In this paper, we proposed the design method of artificial neural networks using VHDL and implement in FPGA. VHDL is a programming language that has been designed and optimized for describing the behavior of digital systems. Back propagation algorithm for the design of a neuron is described. Back propagation is popular training algorithms for multilayer perceptrons. Over the last years many imp...