Eventually these models will need to run on mobile devices, so commodity desktop GPUs are a good stepping stone. Alexnet / Caffe got traction because they coul

Eventually these models will need to run on mobile devices, so commodity desktop GPUs are a good stepping stone. Alexnet / Caffe got traction because they could be run on commodity desktop machines. Then a few years later phones could run object detection etc.