I know where you are coming from. This is confusing at the beginning. If you want to play guinea pig, you can try to read our new theano overview: https://github.com/pymc-devs/pymc3/blob/1db42f786cdadaa53214fb89eedc6829c6b1d018/docs/source/theano.rst
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