Half spaces, hyper planes, hmm. It seems as though my current understanding of entropy is very limited. Could you link me some relevant material so I can understand what a "zero level hypersurface" is? I only have ever seen simple examples of entropy / gini impurity for splitting random forest so I'm interested in learning more.