Distributed Machine Learning and Wireless Networks: A Closer Union | AI/ML IN 5G CHALLENGE

Channel:

AI for Good

Subscribers:

19,600

Published on February 9, 2022 12:00:00 AM ● Video Link: https://www.youtube.com/watch?v=O-lA5lgpBwM

Duration: 0:00

1,099 views

0

Due to major  communication, privacy, and scalability challenges stemming from the emergence of large-scale Internet of Things services, machine learning is witnessing a major departure from traditional centralized cloud architectures toward a distributed machine learning (ML) paradigm where data is dispersed and processed across multiple edge devices. A prime example of this emerging distributed ML paradigm is Google’s renowned federated learning framework. Such distributed ML paradigms provide two main opportunities for wireless and 5G research. On the one hand, inspired by these developments, one can design a plethora of wireless-oriented, AI-native distributed ML frameworks to enable the self-optimization and self-management of wireless systems. On the other hand, emerging 5G/6G applications such as connected autonomy will be powered by distributed ML algorithms and, thus, distributed ML constitutes an important and unique use case that must be supported by current and future wireless systems.  \n\nIn this talk, we provide an overview of these two use cases, and we shed light on how distributed ML can be a key enabler for the design, deployment, and management of future wireless systems and their associated technologies and applications. \n\nSpeaker: \nWalid Saad, Professor at the Department of Electrical and Computer Engineering, Virginia Tech\n\nShownotes:
00:00 Intro
1:57 opening presentation
6:43 Deep reinforcement learning for reliable communications
22:37 Generative Adversarial Networks (BGANS)
30:20 Multi-agent reinforcement learning with Meta-learning
42:37 Q&A

\n Watch the latest #AIforGood videos!\n\n\nExplore more #AIforGood content:\n AI for Good Top Hits\n   • Top Hits  \n\n AI for Good Webinars\n   • AI for Good Webinars  \n\n AI for Good Keynotes\n   • AI for Good Keynotes  \n\n Stay updated and join our weekly AI for Good newsletter:\nhttp://eepurl.com/gI2kJ5\n\n Discover what's next on our programme!\nhttps://aiforgood.itu.int/programme/\n\nCheck out the latest AI for Good news:\nhttps://aiforgood.itu.int/newsroom/\n\nExplore the AI for Good blog:\nhttps://aiforgood.itu.int/ai-for-good-blog/\n\n Connect on our social media:\nWebsite: https://aiforgood.itu.int/\nTwitter: https://twitter.com/ITU_AIForGood\nLinkedIn Page: https://www.linkedin.com/company/26511907 \nLinkedIn Group: https://www.linkedin.com/groups/8567748 \nInstagram: https://www.instagram.com/aiforgood \nFacebook: https://www.facebook.com/AIforGood\n\nWhat is AI for Good?\nThe AI for Good series is the leading action-oriented, global & inclusive United Nations platform on AI. The Summit is organized all year, always online, in Geneva by the ITU with XPRIZE Foundation in partnership with over 35 sister United Nations agencies, Switzerland and ACM. The goal is to identify practical applications of AI and scale those solutions for global impact.\n\nDisclaimer:\nThe views and opinions expressed are those of the panelists and do not reflect the official policy of the ITU.\n\n#MachineLearning5G #5GNetworks