6.2 Practice Questions: AI Workloads and Responsible AI

Key Takeaways

  • These questions test your ability to identify AI workload types and apply responsible AI principles to real-world scenarios.
  • Focus on matching scenarios to workload types: regression = numbers, classification = categories, anomaly detection = unusual patterns, computer vision = images.
  • Responsible AI questions require matching scenarios to the MOST RELEVANT principle among the six.
  • Remember that responsible AI applies to ALL AI, not just generative AI — fairness in ML models, privacy in NLP, inclusiveness in speech recognition.
  • Azure AI Content Safety is the specific service for detecting harmful content; responsible AI principles are the broader framework.
Last updated: March 2026

Practice Questions: AI Workloads and Responsible AI

Test your knowledge of Domain 1 with these scenario-based questions. Each question mirrors the style and difficulty of the actual AI-900 exam.

Test Your Knowledge

A bank uses an AI model to approve or deny loan applications. The model consistently denies applications from a specific zip code that correlates with a minority neighborhood, even when applicants have strong credit histories. Which responsible AI principle is being violated?

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Test Your Knowledge

A retail company wants to predict how many units of each product they will sell next month to optimize inventory. Which type of AI workload is this?

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Test Your Knowledge

An autonomous vehicle uses AI to identify and locate pedestrians, cars, traffic signs, and lane markings in real time. Which two computer vision tasks are primarily involved?

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Test Your Knowledge

A medical AI system provides a diagnosis but cannot explain how it reached its conclusion. The doctor cannot determine why the AI recommended a specific treatment. Which responsible AI principle is lacking?

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Test Your Knowledge

A cybersecurity system monitors network traffic and flags unusual patterns that might indicate a breach. This is an example of which AI workload?

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Test Your Knowledge

Which statement about AI and machine learning is correct?

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Test Your Knowledge

An AI customer service chatbot collects and stores customer conversations including personal information, but the company has no data protection policy or encryption for this data. Which responsible AI principle is most at risk?

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Test Your KnowledgeMulti-Select

Which THREE are common types of AI workloads? (Select three)

Select all that apply

Anomaly detection
Database administration
Natural language processing
Network configuration
Computer vision