The AI-102 exam has been retired
It was retired on June 30, 2026. It was replaced by AI-103 (Microsoft Azure AI Apps and Agents Developer Associate). Go to the AI-103 study guide →
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1.5. Responsible AI as a Foundation
💡 First Principle: Responsible AI is a lens through which every decision should be made. Microsoft's six principles appear throughout the exam in context.
| Principle | Exam Scenario Pattern |
|---|---|
| Fairness | "Model performs worse for [group]..." → Check training data diversity |
| Reliability | "Must handle failures..." → Implement error handling, fallbacks |
| Privacy | "Processes sensitive data..." → Use PII detection |
| Inclusiveness | "Users have accessibility needs..." → Speech services |
| Transparency | "Users need to understand why..." → Confidence scores |
| Accountability | "Who approves..." → Human review workflows |
Written byAlvin Varughese
Founder•18 professional certifications