HyperTuneFaaS: A serverless framework for hyperparameter tuning in image processing models

Jiantao Zhang, Bojun Ren, Yicheng Fu, Rongbo Ma, Zinuo Cai, Weishan Zhang, Ruhui Ma, Jinshan Sun

Abstract: Highlights•Coordinated serverless mechanism to ensure stability of hyperparameter searching.•Enhanced genetic algorithm to improve efficiency in hyperparameter tuning.•Extensive experimental evaluations to validate the effectiveness of HyperTuneFaaS.