Refactor subclassing deprecated sklearn base classes

[bsipocz]

To follow-up on scikit-learn/scikit-learn#9250.

Easy workaround is to switch to the private baseclass, but preferable solution is to use a public class. The deprecation was added in the new 0.22 version, removal is foreseen in 0.24.