A Guide to Failure in Machine Learning: Reliability and Robustness from Foundations to Practice

Eric Heim, Oren Wright, David Shriver

One of the main barriers to adoption of Machine Learning (ML) is that ML models can fail unexpectedly. In this work, we aim to provide practitioners a guide to better understand wh…