"In 2012 a large Google neural network trained on unlabeled YouTube stills learned a neuron that responded strongly to cats without being given cat labels."
Google's experiment became the famous cat example because the network discovered a cat-responsive feature from unlabeled YouTube frames rather than explicit cat labels.
View Source