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undergraduate thesis
Implementacija neuronske mreže u mikroupravljač s ARM Cortex-M4 jezgrom
2019. urn:nbn:hr:200:113853
Tomašić, Magdalena
Josip Juraj Strossmayer University of Osijek
Faculty of Electrical Engineering, Computer Science and Information Technology Osijek
Department of Computer Engineering and Automation
Chair of Automation and Robotics

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Tomašić, M. (2019). Implementacija neuronske mreže u mikroupravljač s ARM Cortex-M4 jezgrom (Undergraduate thesis). Osijek: Josip Juraj Strossmayer University of Osijek, Faculty of Electrical Engineering, Computer Science and Information Technology Osijek. Retrieved from https://urn.nsk.hr/urn:nbn:hr:200:113853

Tomašić, Magdalena. "Implementacija neuronske mreže u mikroupravljač s ARM Cortex-M4 jezgrom." Undergraduate thesis, Josip Juraj Strossmayer University of Osijek, Faculty of Electrical Engineering, Computer Science and Information Technology Osijek, 2019. https://urn.nsk.hr/urn:nbn:hr:200:113853

Tomašić, Magdalena. "Implementacija neuronske mreže u mikroupravljač s ARM Cortex-M4 jezgrom." Undergraduate thesis, Josip Juraj Strossmayer University of Osijek, Faculty of Electrical Engineering, Computer Science and Information Technology Osijek, 2019. https://urn.nsk.hr/urn:nbn:hr:200:113853

Tomašić, M. (2019). 'Implementacija neuronske mreže u mikroupravljač s ARM Cortex-M4 jezgrom', Undergraduate thesis, Josip Juraj Strossmayer University of Osijek, Faculty of Electrical Engineering, Computer Science and Information Technology Osijek, accessed 10 December 2024, https://urn.nsk.hr/urn:nbn:hr:200:113853

Tomašić M. Implementacija neuronske mreže u mikroupravljač s ARM Cortex-M4 jezgrom [Undergraduate thesis]. Osijek: Josip Juraj Strossmayer University of Osijek, Faculty of Electrical Engineering, Computer Science and Information Technology Osijek; 2019 [cited 2024 December 10] Available at: https://urn.nsk.hr/urn:nbn:hr:200:113853

M. Tomašić, "Implementacija neuronske mreže u mikroupravljač s ARM Cortex-M4 jezgrom", Undergraduate thesis, Josip Juraj Strossmayer University of Osijek, Faculty of Electrical Engineering, Computer Science and Information Technology Osijek, Osijek, 2019. Available at: https://urn.nsk.hr/urn:nbn:hr:200:113853

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Metadata
TitleImplementacija neuronske mreže u mikroupravljač s ARM Cortex-M4 jezgrom
Title (english)Neural network implementation in microcontroller with ARM Cortex-M4 core
AuthorMagdalena Tomašić
MentorRatko Grbić (mentor)
Committee memberRatko Grbić (predsjednik povjerenstva)
Committee memberZdravko Krpić (član povjerenstva)
Committee memberDamir Blažević (član povjerenstva)
GranterJosip Juraj Strossmayer University of Osijek
Faculty of Electrical Engineering, Computer Science and Information Technology Osijek
(Department of Computer Engineering and Automation)
(Chair of Automation and Robotics)
Osijek
Defense date and country2019-05-15, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Artificial Intelligence
Abstract
Problem klasifikacije rukom pisanih brojeva riješen je pomoću višeslojne neuronske mreže. Mreža je trenirana u Python programskom jeziku na MNIST skupu podataka u kojem se nalaze slike rukom pisanih znamenaka. Nakon faze učenja, neuronska mreža je testirana na testnom skupu podataka. Uz pomoć spremljenih težina i bias vrijednosti, ista takva mreža kreirana je u C programskom jeziku. Na samome kraju navedena mreža je implementirana u mikroupravljač s ARM Cortex-M4 jezgrom te su testirane brzina i točnost mreže.
Abstract (english)
Problem of classification of handwritten digits is solved with multilayer neural network. Network was trained in Python programming language on MNIST dataset which contains pictures of handwritten digits. After learning phase, neural network was tested on test dataset. With saved weights and biases, the same network is created in C programming language. At the very end, aforementioned network was implemented into the microcontroller with ARM Cortex-M4 core and speed and precision of network were tested.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:200:113853
Study programmeTitle: Undergraduate University Study Programme in Computer Engineering
Study programme type: university
Study level: undergraduate
Academic / professional title: sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva (sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva)
Type of resourceText
File originBorn digital
Access conditionsOpen access
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Created on2019-05-22 13:20:30