This term is often shortened to Neural Networks, but this annoys neuro ... which takes in the brightness of the pixel. The hidden layer is likely to contain far fewer units (probably between 3 and 10) ...

This is usually done by adding an extra (hidden) layer of threshold ... regression, neural networks seem especially prone to overparameterization. For instance, a network with 10 hidden units ...