The detection of the binary neutron star merger GW170817 demonstrated that it was possible to infer the nuclear equation of state of the neutron starts, and constrain the mass-radius relation.  This internship will used a machine learning based algorithm developed at APC to test different equation of state predictions using current 2G and future 3G gravitational wave detectors.