Fairness Metrics for Machine Learning: Demographic Parity vs Equal Opportunity
As machine learning systems increasingly influence critical decisions in hiring, lending, criminal justice, and healthcare, ensuring fairness has become paramount. The challenge lies not just in building accurate models, but in creating systems that treat all individuals equitably across different demographic groups. Two fundamental fairness metrics have emerged as cornerstones of algorithmic fairness: Demographic Parity … Read more