With the rise of deep learning solutions, the consumption of computational resources is exploding. However, these fashionable solutions are not always the most suitable and sometimes hide a lack of understanding of the studied phenomena. It is of primary importance for the planet to make a reasoned use of these solutions and to privilege classical solutions providing more knowledge and understanding.