Deep and Reinforcement Learning in 5G and 6G

Virtual: https://events.vtools.ieee.org/m/314865

This presentation by Dr.Melike Erol-Kantarci, from University of Ottawa. Presentation subject is on AI-Enable Wireless Networks titled "Deep and Reinforcement Learning in 5G and 6G" Register Now!! Registration closes May 26th, 2022 at 4:00 p.m. EST Abstract: The next generation of wireless networks, also known as Beyond 5G and 6G, will need a very high level of automation. This is both because of the increased complexity, and also thanks to the availability of more data, advanced Machine Learning (ML) algorithms and strong processing capabilities. When it comes to automation of networks, intelligent control algorithms that allow turning the knobs and optimizing system parameters become essential. Reinforcement learning and deep reinforcement learning algorithms have shown great success in other areas in AI and ML. In this talk, we will provide an overview of the state-of-art in reinforcement and deep reinforcement learning algorithms and their applications to wireless networks, as well as new architectures such as O-RAN, in addition to their challenges and the open issues in terms of their applicability to various functions of future wireless networks. Speaker(s): Dr. Melike, Virtual: https://events.vtools.ieee.org/m/314865