Gaussian Process Regression (a form of Bayesian Optimisation to try and get to the right "answer"/parameter space sooner) - explained in some context here...

https://brendanhasz.github.io/2019/03/28/hyperparameter-opti...

In saying that random param search still works well enough in many cases.