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publications
TinyML for UWB-radar based presence detection
Published in The International Joint Conference on Neural Networks (IJCNN), Padua (IT), 2022 Congress proceedings, 2022
A TinyML solution for presence detection with UWB-radar.
Recommended citation: M. Pavan, A. Caltabiano, M. Roveri (2022). "TinyML for UWB-radar based presence detection" WCCI 2022 Congress Procedings. 1(1). https://ieeexplore.ieee.org/document/9892925
On-device Subject Recognition in UWB-radar Data with Tiny Machine Learning
Published in Cyber-Phisical Sysyem Workshop (CPSW) 2022, 2022
Subject Recognition in UWB-radar: recognize if pets, children or adults are presents inside of a car.
Recommended citation: Pavan, M., Caltabiano, A., Roveri, M. (2022). "On-device Subject Recognition in UWB-radar Data with Tiny Machine Learning" Cyber-Phisical Sysyem Workshop (CPSW). 1(2). http://academicpages.github.io/files/paper2.pdf
TyBox: an automatic design and code-generation toolbox for TinyML incremental on-device learning
Published in ACM Transactions on Embedded Computing Systems - Special Issue on TinyML, 2023
An On-device learning toolbox for the automatic conversion of a static tinyML solution to an incremental learning one.
Recommended citation: Pavan, M., Ostrovan, E., Caltabiano, A., Roveri, M. (2023). "TyBox: an automatic design and code-generation toolbox for TinyML incremental on-device learning" ACM Transactions on Embedded Computing Systems - Special Issue on TinyML. 1(3). https://dl.acm.org/doi/10.1145/3604566
Unveiling the Potential of Tiny Machine Learning for Enhanced People Counting in UWB Radar Data
Published in European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD) 2023, Turin (IT), 2023, Congress proceedings, 2023
A TinyML solution for people counting with UWB-radar.
Recommended citation: M. Pavan, L. Gonzalez Navarro, A. Caltabiano, M. Roveri (2023). " Unveiling the Potential of Tiny Machine Learning for Enhanced People Counting in UWB Radar Data " ECML PKDD 2023 Congress Procedings. 1(1).
talks
Talk 1 on Relevant Topic in Your Field
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Conference Proceeding talk 3 on Relevant Topic in Your Field
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This is a description of your conference proceedings talk, note the different field in type. You can put anything in this field.
teaching
Teaching Assistant for the course ‘Microcontrollers 1’
Alta Formazione Professionale course, CFP G. Veronesi, Department, 2021
Responsible for the laboratory sessions. Thought some TinyML basic concepts, supervised the project by the students.
Invited Speaker for the Ph.D. course ‘Embedded and Edge AI’
Ph. D. Course, Politecnico di Milano, DEIB - Dipartimento di elettronica, informazione e Bioingegneria, 2022
Responsible for the organization of the hackaton and some exercise sessions.
Teaching Assistant for the course ‘informatica ed elementi di informatica medica’ (elements of computer science for biomedical engineers)
Bachelor Course, Politecnico di Milano, DEIB - Dipartimento di elettronica, informazione e Bioingegneria, 2022
Responsible for the laboratory sessions
Teacher for the course ‘Microcontrollers 2’
Alta Formazione Professionale course, CFP G. Veronesi, Department, 2022
Responsible for the lecture and the exercise sessions.
Teaching Assistant for the course ‘Hardware Architecture for Embedded and Edge AI’
Master Course, Politecnico di Milano, DEIB - Dipartimento di elettronica, informazione e Bioingegneria, 2023
Responsible for the laboratory and the exercise sessions