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I strongly recommend you use Keras if you are new to Tensorflow. The API abstractions will make testing your network ideas a breeze. It won't save you from the hell of building TF, but should save you loads of time with implementation and testing.

Much appreciated, thank you!

Keras is amazing. I build tf on my raspberry pi and it was fairly easy. I'm guessing nvidia GPU's with cuDNN will get quite messy.

I would really like to see some competition in GPU space. Nvidia monopolizing deeplearning rigs may not be the best thing for the future.

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