2021 IEEE SPS Cycle 2 School on Networked Federated Learning: Theory, Algorithms and Applications

#machine #learning #federated #complex #networks #pandemics #distributed #algorithms #convex #optimization #gradient #methods
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The IEEE Finland Jt. Chapter SP/CAS is organizing this seasonal school during March 2022. The aim of the school is to provide basic skills for applying federated learning techniques. The overall theme of this seasonal school is inspired by the recent LiveProject Federated Learning Over Networks for Pandemics.

school site: https://ieeespcasfinland.github.io/

slack discussion forum: https://join.slack.com/t/ieeeseasonalschoolnfl/shared_invite/zt-15hbdr90x-NafzYle8BlivoW09Q8YliA


  Date and Time

  Location

  Hosts

  Registration


  • Start time: 28 Mar 2022 05:10 AM
  • End time: 01 Apr 2022 11:09 PM
  • All times are (UTC+03:00) Helsinki
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  • Helsinki, Sodra Finlands Lan
  • Finland
  • Contact Event Hosts
  • Starts 28 December 2021 02:13 PM
  • Ends 31 March 2022 02:13 PM
  • All times are (UTC+03:00) Helsinki
  • No Admission Charge




Agenda

Prof. Alex Jung, Aalto University

Lecture: School Logistics. Introduction to Networked Federated Learning.

Date and Time: Mo., 28.03.2022 at 11:00- 13:00 (local Helsinki time)

70 

Prof. Konstantin Avratchenkov, INRIA

Lecture: Basics of spectral graph theory

Date and Time: Tue., 29.03.2022 at 11:00- 13:00 (local Helsinki time)

zoom link: TBA

70 

Prof. Simo Särkkä, Aalto University

Lecture: Parallel/distributed methods for state-space models

Date and Time: Wed., 30.03.2022, 10:00 - 11:00 (local Helsinki time)

zoom link: TBA

Personal Site

70 

Dr. Hamed R. Tavakoli, Nokia Technologies

Lecture: Compact and Efficient Neural Networks, Steps Towards Communication Efficient Federated Learning

Date and Time: Wed., 30.03.2022, 12:30 - 13:30 (local Helsinki time)

zoom link: TBA

Personal Site

70 

Dr. Irene Schicker, Central Institute for Meteorology and Geodynamics (ZAMG)

Lecture: TBA

Date and Time: Thu., 31.03.2022 at 11:00 - 12:00 (local Helsinki time)

zoom link: TBA

Personal Site

70 

Dr. Wojciech Samek, Fraunhofer Heinrich Hertz Institute

Lecture: Towards Communication-Efficient and Personalized Federated Learning

Date and Time: Thu., 31.03.2022 at 13:00 - 14:00 (local Helsinki time)

zoom link: TBA

Personal Site

70 

Prof. Carlo Fischione, KTH Stockholm

Lecture: Communication-Computation Efficient Distributed Machine Learning

Date and Time: Thu., 31.03.2022 at 14:30 - 15:30 (local Helsinki time)

zoom link: TBA

Personal Site

70 

Dipl. -Ing. Anna Saranti, Medical University Graz

Lecture: Explainable AI

Date and Time: Fr., 01.04.2022 at 11:00 - 12:00 (local Helsinki time)

zoom link: TBA

  Media

Seasonal School on Networked Federated Learning Flyer for the Seasonal School on Networked Federated Learning 201.41 KiB