Per dollar, AMD performs much better than nVidia for a significant number of cases[1] and they have much larger memory. However, this is comparing an equally optimized implementation. Unfortunately nVidia simply has much more optimized content availible.

https://streamcomputing.eu/blog/2016-05-06/noticeable-proces...