A tower of layers already trained on a million everyday photos gets a new head for three cattle breeds: Ankole, Boran and Friesian, from just 40 photos. Lock the lower layers, unlock the top ones, and compare with starting from nothing. Then unfreeze everything with a big learning rate and watch it forget. This lesson needs JavaScript.