Evolutionary algorithms with mathematical justication
See here for the theory:
http://arxiv.org/abs/1106.3708
Two algorithms are in here:
PBIL (for discrete distributions kind)
SNES (for continous distributions of any kind)
There is a also a keras_helper.py module that should help with getting and setting weights from a keras model