<p><span style="font-family:Verdana,Geneva,sans-serif">This article discusses the problem of identifying and classifying road signs based on the You Only Look Once algorithm using modern artificial intelligence technologies. The software package will help to reduce traffic accidents on the territory of Uzbekistan, to provide drivers with visual information about the road infrastructure, to create a database of road signs. This software package was implemented in real time on Nvidia Jetson Nano graphics processors and mobile devices through images taken from a video surveillance camera. A set of methods, algorithms and software for the detection, separation and recognition of road signs in images using artificial intelligence technology has been developed. This software package is highly effective in warning drivers and preventing traffic accidents by realtime recognition of road signs with the help of surveillance cameras installed in the car. Certain technologies and software have been developed in various countries around the world to prevent traffic accidents, but these systems specialize in the rules of the road. Also, technologies for the prevention and prevention of road accidents in the territory of the Republic of Uzbekistan have not been developed.</span></p>