@hipsterelectron @mattb @dalias This has been explored in the past (known variously as e.g. "Evolutionary Programming") where you take a bunch of randomly-generated programs in their parsed format to copy/transform/combine them & assess the ones which best solve the problem to semi-randomly go into the next round.

But Neural Nets seem to be the only Machine Learning tactic which gets any attention...