Shahadat Uddin

Relationship between data bias and model fairness in machine learning

Ensuring fairness in machine learning (ML) applications remains a critical challenge, particularly in high-stakes domains such as healthcare, finance, and criminal justice. Bias in training data is widely considered a key driver of unfair outcomes. However, the relationship betwe...