Optimization techniques of neural networks for mobile platforms during training phase – Bc. Adam Grygar
Bc. Adam Grygar
Bachelor's thesis
Optimization techniques of neural networks for mobile platforms during training phase
Optimization techniques of neural networks for mobile platforms during training phase
Abstract:
Umělé neuronové sítě a konvoluční neuronové sítě se stále zvětšují společně se stále vyšší poptávkou po výkonných výpočetních zdrojích. Nicméně poptávka na jejich provoz na koncových mobilních zařízeních s nízkou spotřebou stoupá. Toto nasazení na mobilních zařízeních je pro některé úkoly vyžadováno, ale výpočetní výkon je limitovaný. Se zavedením optimalizačních technik mohou být modely menší a rychlejší …moreAbstract:
Artificial neural networks and convolutional neural networks are still getting larger with higher demand for powerful computing resources. However, the demand for running them on low-power end mobile devices is rising. This deployment on mobile devices is required for some tasks, but the computational power is limited. With the introduction of optimization techniques, the models could be smaller and …more
Language used: English
Date on which the thesis was submitted / produced: 25. 5. 2021
Identifier:
https://is.muni.cz/th/t343q/
Thesis defence
- Date of defence: 28. 6. 2021
- Supervisor: doc. RNDr. Tomáš Brázdil, Ph.D.
- Reader: doc. RNDr. Lubomír Popelínský, Ph.D.
Citation record
ISO 690-compliant citation record:
GRYGAR, Adam. \textit{Optimization techniques of neural networks for mobile platforms during training phase}. Online. Bachelor's thesis. Brno: Masaryk University, Faculty of Informatics. 2021. Available from: https://theses.cz/id/gt8ggp/.
Full text of thesis
Contents of on-line thesis archive
Published in Theses:- světu
Other ways of accessing the text
Institution archiving the thesis and making it accessible: Masarykova univerzita, Fakulta informatikyMasaryk University
Faculty of InformaticsBachelor programme / field:
Informatics / Artificial Intelligence and Natural Language Processing
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