In the past, traditional chemical heuristics have been very important for discovery of new materials. Machine learning approaches started to replace those in recent years, and they offer opportunities materials science. Both are strongly interconnected.Classical typically rely on less data than machine approaches. There two different types science: one relies features inspired by classical heur...