IAPP Artificial Intelligence Governance Professional (AIGP) — Question 48

Which of the following elements of feature engineering is most important to mitigate the potential bias in an AI system?

Answer options

• A. Feature selection.
• B. Feature validation.
• C. Feature transformation.
• D. Feature importance analysis.

Correct answer: A

Explanation

Feature selection is vital because it involves choosing the most relevant features that can help minimize bias by ensuring that the model is not influenced by irrelevant or biased data. The other options, while important in their own right, do not directly address the selection of features that can prevent bias from entering the AI system.