Grouped Sequential Optimization Strategy -- the Application of Hyperparameter Importance Assessment in Deep Learning

Ruinan Wang, Ian Nabney, Mohammad Golbabaee

Hyperparameter optimization (HPO) is a critical component of machine learning pipelines, significantly affecting model robustness, stability, and generalization. However, HPO is of…