AI-102 Practice Question: Implement natural language processing solutions
Which TWO actions should you take to ensure that an Azure AI Language Service custom entity recognition model complies with data privacy regulations?
⚠ Common exam trap
It's easy for candidates to confuse operational features like logging or model tuning with data privacy controls, mistakenly thinking audit trails or increased epochs satisfy compliance requirements.
Answer choices
Why each option matters
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
Configure data retention policies to delete data after processing
Configuring data retention policies to delete data after processing ensures that personally identifiable information (PII) is not stored longer than necessary, which is a key requirement for compliance with regulations like GDPR and CCPA. Option E is correct because anonymizing or removing PII from training data prevents sensitive information from being embedded in the custom entity recognition model, reducing the risk of data leakage during inference.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
Use prebuilt entity recognition models instead of custom
Why it's wrong here
Prebuilt models may still process PII.
- ✗
Increase the number of training epochs
Why it's wrong here
Training epochs do not affect privacy compliance.
- ✗
Enable diagnostic logging for audit trails
Why it's wrong here
Logging helps auditing but does not enforce privacy.
- ✓
Configure data retention policies to delete data after processing
Why this is correct
Retention policies ensure data is not stored longer than needed.
- ✓
Anonymize or remove PII from training data
Why this is correct
Removing PII from training data prevents exposure.
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JA
Written by Johnson Ajibi, MSc IT Security
Senior Network & Security Engineer · founder of Courseiva
This AI-102 practice question is part of Courseiva's free Microsoft certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the AI-102 exam.