Fairness in Machine Learning
As machine learning systems are increasingly used in critical areas like finance, employment, and criminal justice, it’s essential to ensure these models are fair and do not discriminate against certain groups. In this post, I will explore the concept of fairness in machine learning. Defining Fairness Fairness in machine learning can be understood in several ways: Group Fairness: This implies equal treatment or outcomes for different groups categorized by sensitive attributes like race or gender....