We present an architecture of a software-system for computer based experiments with neural networks. For generating the data we use models on the basis of the theory of Systems Dynamics. Practical experience was received in experience with different neural networks and various amounts of data from the well known fishing model. The results can be useful for the evaluation of neural networks.