I think this is primarily due to the immense effort that NVIDIA has put into CUDA. It works very well and it is extremely fast. The alternatives for AMD are OpenCL and ROCm which have seriously lagged behind CUDA in every respect.

EDIT: lots of theories and discussion here: https://www.reddit.com/r/MachineLearning/comments/7tf4da/d_w...