I'm busy working on a full neural network framework, that will have both CPU + GPU training functionality. It will also have feedforward neural networks (like convolutional neural nets) + recurrent neural networks (LSTM's etc. that can be used for sequence modelling, like text).
Hopefully this will be done for 10.3.
