Wrote Effects of changing hyperperimeters on kaggle to understand the working of different classifiers and understanding the math, to get an understanding from where the hyperperimeters appear in different sk-learn models.
Some hyperperimeters might be more intutive than those appear to be, only understanding math behind the origin can give us those insights.