Thanks for this! I recently ported something over from Theano to TensorFlow (I wrote it up at [1]) and I have to admit I generally enjoyed the experience a great deal, even if the single-GPU performance wasn't good enough to make me switch. The TFLearn library (especially [2]) looks very compelling for prototyping however, some I'm very excited to see how the project develops.

[1] https://medium.com/@sentimentron/faceoff-theano-vs-tensorflo...

[2] https://github.com/tflearn/tflearn/blob/master/examples/nlp/...