We provide the learning of a DAG model arising from high dimensional random variables following both normal and non-normal assumptions. To this end, copula function utilized connecting dependent variables. Moreover to copula, three most applicable copulas have been investigated modeling all dependence structures negative, positive, weak kinds. The functions, FGM, Clayton, Gumbel are considered ...