AWS Certification Exam AI Practitioner (Practice Questions) set16

問題 10 / 65

Including sensitive attributes such as race in training can produce discrimination via proxy variables. What is the most appropriate measure to reduce the risk of discrimination?

Use sensitive attributes as-is without taking any measures.
Simply excluding the sensitive attributes will solve the problem.
Train by randomly shuffling the values of the sensitive attributes.
Use sensitive attributes only at prediction time.
Improve fairness by introducing preprocessing and training-time debiasing methods (e.g., reweighing, adversarial debiasing).

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