Also since I am just getting started: Do you recommend Keras over Lasagne, 
would it also provide all necessary layers to build an architecture similar 
to U-Net?

Note: Under Windows Python 3.4 64-bit (Anaconda) I could install Theano 0.7 
with GPU support but not Theano >=0.8. Keras explicitely requires Theano 
0.8.2 so that I'll probably stick to Lasagne for now... Anybody aware of 
"similar" issues under Windows?

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