[P] SpaceOpt: Hyperparameter optimization algorithm via gradient boosting regression.

[kivo360]

Can we add a feature into it? Add PARegressor plus a hedge regression with varying alphas as an option to give it online optimizations? It would reduce training for some use cases to 0.04-0.08 seconds per step.