Can Hyperparameter Tuning Improve the Performance of a Super Learner?

Abstract

In this case study, hyperparameter tuning produced a super learner that performed slightly better than an untuned super learner. Tuning the hyperparameters of individual algorithms in a super learner may help optimize performance.