Journal Articles
| Lead Organizations | Title | Author(s) | Publication | Date | Links |
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Smart Buildings: Water Leakage Detection Using TinyML | Othmane Atanane, Asmaa Mourhir, Nabil Benamar, Marco Zennaro | Sensors | November 2023 | DOI |
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Is TinyML Sustainable? Assessing the Environmental Impacts of Machine Learning on Microcontrollers | Shvetank Prakash, Matthew Stewart, Colby Banbury, Mark Mazumder, Pete Warden, Brian Plancher, Vijay Janapa Reddi | Communications of the ACM (CACM) | October 2023 | DOI Footprint Calculator |
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Machine Learning Sensors: A Design Paradigm for the Future of Intelligent Sensors | Pete Warden, Matthew Stewart, Brian Plancher, Sachin Katti, Vijay Janapa Reddi | Communications of the ACM (CACM) | October 2023 | DOI Webpage Technical Report |
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Coffee Disease Classification at the Edge using Deep Learning | João Vitor Yukio Bordin Yamashita, João Paulo R.R. Leite | Smart Agricultural Technology | August 2023 | DOI |
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Design and Development of a Family of Integrated Devices to Monitor Animal Movement in the Wild | Laila Daniela Kazimierski, Andrés Oliva Trevisan, Erika Kubisch, Karina Laneri, Nicolás Catalano | Sensors | March 2023 | DOI |
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TinyML Gamma Radiation Classifier | Moez Altayeb, Marco Zennaro, Ermanno Pietrosemoli | Nuclear Engineering and Technology | February 2023 | DOI |
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A TinyML Deep Learning Approach for Indoor Tracking of Assets | Diego Avellaneda, Diego Mendez, Giancarlo Fortino | Sensors | January 2023 | DOI |
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On-Device IoT-Based Predictive Maintenance Analytics Model: Comparing TinyLSTM and TinyModel from Edge Impulse | Irene Niyonambaza Mihigo, Marco Zennaro, Alfred Uwitonze, James Rwigema, Marcelo Rovai | Sensors | June 2022 | DOI |
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Widening Access to Applied Machine Learning with TinyML | Vijay Janapa Reddi, Brian Plancher, Susan Kennedy, Laurence Moroney, Pete Warden, Anant Agarwal, Colby Banbury, Massimo Banzi, Matthew Bennett, Benjamin Brown, Sharad Chitlangia, Radhika Ghosal, Sarah Grafman, Rupert Jaeger, Srivatsan Krishnan, Maximilian Lam, Daniel Leiker, Cara Mann, Mark Mazumder, Dominic Pajak, Dhilan Ramaprasad, J. Evan Smith, Matthew Stewart, Dustin Tingley | Harvard Data Science Review | January 2022 | DOI |
Book Chapters
| Lead Organizations | Title | Author(s) | Publication | Date | Links |
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Crowdsourcing Through TinyML as a Way to Engage End-Users in IoT Solutions | Pietro Manzoni, Marco Zennaro, Fredrik Ahlgren, Tobias Olsson, Catia Prandi | Mobile Crowdsourcing | April 2023 | DOI |
Conference Proceedings
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TinyML4D: Scaling Embedded Machine Learning Education in the Developing World | Brian Plancher, Sebastian Buttrich, Jeremey Ellis, Neena Goveas, Laila Kazimierski, Jesus Lopez Sotelo, Milan Lukic, Diego Mendez, Rosdiadee Nordin, Andres Oliva Trevisan, Massimo Pavan, Manuel Roveri, Marcus Rüb, Jackline Tum, Marian Verhelst, Salah Abdeljabar, Segun Adebayo, Thomas Amberg, Halleluyah Aworinde, José Bagur, Gregg Barrett, Nabil Benamar, Bharat Chaudhari, Ronald Criollo, David Cuartielles, Jose Alberto Ferreira Filho, Solomon Gizaw, Evgeni Gousev, Alessandro Grande, Shawn Hymel, Peter Ing, Prashant Manandhar, Pietro Manzoni, Boris Murmann, Eric Pan, Rytis Paskauskas, Ermanno Pietrosemoli, Tales Pimenta, Marcelo Rovai, Marco Zennaro, Vijay Janapa Reddi | AAAI-24 Spring Symposium on Increasing Diversity in AI Education and Research | March 2024 | DOI Symposium Website |
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On TinyML WiFi Fingerprinting-Based Indoor Localization: Comparing RSSI vs. CSI Utilization | Diego Mendez, Marco Zennaro, Moez Altayeb, Pietro Manzoni | IEEE Consumer Communications & Networking Conference (CCNC) | January 2024 | DOI |
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How TinyML Can be Leveraged to Solve Environmental Problems: A Survey | Hatim Bamoumen, Anas Temouden, Nabil Benamar, Yousra Chtouki | IEEE International Conference on Innovation and Intelligence for Informatics, Computing, and Technologies | November 2022 | DOI |
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Atrial Fibrillation and Sinus Rhythm detection using TinyML (Embedded Machine Learning) | G. Silva, M.D. Lima, J.A.F. Filho and M.J. Rovai | IX Latin American Congress and XXVIII Brazilian Congress on Biomedical Engineering | October 2022 | |
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Classifying Mosquito Wingbeat Sound Using TinyML | Moez Altayeb, Marco Zennaro, Marcelo Rovai | ACM Conference on Information Technology for Social Good | September 2022 | DOI |
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BLE-based Indoor Positioning Platform Utilizing Edge Tiny Machine Learning | Diego Avellaneda, Diego Mendez, Giancarlo Fortino | IEEE International Symposium on Dependable, Autonomic and Secure Computing | September 2022 | DOI |
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Tiny Robot Learning: Challenges and Directions for Machine Learning in Resource-Constrained Robots | Sabrina M. Neuman, Brian Plancher, Bardienus Duisterhof, Srivatsan Krishnan, Colby Banbury, Mark Mazumder, Shvetank Prakash, Jason Jabbour, Aleksandra Faust, Guido C.H.E. de Croon, Vijay Janapa Reddi | IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS) | June 2022 | DOI |
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TinyML in Africa: Opportunities and Challenges | Samson Otieno Ooko, Marvin Muyonga Ogore, Jimmy Nsenga, Marco Zennaro | 2021 IEEE Globecom Workshops (GC Wkshps) | December 2021 | DOI |
Other Publications
| Lead Organizations | Title | Author(s) | Publication | Date | Links |
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Materiality and Risk in the Age of Pervasive AI Sensors | Matthew Stewart, Pete Warden, Yasmine Omri, Shvetank Prakash, Joao Santos, Shawn Hymel, Benjamin Brown, Jim MacArthur, Nat Jeffries, Brian Plancher, Vijay Janapa Reddi | arXiv Preprint | February 2024 | PDF |
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Datasheets for Machine Learning Sensors | Matthew Stewart, Pete Warden, Yasmine Omri, Shvetank Prakash, Joao Santos, Shawn Hymel, Benjamin Brown, Jim MacArthur, Nat Jeffries, Brian Plancher, Vijay Janapa Reddi | arXiv Preprint | June 2023 | PDF |
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Bridging the Digital Divide: the Promising Impact of TinyML for Developing Countries | Marco Zennaro, Brian Plancher, Vijay Janapa Reddi | The UN 8th Multi-stakeholder Forum on Science, Technology and Innovation for the Sustainable Development Goals | May 2023 | PDF |
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TinyML: Applied AI for Development | Marco Zennaro, Brian Plancher, Vijay Janapa Reddi | The UN 7th Multi-stakeholder Forum on Science, Technology and Innovation for the Sustainable Development Goals | May 2022 | PDF |
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TinyMLedu: The Tiny Machine Learning Open Education Initiative | Brian Plancher, Vijay Janapa Reddi | ACM Technical Symposium on Computer Science Education (SIGCSE) | March 2022 | DOI |