Nusantara 3-Autonomous Underwater Vehicle which is commonly called the N3-AUV is a prototype robot made by students of IPB University that is able to conduct underwater exploration programmed without remote. The Deep Learning method by applying artificial intelligence became an innovation that brought a team from the Department of Marine Science and Technology, the Faculty of Fisheries and Marine Sciences (ITK FPIK), won 1st place in the National Engineering Research and Innovation Competition (LKTIN ERIC) at the State University Yogyakarta (UNY), Special Region of Yogyakarta (DIY), last September.