This is a heavy modification of work by
Copyright (c) 2016 Mohammed Jabreel
original git repository
https://github.com/mhjabreel/CharCnn_Keras
Since I've been using it for my purposes, I've heavily modified the logistics of the model. The core remains roughly the same.