Explainable Deep Learning Models
Faculty: Lyle Ungar
*Importances of individual features are deceptive because of correlations; Use Shapley values to instead measure the importance of sets of features
Opportunity: Explain deep learning models that predict everything from politeness in different languages to outcomes in surgery.
Challenge: No one (or 10) words or medical device measurements drive the prediction, and different words and measurements are used in different countries and hospitals.