I do wonder however whether there exist a deep learning architecture built with real neurons.
https://www.youtube.com/watch?v=1w41gH6x_30
and a guy on YouTube trying to do it (not working yet):
Sure there are some superficial elements that do, but that means ignoring all the most important parts.