ParMAC: distributed optimisation of nested functions, with application to learning binary autoencoders

Miguel Á. Carreira-Perpiñán, Mehdi Alizadeh

Many powerful machine learning models are based on the composition of multiple processing layers, such as deep nets, which gives rise to nonconvex objective functions. A general, r…