Neural networks accept only numeric data and so the source ... but for simplicity the illustrated autoencoder has architecture 9-2-9 (just 2 hidden nodes) instead of the 9-6-9 architecture of the demo ...

A limitation of the autoencoder architecture presented in this article is that it ... loosely speaking, that a neural network with a single hidden layer and enough hidden nodes can approximate any ...