Friends Don’t Let Friends Deploy Black-Box Models: The Importance of Intelligibility in Machine Learning

Every data set is flawed, often in ways that are unanticipated and difficult to detect. If you can’t understand what your model has learned, then you almost certainly are shipping models that are less