The first lesson in the Fast.ai deep learning course covers exactly this (retraining a pre-trained network, in this case VGG, to distinguish between cats and dogs). There's a video and an accompanying ipython notebook with sample code, using Keras.

http://course.fast.ai/lessons/lesson1.html