This work is devoted to development and approbation of the program for automated sound generation based on image colour spectrum with using the recurrent neural network. The work contains a description of the transition between colour and music characteristics, the rationale for choosing and the description of a recurrent neural network. The choices of the neural network implementation technology as well as the results of the experiment are described.