You do realize that the idea of a neural network came from neuroscience, right? Do you understand how the human brain is connected? It is indeed a neural network - just much more complex than what one might use to code AI for a computer.
Keep in mind that you aren't the only person here with programming or experience with AI. I actually have a bachelors degree in the closest thing to a degree in AI you can get.