4.2Standard
Users need reasons for an automated decision.
Do not overclaim an explanation.
Choose two responses.
× Incorrect
Interpret feature importance or local explanations within their scope, test stability and counterexamples, and provide human appeal.
Detailed explanation
IncorrectFeature importance proves causation
It may be correlation or approximation.
CorrectInterpret feature importance or local explanations within the model and data scope
The explanation's limits are explicit.
CorrectCheck examples, counterexamples, stability, understanding, and human appeal
Explanation and remedy are tested.
IncorrectAn explanation removes the need for correction
Remedy is separate.
Check official documentation
Compare the following points with the official documentation.
AWS公式AIF-C01 Domain 4.2の説明可能性、透明性、人的監督を確認する。
Official references
What to confirm
説明手法の意味と限界を示し、異議申立てや人手確認へつなげられる。
Key points
- Explainability
- Local explanation
- Appeal
Notes
- Environment: AWS公式AIF-C01試験ガイドとAWS公式ドキュメントの確認
- Compare the definition with the AIF-C01 objective and the service documentation before applying it.
- Keep the concept separate from a particular answer choice or implementation step.
Foundation review
Local explanation
An explanation of a model result for one input or a small neighborhood.
Feature importance
A model-dependent estimate of how inputs contribute to a result.
Question IDAWS-AIF-429
EnvironmentAWS公式AIF-C01試験ガイドとAWS公式ドキュメントの確認
Last technical review2026-08-20
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