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Using GPUs for deep learning is like, step 1. This is really well known, and has been since the first big papers on the topic.

Hinton's "ImageNet Classification with Deep Convolutional Neural Networks" has the word "GPU" in it 34 times.

http://www.cs.toronto.edu/~fritz/absps/imagenet.pdf