Computer Science · Machine Learning
A student group is building a predictive system for financial loan risk assessment where the historical dataset displays major imbalances. Which approach demonstrates the highest applied level of ethical and technical competency in machine learning?
Verified Solution4 OptionsUpdated: October 2026👁️1 View
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- 1Holding theoretical debates on societal fairness and algorithmic bias without any hands-on testing or execution
- 2Copying and pasting pre-made debiasing scripts from internet forums to get better performance
- 3Measuring bias via Disparate Impact Ratio, experimenting with pre/in-processing mitigation strategies, and evaluating accuracy-fairness trade-offs✓
- 4Identifying fairness metrics conceptually and reviewing standard software libraries
Correct answer
Measuring bias via Disparate Impact Ratio, experimenting with pre/in-processing mitigation strategies, and evaluating accuracy-fairness trade-offs
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