this is really old, and intel sponsored. so intel research states that gpus are 2.5 times faster, nvidia says two orders of magnitude faster. presumably the truth is somewhere in between. in any case, it depends on the problem you are trying to solve, but in machine learning space, using convolutional neural networks, gpus are clearly the dominant mechanism recently.