species in camera trap images. They have 500 labeled images of 10 species. Pre-built Azure AI Vision does not recognize these specific species. Which service should they use?

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Test Your Knowledge

Which of the following best describes what Azure AI Document Intelligence does compared to basic OCR?

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Test Your Knowledge

A company wants their speech recognition system to accurately transcribe medical terminology during doctor-patient consultations. Which approach should they take?

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Test Your KnowledgeMulti-Select

Which THREE features does Microsoft Copilot use to implement responsible AI? (Select three)

Select all that apply

Content filters to block harmful content
Citations showing information sources
Unlimited conversation length for complete answers
Disclaimers noting content is AI-generated
Access to all internet data without restrictions
Test Your KnowledgeMatching

Match each retired Azure service name to its current replacement:

Match each item on the left with the correct item on the right

1
LUIS
2
QnA Maker
3
Form Recognizer
4
Azure Cognitive Search
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