This application note explores an Edge Analytics/Intelligence reference design for Human Count Detection implemented in a Lattice Semiconductor FPGA architecture. Throughout the appnote, the use of vendor-proprietary, 3rd party, and open source offerings was identified and explained, along with the techniques and mathematical concepts employed in the implementation and training of the neural network.