Machine learning demonstration on Amazon EC2 F1 instance showcasing over 10,000 images/sec. This illustrates how FPGA pooling produces a high performance, low power solution compared to an x86 solution. One single x86 can service eight FPGAs eliminating the need for a 1:1 ratio of x86 to FPGA.