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The price of distributed machine learning | ITU Journal | Webinar

While Machine Learning (ML) models are becoming an essential component of many mobile applications, they also pose relevant challenges, as they require the execution of an operational pipeline

While Machine Learning (ML) models are becoming an essential component of many mobile applications, they also pose relevant challenges, as they require the execution of an operational pipeline including training and inference. Due to the substantial computational and energy burden imposed by such operations, distributed ML has emerged as a paradigm that can enable ML at the network edge, by indeed distributing the computational load across different network nodes and, also, a better privacy preservation whenever data are processed locally. In spite of such advantages, also distributed ML may face significant hurdles, namely, (i) slower execution of the ML operational pipeline, due to the limited computing and energy capability of the nodes contributing to that, and (ii) the high bandwidth consumption on the links connecting the participating network nodes, whenever the output of intermediate processing has to be transferred from one node to another. A paradox thus arises due to such hurdles and the fact that the distributed ML paradigm has been introduced to support ML-based services and applications at the edge with low latency towards the end devices and reduced bandwidth consumption to the cloud. In this talk, we discuss such a paradox and how it can be solved by leveraging dynamic structures of ML models which already exists as well as techniques for the compression of ML models and input datasets. Speaker: Carla Fabiana Chiasserini, Politecnico di Torino, Italy Moderators: Ian F. Akyildiz, Editor-in-Chief, ITU Journal on Future and Evolving Technologies (ITU-J FET) Alessia Magliarditi, ITU Journal and ITU-T Academia Coordinator, International Telecommunication Union (ITU) This webinar is organized by the ITU Journal on Future and Evolving Technologies (ITU J-FET), an international journal providing complete coverage of all communications and networking paradigms, free of charge for both readers and authors. The ITU Journal considers yet-to-be-published papers addressing fundamental and applied research. Open topics for future research will be discussed. See more information on the ITU Journal webinar series and the open Calls for Papers for the upcoming ITU Journal’s issues here. 👉 Discover the ITU Journal on Future and Evolving Technologies (ITU J-FET) here: https://itu.int/en/journal/j-fet/ 📅 Explore the full ITU Journal webinar series programme here: https://itu.int/en/journal/j-fet/webinars/ #ITU #ITUJFET

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Date 5/9/2024 Format Length 0:05 Keywords Sustainability More Details

WTISD-24 – Live broadcast from the ITU TV studio in Geneva

Join us for World Telecommunication and Information Society Day (WTISD) on May 17, 2024, broadcasting live from Geneva. This event commemorates ITU's 159th anniversary and celebrates the

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Date 5/6/2024 Format Length 0:05 Keywords Sustainability More Details

World Telecommunication and Information Society Day (WTISD)

World Telecommunication and Information Society Day (WTISD) promotes digital technologies and connectivity for all. Celebrated annually on 17 May, the day marks the founding of the International

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Date 5/2/2024 Format Length 0:00 Keywords Sustainability More Details

Meet the AI Experts: Ebtesam Almazrouei, AI visionary, UAE

Meet Dr. Ebtesam Almazrouei, founder and general chair of AIE3, who advocates for global collaboration on #GenAI. She will join many AI experts at the upcoming AI for Good Global

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Date 5/2/2024 Format Length 0:00 Keywords Sustainability More Details

Meet the AI Experts: Summer Chen, ZTE Corporation

Join Summer Chen, Vice President at ZTE Corporation, as she explores AI's potential in achieving carbon-neutrality for enterprises.

She will speak alongside many other AI experts at the AI

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Date 5/1/2024 Format Length 0:00 Keywords Sustainability More Details

World Telecommunication and Information Society Day (WTISD)

We've delved into our archives to present a collection of vintage posters from past #WTISD events, offering a blast from the past.

Join the global celebration on May 17th, share your event

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Date 4/24/2024 Format Length 0:00 Keywords Sustainability More Details

Meet the AI Experts: Stuart Russell, University of California

Meet Stuart Russell, a leading AI thinker from the University of California, as he discusses AI breakthroughs and the future at the AI for Good Global Summit.

Join him and many other AI

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Date 4/15/2024 Format Length 0:00 Keywords Sustainability More Details

Meet the AI Experts: Alessandra Sala, Shutterstock

Alessandra Sala, Sr. Director of AI and Data Science at Shutterstock, will share insights on AI Ethics.

Meet her and other experts at the AI for Good Global Summit, held May 30-31, 2024, in

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Date 4/15/2024 Format Length 0:00 Keywords Sustainability More Details

Blue Glaucus

The Blue Glaucus, though small, is remarkably potent.

Despite its diminutive size, this sea slug possesses a significant defense mechanism, making it a formidable creature in its

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Date 3/2/2024 Format Length 0:00 Keywords SustainabilityMember of Special Collection Oceans More Details

P2C – AI for Good Global Summit campaign

The AI for Good Global Summit in Geneva, May 30-31, 2024, will be a historic event. It aims to harness Artificial Intelligence for social good through concrete pledges.

These pledges are

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Date 2/29/2024 Format Length 0:00 Keywords Sustainability More Details

Displaying 10 videos of 443 matching videos containing any of the terms
GARY+MAY

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