The research consists in exploring ways to incorporate ML techniques on DEM, using our in-house developed software, ScaleDEM. These techniques range from the use of Decision Trees to Artificial Neural Networks (ANN), in order to replace or improve part of the current ScaleDEM implementation. This would necessarily imply the incorporation of a mixed approach to the software. Thus, the software will rely on both physics and data to provide robust, reliable and accurate results.