Reconfigurable hardware, mainly FPGAs, has appeared as a suitable means for the development of embedded systems. Current FPGAs combine the logic blocks and interconnections of traditional FPGAs (logic fabric) with embedded microprocessors and related peripherals to form a system-onprogrammable chip (SoPC), or a multiprocessor SoPC (MSoPC). In addition, there are several specific resources of most popular FPGA families that are very useful in the implementation of neural networks. In particular, the development of an embedded system for ELM could benefit from