AI-102 Implement generative AI solutions Practice Question
Which TWO actions should you take to ensure that a generative AI model deployed on Azure Machine Learning is compliant with data privacy regulations?
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
✓
Implement data masking during preprocessing.
Options A and C are correct. A: Data masking during preprocessing helps anonymize sensitive data before it is used, reducing privacy risks. C: Differential privacy adds noise to the training process, preventing the model from memorizing individual data points. B is wrong because storing data in a separate Azure region does not inherently address privacy compliance; it may help with data residency but not the core privacy protection. D is wrong because encrypting the model at rest with Azure Key Vault is a security measure, not a privacy compliance measure. E is wrong because logging raw input data to Azure Monitor could expose sensitive information, violating privacy.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✓
Implement data masking during preprocessing.
Why this is correct
Data masking replaces sensitive information with realistic but fictional data, helping to comply with privacy regulations.
- ✗
Store all training data in a separate Azure region.
Why it's wrong here
Geographic separation does not automatically ensure compliance; privacy regulations require consent and anonymization.
- ✓
Use differential privacy during model training.
Why this is correct
Differential privacy adds noise to the training process, preventing re-identification of individuals.
- ✗
Encrypt the model at rest using Azure Key Vault.
Why it's wrong here
Encryption protects against unauthorized access but does not address privacy regulations like GDPR.
- ✗
Log all raw input data to Azure Monitor for auditing.
Why it's wrong here
Logging raw data may violate privacy regulations by exposing sensitive information.
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Written by Johnson Ajibi, MSc IT Security
Senior Network & Security Engineer · founder of Courseiva
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