Illustration of the mapping of a 2D decision space with the NeuroMem neurons. Click at (X,Y) points and assign them a color. Observe immediately the 2D space they model and how new neurons get created and existing neurons get shrinked as you teach more examples.
Then interpolate with the fact that the neurons can handle a 256-dimensional space!
View the movie tutorial, or download the application (Windows based) and practice on your own.