A Framework for Efficient Model Evaluation through Stratification, Sampling, and Estimation

Riccardo Fogliato, Pratik Patil, Mathew Monfort +1

Model performance evaluation is a critical and expensive task in machine learning and computer vision. Without clear guidelines, practitioners often estimate model accuracy using a…