Most hyperparameter optimization technique want to evaluate points one by one. I have an expensive optimization problem, but i can run hundreds of evaluations in parallel. The dimension of the problem is around 20-30. My variables are mostly continuous.
Is there any technique with open source, documented implementation available for this kind of problem?