We review recent work characterizing the classes of functions for which deep learning can be exponentially better than shallow learning. Deep convolutional networks are a special case of these conditions, though weight sharing is not the main reason for their exponential advantage.

%B Bulletin of the Polish Academy of Sciences: Technical Sciences %V 66 %G eng %N 6