In Experiment 1, we investigate how this simple three-layer network simultaneously learns many categories organized to be like nouns and to be like adjectives with respect to the properties of shape, volume, overlap, and number of different categories. The central question is whether their will be a noun advantage early in learning and whether, prior to complete learning, the network will show partial knowledge that nouns and adjectives are distinct classes of words.