The Equation of State (EoS) strongly interacting cold and hot ultra-dense QCD matter remains a major challenge in the field nuclear astrophysics. With advancements measurements neutron star masses, radii, tidal deformabilities, from electromagnetic gravitational wave observations, stars play an important role constraining EoS. In this work, we present novel method that exploits deep learning te...