Your question is Supervised vs Unsupervised Selection. Take a moment with it on the right.
Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).
What are the differences between supervised and unsupervised learning, and how would you choose between them for a specific materials science application at Citrine Informatics?