Previous examples show the potential of the adopted methodology to discover sparse and interpretable models to describe the viscous behaviour of different fluids with a limited amount of experimental data. Moreover, a simple procedure was proven to be effective to select the most appropriate model within the obtained portfolio. In the following the same procedure was applied to learn a kinetic model of a simple test reaction for which a large amount of experimental data was available.