Measuring Fairness in Machine Learning Models

If only measuring fairness was that easy

In our previous article, we gave an in-depth review on how to explain biases in data. The next step in our fairness journey is to dig into how to detect biased machine learning models.

However, before detecting (un)fairness in machine learning, we first need to be able to define it. But fairness is an equivocal notion — it can be expressed in various ways to reflect the specific…