Ronald Williams

Computer scientist who co-authored the 1986 backpropagation paper with Rumelhart and Hinton.

Williams worked with David Rumelhart and Geoffrey Hinton on the 1986 Nature paper that popularized backpropagation for training multi-layer networks. The method gave researchers a practical way to adjust weights and helped revive interest in neural networks.