ABSTRACT Regional languages in Indonesia are very diverse, but are currently experiencing a decline in native speakers and are threatened with extinction, including in Aceh Province, Lhokseumawe City. This study aims to develop a machine translation model for Acehnese-Indonesian and vice versa by producing the best accuracy. The method used is Transfer Learning with the No Language Left Behind…