What type of hardware is necessary for this type of neural net, and how long does the training take with that hardware?
The machine I'm using has an Nvidia GTX 970, but I failed to enable CUDA in the TensorFlow installation so it's not using it. When I noticed that I decided just to let it run and then, when it finishes, train it again with the GPU and compare.