This is a simple implementation of the Rprop (Riedman et al 1994) algorithm for Keras, which should be easy to reimplement to Tensorflow.
Just add to your codebase and implement, pass it along as a optimizer to your “model.compile(optimizer=prop-optimizer-object)”