What I don't understand is why would you explicitly try out certain set of parameters? No matter how well you understand your data or the research topic, you can't have any prior knowledge of the best parameters. If I'm using random forest, why should I, for example, explicitly try mtry = seq(1, 10) instead of using tuneLength = 10.