Lesson 3 on a GTX 1080 (8G) + tf allow_growth=True: final_model.fit_generator -> OOM [RESOLVED: use Theano backend, instead of Tensorflow]

Oh, so I configured keras incorrectly to use tensorflow?
I am retrying now using the ~/.keras/keras.json described here: