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So I installed the GPU version of TensorFlow on a Windows 10 machine with a GeForce GTX 980 graphics card on it.
Admittedly, I know very little about graphics cards, but according to dxdiag it does have:
4060MB of dedicated memory (VRAM) and;
8163MB of shared memory
for a total of about 12224...