Bias

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. Related discussions on algorithmic accountability often draw on tools such as HuggingFace model cards, which document bias evaluations for publicly released models. Defining Fairness Fairness in machine learning can be understood in several ways: ...