  With the breakthroughs in Deep Learning, recent years have witnessed a
massive surge in Artificial Intelligence applications and services. Meanwhile,
the rapid advances in Mobile Computing and Internet of Things has also given
rise to billions of mobile and smart sensing devices connected to the Internet,
generating zettabytes of data at the network edge. The opportunity to combine
these two domains of technologies to power interconnected devices with
intelligence is likely to pave the way for a new wave of technology
revolutions. Embracing this technology revolution, in this article, we present
a novel computing vision named Deep Edge Intelligence (DEI). DEI employs Deep
Learning, Artificial Intelligence, Cloud and Edge Computing, 5G/6G networks,
Internet of Things, Microservices, etc. aiming to provision reliable and secure
intelligence services to every person and organisation at any place with better
user experience. The vision, system architecture, key layers and features of
DEI are also detailed. Finally, we reveal the key enabling technologies and
research challenges associated with it.
