
Answer-first summary for fast verification
Answer: counterfactuals, causal
The question requires selecting two components for the Responsible AI dashboard that address: (1) determining steps to achieve a desirable outcome and (2) identifying features with the most direct effect on the outcome. Based on Azure ML documentation and community consensus (e.g., KeiNek's comment with upvotes, referencing official Microsoft links), counterfactuals (B) are used to provide actionable steps for achieving a desired outcome by showing minimal feature changes needed. Causal inference (D) identifies features with the most direct causal effect on the outcome, distinguishing it from explanation (C), which shows feature importance but not necessarily direct causal relationships. Error analysis (A) is unrelated to these goals. The community discussion shows BD as the correct answer, supported by detailed reasoning and official documentation.
Author: LeetQuiz Editorial Team
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You manage an Azure Machine Learning workspace. You have built a model and need to configure a Responsible AI dashboard.
To meet your requirements, you must use the dashboard to:
Which two components should you add to the Responsible AI dashboard configuration? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.
A
error analysis
B
counterfactuals
C
explanation
D
causal
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