I started writing the counterargument, but somehow I think you have a weird idea of what both interpretability in ML and neurobiology are, especially seeing how you're dealing with things nobody has a full idea about in such absolutes
Look at Unlocking The brain both volumes, rhythms of the brain and the brain from inside out, and these are the tip.