The Geoscience Oriented Deep Learning (GoDeep) project, in partnership with Petrobras, has as its main objective the research, development and implementation of mathematical models based on machine learning with the aim of automating some of the main tasks performed by geoscientists during the geological modeling process in the exploratory interpretation phase.