On the Selection of a Machine Learning model in TinyML Devices – Preliminary Study
| dc.contributor.author | Puślecki, Tobiasz | |
| dc.contributor.author | Walkowiak, Krzysztof | |
| dc.date.accessioned | 2023-09-25T11:28:54Z | |
| dc.date.available | 2023-09-25T11:28:54Z | |
| dc.date.issued | 2023 | |
| dc.description.abstract | The expected development of TinyML-related technologies will necessitate the development of methods for efficient use of energy resources. In this article, we present preliminary study of machine learning (ML) model selection in TinyML devices in order to reach a tradeoff between accuracy and energy consumption. We study various use cases with different ML models. Our research shows that the presented method can improve the TinyML system in terms of operation time at the cost of slightly lower accuracy. | en_EN |
| dc.identifier.citation | Puślecki T., Walkowiak K., On the Selection of a Machine Learning model in TinyML Devices – Preliminary Study. W: Progress in Polish Artificial Intelligence Research 4, Wojciechowski A. (Ed.), Lipiński P. (Ed.)., Seria: Monografie Politechniki Łódzkiej Nr. 2437, Wydawnictwo Politechniki Łódzkiej, Łódź 2023, s. 501-505, ISBN 978-83-66741-92-8, doi: 10.34658/9788366741928.80. | |
| dc.identifier.doi | 10.34658/9788366741928.80 | |
| dc.identifier.isbn | 978-83-66741-92-8 | |
| dc.identifier.uri | http://hdl.handle.net/11652/4856 | |
| dc.identifier.uri | https://doi.org/10.34658/9788366741928.80 | |
| dc.language.iso | en | en_EN |
| dc.page.number | s. 501-505 | |
| dc.publisher | Wydawnictwo Politechniki Łódzkiej | pl_PL |
| dc.publisher | Lodz University of Technology Press | en_EN |
| dc.relation.ispartof | Wojciechowski A. (Ed.), Lipiński P. (Ed.)., Progress in Polish Artificial Intelligence Research 4, Seria: Monografie Politechniki Łódzkiej Nr. 2437, Wydawnictwo Politechniki Łódzkiej, Łódź 2023, ISBN 978-83-66741-92-8, doi: 10.34658/9788366741928. | |
| dc.rights | Dla wszystkich w zakresie dozwolonego użytku | pl_PL |
| dc.rights | Fair use condition | en_EN |
| dc.rights.license | Licencja PŁ | pl_PL |
| dc.rights.license | LUT License | en_EN |
| dc.subject | TinyML | en_EN |
| dc.subject | energy consumption | en_EN |
| dc.subject | model selection | en_EN |
| dc.subject | zużycie energii | pl_PL |
| dc.subject | wybór modelu | pl_PL |
| dc.title | On the Selection of a Machine Learning model in TinyML Devices – Preliminary Study | en_EN |
| dc.type | Rozdział - monografia | pl_PL |
| dc.type | Chapter - monograph | en_EN |