I interpret OP (though this is colored by the fact that I was thinking this before I read this) as saying Adaptation-Executers, not Fitness-Maximizers, but about ML. At which point you can open the reference category to all organisms.
Gradient descent isn’t really different from what evolution does. It’s just a bit faster, and takes a slightly more direct line. Importantly, it’s not more capable of avoiding local maxima (per se, at least).
I interpret OP (though this is colored by the fact that I was thinking this before I read this) as saying Adaptation-Executers, not Fitness-Maximizers, but about ML. At which point you can open the reference category to all organisms.
Gradient descent isn’t really different from what evolution does. It’s just a bit faster, and takes a slightly more direct line. Importantly, it’s not more capable of avoiding local maxima (per se, at least).