Karen L Boyd

Datasheets for Datasets help ML engineers notice and understand ethical issues in training data

The social computing community has demonstrated interest in the ethical issues sometimes produced by machine learning (ML) models, like violations of privacy, fairness, and accountability. This paper discovers what kinds of ethical considerations machine learning engineers recognize, how they build understanding, and…