Hyperparameter tuning could be done by genetic algorithm. I think it’s a bit of a category error to say that it is a genetic algorithm though.

Hyperparam tuning is usually done by Bayesian Optimization though.

Yeah that’s correct, it could use it, but there are better alternatives for this particular problem.