During this Data Science Research Forum, the similarities between cats, dogs, spectroscopic data, and, in broader terms, three-dimentional datasets will discussed by Charles Le Losq (RSES). He will introduce his work on the subject to trigger discussions about the possibilities of using deep learning for Earth Science problems.