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AI-102 Practice Question: Implement knowledge mining and information extraction solutions

You are deploying an Azure AI Search solution that indexes medical research papers. The papers contain sensitive patient data that must be de-identified before indexing. You need to use Azure AI Services to detect and redact personal information. Which combination of skills should you include in a skillset?

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

PII detection skill

The PII detection skill in Azure AI Search uses Azure AI Services to identify and redact personally identifiable information from text, which is exactly what is needed to de-identify sensitive patient data before indexing. The other options are incorrect: A) Custom Entity Lookup skill requires a predefined list and does not perform redaction, and Sentiment skill is irrelevant; C) Text Translation skill translates text, and Entity Recognition skill identifies entities but does not redact them; D) Entity Recognition skill identifies entities but does not redact, and Key Phrase Extraction skill extracts key phrases, neither of which de-identify data.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • Custom Entity Lookup skill and Sentiment skill

    Why it's wrong here

    Custom Entity Lookup can find entities but does not redact; Sentiment is for sentiment analysis.

  • PII detection skill

    Why this is correct

    PII detection skill can identify and redact sensitive information like names, dates, and SSNs.

  • Text Translation skill and Entity Recognition skill

    Why it's wrong here

    Text Translation is for language translation, not PII detection. Entity Recognition does not redact.

  • Entity Recognition skill and Key Phrase Extraction skill

    Why it's wrong here

    These skills extract information but do not redact or de-identify.

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JA

Written by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

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