How to visualize QSAR model.

I often discuss with other chemist(s) about QSAR. And sometime they told me …”QSAR is useful tool for drug discovery, but I don’t understand it. Because QSAR model (i.e. ML) is hard to understand why the compound is good ?” Hmm, I agree his opinion. SVM, NB, RF etc are very useful but these models