Using machine learning, I am working to improve the utilization of eclipsing binary light curves by applying likelihood-free inference (LFI) to infer parameters of these systems. Upon completion of the project, I will apply the neural density estimator (NDE) to millions of eclipsing binaries from various surveys, and I will make the NDE publicly available for future studies.