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  • Europe/Rome
  • English
  • Administration
Description
An ICTP virtual meeting

TinyML empowers machine learning technologies to conduct on-device analytics of sensor data with remarkably low power consumption. This opens the door for the development of novel applications at an exceptionally affordable cost and on a large scale.
 
Topics:
  • Introduction to TinyML
  • The TinyML Development Workflow
  • TinyML Applications
  • Scientific Applications of ML
  • Recent Research and Advanced Topics in TinyML
Speakers:
José Antonio BAGUR NÁJERA, Universidad del Valle de Guatemala, Guatemala
David CUARTIELLES RUIZ, Malmo University, Sweden (Arduino Co-Founder)
Evgeni GOUSEV, TinyML Foundation, USA
Shawn HYMEL, Edge Impulse, USA
Gian Marco IODICE, ARM, Italy
Jesus Alfonso LOPEZ SOTELO, Universidad Autonoma de Occidente, Colombia
Diego MENDEZ CHAVES, Pontificia Universidad Javeriana, Colombia
Moises Stevend MEZA RODRIGUEZ, Cayetano Heredia Peruvian University, Peru
Claudio MICELI, Universidade Federal do Rio de Janeiro, Brazil
Hao Eric PAN, Seeed Studio, China
Brian PLANCHER, (Barnard College, Columbia University, USA
Marcus RÜB, Hahn-Schickard, Germany
Robert THAS JOHN, ARM, Italy
Marco ZENNARO, ICTP, Italy

Call for Contributed Abstracts: All applicants are encouraged to submit an abstract for a case study presentation. Abstract templates are available below for download.

Registration: There is no registration fee.

 

Material

Workshop on Machine Learning on Low-Power Devices: Applications and Advanced Topics | (smr 3926)
Go to day
  • Monday, 6 May 2024
    • 15:00 - 18:20 Introduction to TinyML
      • 15:00 Workshop Opening and Schedule 10'
        Speaker: Marco ZENNARO (ICTP, Italy)
      • 15:10 Opening Keynote 50'
        Speaker: GianMarco IODICE (ARM, Italy)
        Material: Slides
      • 16:00 AI and ML Overview 1h0'
        Speaker: Jesus LOPEZ (Universidad Autonoma de Occidente, Colombia)
        Material: Slides
      • 17:00 Introduction to Embedded ML 45'
        Speaker: Robert THAS JOHN (ARM, Italy)
      • 17:45 Education in TinyML 30'
        Speaker: Vijay Janapa REDDI (Harvard University, USA)
        Material: Slides
      • 18:15 Day Closing 5'
  • Tuesday, 7 May 2024
    • 15:00 - 18:00 The TinyML Hardware, Development Workflow and Demos
      • 15:00 Day Opening 5'
      • 15:05 Open Science with Edge ML 45'
        Speaker: Eric PAN (CEO Seeed Studio)
        Material: Slides
      • 15:50 Edge Impulse Overview and Update 45'
        Speaker: Shawn HYMEL (Edge Impulse, USA)
        Material: Slides
      • 16:35 Hands-on Motion Classification and Anomaly Detection 1h20'
        Speaker: José Antonio BAGUR NAJERA (Universidad del Valle de Guatemala)
      • 17:55 Day Closing 5'
  • Wednesday, 8 May 2024
    • 15:00 - 18:00 Education & Applications
      • 15:00 Day Opening 5'
      • 15:05 Educational Activities at TinyML Foundation 40'
        Speaker: Evgeni GOUSEV (TinyML Foundation)
      • 15:45 Experiences using TinyML tools in teaching biomedical engineering 40'
        Speaker: Moises MEZA RODRIGUEZ (Universidad Peruana Cayetano Heredia, Peru)
      • 16:25 TBD - Data Fusion in Tinyml, Model Compression, Model Aggregation, Weightless Neural Networks and applications in biology and federated learning 35'
        Speaker: Claudio MICELI (UFRJ, Brazil)
      • 17:00 Arduino and Education 55'
        Speaker: David CUARTIELLES RUIZ (Arduino (Co-Founder))
      • 17:55 Day Closing 5'
  • Thursday, 9 May 2024
    • 15:00 - 18:00 TinyML Show and Tell
      • 15:00 Day Opening 5'
      • 15:05 Show and Tell Introduction 2h45'
      • 17:50 Day Closing 10'
  • Friday, 10 May 2024
    • 15:00 - 17:30 PAPERS - Advanced Scientific TinyML
      • 15:00 Day Opening 5'
      • 15:05 On-Device Learning 45'
        Speaker: Marcus RUB (Hahn-Schickard, Germany)
      • 15:50 Fingerprinting 45'
        Speaker: Diego MENDEZ CHAVES (Pontificia Universidad Javeriana, Colombia)
      • 16:35 Materiality and Risk in the Age of Pervasive AI Sensors 30'
        Speaker: Brian PLANCHER (Barnard College, Columbia University, USA)
      • 17:05 Workshop Closing and Future Events 20'
        Speaker: Marco ZENNARO (ICTP, Italy)
      • 17:25 TinyML4D Regional Networking 5'
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