I posted this question to Cross Validated forum and later realized may be this would find appropriate audience in stackoverlfow instead.
I am looking for a way I can use
Though I think this is not technically scikit-learn, there is the package pmdarima that wraps statsmodel and provides a scikit-learn like interface.