Geoffrey Hinton on Dropout, Brains and Machine Learning

Recommended as a simple, elegant explanation of dropout and its connection to how the brain works.

Geoffrey Hinton's Google Tech Talk linking machine learning to biology, explaining dropout as a form of model averaging and why sexual reproduction and stochastic spiking neurons may prevent overfitting.