Abstract: We set up Restricted Boltzmann Machines (RBM) to reproduce the Long Range Ising (LRI) models of the Ohmic type in one dimension The RBM parameters are tuned by using the standard machine learning procedure with an additional method of Configuration with Probability (CwP)