MENACE: A Matchbox Machine That Learns Tic-Tac-Toe

HN cites it as a fun, tangible way to teach machine learning, including to kids.

Matt Parker of Stand-up Maths demonstrates MENACE, Donald Michie's 1961 machine made of matchboxes that learns to play noughts and crosses through reinforcement. He builds and trains a physical version.