Machine Learning Idea – Transform A Problem To An Easier Problem?

A quick idea or rather a question really.

I often run into problems my machine learning skills cant handle. So I’m wondering if I go from problem to failed solution to quickly. Maybe there exist a way to transform my problem into a simpler one using machine learning.

Hmm. I think I can pinch the model so that it produces succesive ?simplifications.

pinch model