https://www.microsoft.com/en-us/research/project/project-cat...
We also now have an FPGA accelerated Resnet-50 as a service on Azure with more models in the pipeline. (I work on the Azure Machine Learning side of this stuff)
(I have not read the article, it just happened to be first result.)