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Online-seminar "Crafting Principled Machine Learning Architectures for Networked Systems"

Wednesday, March 19, 2025      Online    

Dear Colleagues,
on Wednesday, Marсh 19 at 18:00 MSK within the consortium "Network and Cloud Technologies" online-seminar from https://networkingchannel.eu will take place.

Topic: "Crafting Principled Machine Learning Architectures for Networked Systems"

  • Sanjay G. Rao – Professor – Electrical and Computer Engineering – Purdue University
  • Bruno Ribeiro – Associate Professor – Department of Computer Science – Purdue University
Organizers:
  • Edmundo de Souza Silva – Systems Engineering and Computer Science/COPPE – Federal University of Rio de Janeiro
  • Matthew Caesar – Siebel School of Computing and Data Science – University of Illinois Urbana-Champaign
Annotation:

Modern networking environments’ dynamic and unpredictable nature poses significant challenges for traditional design approaches and off-the-shelf machine learning methods. As networked systems adapt to changing conditions, such as topology shifts, complex constraints, and unforeseen scenarios, they often outpace the capabilities of conventional solutions. In this panel, we will advocate for a cross-disciplinary approach that integrates insights and techniques from both networking and machine learning and will showcase two recent approaches that exemplify this ethos.

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