Another great natural mystery that machine learning could tackle is earthquake prediction. Sure you could find some patterns modeling historical data.
Appreciate the nudge — always fascinating to see where people take this kind of thinking.
On the other hand, it's a bit wild to build a whole city next to volcanos that are definitely going to wake up in less than a few centuries, to begin with.