|With this paper we aim at presenting a neural based approach to conductivity distribution reconstruction by eddy current (EC) data inversion. Keywords| Electromagnetic non-destructive test, Eddy current inspection, Maximum-likelihood data inversion. I. Numerical determination of variation in