I work on systems of nonlinear differential equations. My thesis focuses on computing Input/Ouput integral equations from a dynamical system using integral elimination. The aim is to perform parameter estimation from the integral equations to deal with noisy measurements. Another part of my work is using deep learning techniques to improve the integral elimination algorithm I am working on.