Exam Professional-Machine-Learning-Engineer Topic 1 Question 215 Discussion

Actual exam question for Google's Professional-Machine-Learning-Engineer exam
Question #: 215
Topic #: 1
You have developed a fraud detection model for a large financial institution using Vertex AI. The model achieves high accuracy, but stakeholders are concerned about potential bias based on customer demographics. You have been asked to provide insights into the model's decision-making process and identify any fairness issues. What should you do?

Suggested Answer: C Vote an answer

Feature attribution helps to determine how each feature influences predictions, essential for identifying bias. Vertex AI's built-in explainability tools provide insights without altering the model's feature space. Model monitoring (Option A) detects distributional drift rather than feature influence. Options B and D do not directly address the request to explain model decisions or provide fairness insights.

by Gary at Feb 08, 2026, 06:21 PM

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