Differentially Private Hyperparameter Tuning using Local Bayesian Optimization

Getoar Sopa, Juraj Marusic, Marco Avella Medina +1

Hyperparameter tuning is a key component of machine learning procedures, but when validation data contain sensitive user information, search mechanisms can leak private information…