[dswalter]

Author here: whether the hyperparameter tuning is done automatically or manually is not as important for what I was trying to say here. But yes, any of {grid-search, random-search, bayesian-optimization, etc} is likely to be more effective than manually tuning to squeeze out those last ounces of performance.