Abstract
This paper provides an overview of differential equations and provides solutions to some examples. We have considered and solved the problem of teaching a single-layer neural network belonging to the field of artificial intelligence of programming using differential equations, special derivatives. We programmed and solved some differential problems and created a graph of thedifferential equation.