ISACA Certified AI Security Manager — Question 16

Which of the following will BEST reduce data bias in machine learning (ML) algorithms?

Answer options

• A. Utilizing unstructured data sets
• B. Adopting a more simplified model
• C. Diversifying the model training data
• D. Securing the model training data

Correct answer: C

Explanation

The correct answer, C, emphasizes the importance of having a varied set of training data to represent different perspectives and reduce bias. Options A and B do not directly address bias, as unstructured data can still be biased and simplifying a model may overlook complexities. Option D focuses on securing data but does not contribute to reducing bias.