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Can't switch until nvidia approves my CUDA account.

Why do you need a CUDA account? You don't need one to install CUDA.

But you do need one for cuDNN, which is not required for Caffe, but speeds it up.

Yes getting out-of-memory issues without cudnn.

Might want to take a look at: https://github.com/jcjohnson/neural-style/issues/7

Oh, and since you're basically using this commercially you might also want to take a look at the license of the VGG model: https://gist.github.com/ksimonyan/3785162f95cd2d5fee77#file-...

Am I using it commercially? The results are given away for free. If you want s human artist to paint it (what instapainting does) you have to upload your result as a reference image yourself.

My use would fit under the CC definition of non commercial since the neural net results are handed out for free.

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