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Scripts for the paper "Exploring the inverse line-source scattering problem in dielectric cylinders with deep neural networks". Authors: Nikolaos Pallikarakis, Andreas Kalogeropoulos and Nikolaos Tsitsas. Correspondence at npall@central.ntua.gr.