I always find it so difficult to read popsci biographies of my own expert subjects. Hinton did not invent neural networks. Hinton is an amazing researcher and scholar to be sure, but this is clearly hyperbole.

Edit: I turns out I misread the article, it merely suggests his chosen approach was neural networks, rather than that neural networks are his idea. I think honestly it’s written ambiguously by intent.