Investigate a hyperparameter optimization framework like Optuna

[desilinguist]

Investigate whether using something like optuna is better than plain ol' grid search when it comes to the non-deep-learning algorithms that are in SKLL/scikit-learn.

[Lguyogiro]

Hyperopt might be another option to consider: https://github.com/hyperopt/hyperopt