Had they wanted a good ML relevant physics Nobel, the committee had decades to award a prize to Marshall and Arianna Rosenbluth for the Markov Chain Monte Carlo method. Would have been self-evidently important and relevant to both physics and ML. Too late now -- Arianna died in 2020.