prikaz prve stranice dokumenta Optimizacija arhitekture duboke neuronske mreže evolucijskim algoritmima
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master's thesis
Optimizacija arhitekture duboke neuronske mreže evolucijskim algoritmima
2023. urn:nbn:hr:168:981702
Lokas, Ivan
University of Zagreb
Faculty of Electrical Engineering and Computing

Cite this document

Lokas, I. (2023). Optimizacija arhitekture duboke neuronske mreže evolucijskim algoritmima (Master's thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:981702

Lokas, Ivan. "Optimizacija arhitekture duboke neuronske mreže evolucijskim algoritmima." Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2023. https://urn.nsk.hr/urn:nbn:hr:168:981702

Lokas, Ivan. "Optimizacija arhitekture duboke neuronske mreže evolucijskim algoritmima." Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2023. https://urn.nsk.hr/urn:nbn:hr:168:981702

Lokas, I. (2023). 'Optimizacija arhitekture duboke neuronske mreže evolucijskim algoritmima', Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 03 February 2025, https://urn.nsk.hr/urn:nbn:hr:168:981702

Lokas I. Optimizacija arhitekture duboke neuronske mreže evolucijskim algoritmima [Master's thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2023 [cited 2025 February 03] Available at: https://urn.nsk.hr/urn:nbn:hr:168:981702

I. Lokas, "Optimizacija arhitekture duboke neuronske mreže evolucijskim algoritmima", Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2023. Available at: https://urn.nsk.hr/urn:nbn:hr:168:981702

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Metadata
TitleOptimizacija arhitekture duboke neuronske mreže evolucijskim algoritmima
Title (english)Deep neural network architecture optimization with evolutionary algorithms
AuthorIvan Lokas
MentorDomagoj Jakobović (mentor)
Committee memberDomagoj Jakobović (predsjednik povjerenstva)
Committee memberMarko Đurasević (član povjerenstva)
Committee memberAlan Jović (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2023-07-07, Croatia
Abstract
Obrađena je optimizacija arhitekture duboke neuronske mreže evolucijskim algoritmima. Opisana su postojeća rješenja te su iz njih izvučeni najvažniji aspekti na temelju čega je izgrađeno konkretno programsko rješenje. Optimiranje je izvođeno nad dva skupa podataka, MNIST i CIFAR-10 primjenom dva različita modela. Detaljno je opisan raznovrstan evolucijski modul koji je dio tog programskog rješenja. Navedeni su rezultati evolucije te su uspoređeni s drugim modelima.
Abstract (english)
The topic of the optimization of deep neural network architectures with evolutionary algorithms is discussed. The existing solutions are described and the most important aspects are extracted from them, on the basis of which the specific software solution was built. The optimization was performed on two datasets, MNIST and CIFAR-10, using two different models. The evolutionary model along with its various components are described in detail. Evolution results are listed and compared with other models.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:981702
Study programmeTitle: Computing
Study programme type: university
Study level: graduate
Academic / professional title: magistar/magistra inženjer/inženjerka računarstva (magistar/magistra inženjer/inženjerka računarstva)
Type of resourceText
File originBorn digital
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Created on2023-10-11 09:33:22