Revisiting Optimism and Model Complexity in the Wake of Overparameterized Machine Learning

Pratik Patil, Jin-Hong Du, Ryan J. Tibshirani

Common practice in modern machine learning involves fitting a large number of parameters relative to the number of observations. These overparameterized models can exhibit surprisi…