The book examines the main paradigms of artificial neural networks. The presented material contains a strict mathematical justification of all neural network paradigms, is illustrated by examples, a description of computer experiments, contains many practical problems, as well as an extensive bibliography. The book also analyzes the role of neural networks in solving problems of pattern recognition, control and signal processing. The structure of the book is very convenient for developing training courses for neural networks and intelligent computing.