The module is devoted to the evolution approach to artificial intelligence and includes the following sections: Probabilistic optimization algorithms; Genetically oriented evolutionary statements; Genetic operators; Constrained and unconstrained optimization; Software applications; Genetic algorithms; Genetic programming; Evolutionary calculus.