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Implement natural language processing solutions →hardMultiple ChoiceObjective-mapped

AI-102 Practice Question: Implement natural language processing solutions

This AI-102 practice question tests your understanding of implement natural language processing solutions. This is a configuration task: choose the command set that satisfies every stated requirement. Small differences — like 'secret' vs 'password' or 'transport input ssh' vs 'all' — change whether the answer is correct. After answering, compare your reasoning against the explanation and wrong-answer breakdown below. Once you have made your selection, read the full explanation to reinforce the concept and understand why each distractor is designed to mislead on exam day.

Exhibit

{
  "apiVersion": "2023-04-01",
  "kind": "TextAnalysis",
  "properties": {
    "displayName": "MyTextAnalytics",
    "settings": {
      "sentimentAnalysis": {
        "opinionMining": true
      },
      "entityRecognition": {
        "modelVersion": "latest"
      },
      "keyPhraseExtraction": {
        "modelVersion": "latest"
      },
      "languageDetection": {
        "modelVersion": "latest"
      },
      "piiRecognition": {
        "domain": "phi",
        "piiCategories": ["All"]
      }
    }
  },
  "location": "eastus"
}

Refer to the exhibit. You are configuring an Azure AI Language resource using an ARM template. The settings include PII recognition with domain set to 'phi'. What is the effect of this setting?

Exhibit

{
  "apiVersion": "2023-04-01",
  "kind": "TextAnalysis",
  "properties": {
    "displayName": "MyTextAnalytics",
    "settings": {
      "sentimentAnalysis": {
        "opinionMining": true
      },
      "entityRecognition": {
        "modelVersion": "latest"
      },
      "keyPhraseExtraction": {
        "modelVersion": "latest"
      },
      "languageDetection": {
        "modelVersion": "latest"
      },
      "piiRecognition": {
        "domain": "phi",
        "piiCategories": ["All"]
      }
    }
  },
  "location": "eastus"
}

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

✓

It will detect protected health information (PHI) such as medical record numbers.

When you set the domain to 'phi' in PII recognition for Azure AI Language, the service is configured to detect protected health information (PHI) as defined by HIPAA, such as medical record numbers, health plan numbers, and patient names. This is a specialized subset of PII that focuses on health-related sensitive data, not general health entities or standard PII categories. Option D correctly identifies this behavior.

Key principle: Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option.

Answer analysis

Option-by-option breakdown

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

  • ✗

    It will detect all standard PII categories plus additional health-specific entities.

    Why it's wrong here

    'phi' domain focuses on health information, not all PII categories.

  • ✗

    It will enable the entity recognition model to detect health entities.

    Why it's wrong here

    Entity recognition is separate from PII recognition.

  • ✗

    It will ignore PII detection and only detect health-related entities.

    Why it's wrong here

    It does not ignore PII; it detects health-related PII.

  • ✓

    It will detect protected health information (PHI) such as medical record numbers.

    Why this is correct

    'phi' domain enables detection of PHI entities.

    Related concept

    Read the scenario before looking for a memorised answer.

Common exam traps

Common exam trap: answer the scenario, not the keyword

The trap here is that candidates confuse 'phi' (protected health information) with general health entity recognition, leading them to select options that imply detection of health-related entities or additional PII categories, rather than understanding that 'phi' is a specific, restricted subset of PII focused on HIPAA-defined data.

Detailed technical explanation

How to think about this question

Under the hood, the Azure AI Language PII detection API uses a domain parameter to filter the entity categories returned. When domain is set to 'phi', the service applies a predefined set of entity types from the 'phi' taxonomy, which includes categories like 'MedicalRecordNumber', 'HealthPlanNumber', and 'PatientName', as defined in the HIPAA Privacy Rule. This is distinct from the 'all' domain, which returns all standard PII categories, and from custom entity recognition models that might detect health-related entities. In a real-world scenario, a healthcare application processing patient records would use this setting to ensure compliance with HIPAA by only extracting PHI and avoiding non-health PII like credit card numbers.

KKey Concepts to Remember

  • Read the scenario before looking for a memorised answer.
  • Find the constraint that changes the correct option.
  • Eliminate answers that are true in general but not in this case.

TExam Day Tips

  • Watch for words such as best, first, most likely and least administrative effort.
  • Review why wrong options are wrong, not only why the correct option is correct.

Key takeaway

Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option.

Real-world example

How this comes up in practice

A cloud solutions architect for a retail company is evaluating services for a new workload. The correct answer here reflects best practice for the specific scenario described — not a general cloud recommendation. Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option. Cloud exam questions reward reading the constraint carefully: the same technology can be right or wrong depending on the use case.

What to study next

Got this wrong? Here's your next step.

Identify which exam domain this question belongs to, review the core concept, then practise similar questions from the same domain.

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FAQ

Questions learners often ask

What does this AI-102 question test?

Implement natural language processing solutions — This question tests Implement natural language processing solutions — Read the scenario before looking for a memorised answer..

What is the correct answer to this question?

The correct answer is: It will detect protected health information (PHI) such as medical record numbers. — When you set the domain to 'phi' in PII recognition for Azure AI Language, the service is configured to detect protected health information (PHI) as defined by HIPAA, such as medical record numbers, health plan numbers, and patient names. This is a specialized subset of PII that focuses on health-related sensitive data, not general health entities or standard PII categories. Option D correctly identifies this behavior.

What should I do if I get this AI-102 question wrong?

Identify which exam domain this question belongs to, review the core concept, then practise similar questions from the same domain.

What is the key concept behind this question?

Read the scenario before looking for a memorised answer.

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Last reviewed: Jul 4, 2026

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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.