In this demo, CTAccel showcases face detection using a Xilinx FPGA and a GPU for machine learning vs a CPU. With the Xilinx FPGA accelerating the pre-processing of the image data, CTAccel was able to increase the throughput by 2-3X on a single server. For more information go to www.ct-accel.com.