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A genetic programming tool is demonstrated for data classification and differential equation solving. The fundamental element of the method is the well-known technique of Grammatical Evolution. The method constructs artificial neural networks in a C – like programming language in order to learn the input data. The paper presents the programming tool NNC (Neural Network Constructor) as long as a series of experiments. Keywords: Genetic algorithm, Neural networks, Grammatical evolution, Stochastic methods