After experimenting with random search & successive halving vs. Bayesian opt for hyperparameter tuning quite a bit recently, TIL that there is a genetic algo-based search that is compatible with the scikit-learn API. Quick example here:
github.com/rasbt/stat451-macโฆ Let the fun begin.