AWS Certified AI Practitioner (AIF-C01) — Question 327

An AI practitioner is building an ML model. The AI practitioner wants to provide model transparency and explainability to stakeholders.

Which solution will meet these requirements?

Answer options

• A. Present the model Shapley values.
• B. Provide the model accuracy measure.
• C. Provide the model confusion matrix.
• D. Provide a secure model inference endpoint.

Correct answer: A

Explanation

Shapley values provide a mathematically rigorous way to explain the impact of individual features on a model's predictions, directly addressing the requirements for explainability and transparency. While accuracy metrics and confusion matrices describe the overall performance of a model, they do not explain how the model arrives at specific decisions. Secure inference endpoints deal with infrastructure security rather than interpretability.