Deep Learning spanning from artificial intelligence (AI), is one of technology which has tremendous potential to revolutionize daily processes in various fields, leading humanity to an era of self-sufficiency and productivity. In particular, there is the need to extend research into Deep Learning and its broader application to many sectors, and to assess its impact on achieving the Sustainable Development Goals (SDGs). Using consensus-based expert opinions, we find that the use of deep learning is widespread across all sectors. However, current research studies overlook some important aspects. The rapid development of Deep Learning needs to be supported by the organizational insight and oversight necessary for AI-based technologies in general, here we present and discuss implications of how Deep Learning enables the delivery Agenda for Sustainable Development.