Marina Cagliari is a first year PhD student in Astrophysics. Her interests are Cosmology, the study of the large scale structure of the Universe and the estimation of galaxy redshifts with photometry for cosmological analyses. She is currently working on applications of Machine and Deep Learning techniques in Cosmology for the direct estimation of cosmological parameters from galaxy spectroscopic surveys.