Annotation: The article investigates the use of convolutional neural networks in the recognition of images, text, sounds, etc. Mathematical models used in the construction of a neural network are given and examples of the use of such models in real life are given. In conclusion, an analysis of the possibilities of using neural networks in the creation of software applications.