Multiple hidden layers.
Rendering
\usepackage{neuralnetwork}\begin{neuralnetwork}[height=4, nodespacing=7mm, layerspacing=12mm]
\inputlayer[count=4]
\hiddenlayer[count=5]
\linklayers
\hiddenlayer[count=4]
\linklayers
\outputlayer[count=2]
\linklayers
\end{neuralnetwork}