Switching Keras backend Tensorflow to GPU
I suggest reinstalling the GPU version of Tensorflow, although you can install both version of Tensorflow via virtualenv. GPU version of Tensorflow supports CPU computation, you can switch to CPU easily:

with device('/cpu:0'):
    # your code here


I have been using GPU version of Tensorflow on my Tesla K80 for a few months, it works like a charm. Feel free to have a try!