At present, a large number of developments in the field of neural networks are being carried out. All of the researchers are trying to use in their solutions and software products the algorithms of neural networks for maximum and automation without a clue of understanding they work. This circumstance can lead to erroneous data. The article is intended to consider the principles of the operation of neural networks in automated systems.