I'm intrigued to learn that some Stockfish developers think that it would beat AlphaZero under conventional rules for chess engine competitions.
https://en.wikipedia.org/wiki/AlphaZero#Reactions_and_criticisms
Even if that's fair, AlphaZero is still a very impressive demonstration of their ML approach.