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master's thesis
Automatizacija životnog ciklusa modela dubokog učenja
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2023. urn:nbn:hr:168:039083
Jakas, Ivan
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

Cite this document

Jakas, I. (2023). Automatizacija životnog ciklusa modela dubokog učenja (Master's thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:039083

Jakas, Ivan. "Automatizacija životnog ciklusa modela dubokog učenja." Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2023. https://urn.nsk.hr/urn:nbn:hr:168:039083

Jakas, Ivan. "Automatizacija životnog ciklusa modela dubokog učenja." Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2023. https://urn.nsk.hr/urn:nbn:hr:168:039083

Jakas, I. (2023). 'Automatizacija životnog ciklusa modela dubokog učenja', Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 25 November 2024, https://urn.nsk.hr/urn:nbn:hr:168:039083

Jakas I. Automatizacija životnog ciklusa modela dubokog učenja [Master's thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2023 [cited 2024 November 25] Available at: https://urn.nsk.hr/urn:nbn:hr:168:039083

I. Jakas, "Automatizacija životnog ciklusa modela dubokog učenja", Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2023. Available at: https://urn.nsk.hr/urn:nbn:hr:168:039083

Metadata
TitleAutomatizacija životnog ciklusa modela dubokog učenja
Title (english)Life Cycle Automatization of Deep Learning Models
AuthorIvan Jakas
MentorSven Lončarić (mentor)
Committee memberSven Lončarić (predsjednik povjerenstva)
Committee memberMarko Subašić (član povjerenstva)
Committee memberTomislav Petković (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2023-07-03, Croatia
Abstract
U onom radu je prvotno opisan pojam životnog ciklusa modela, na temelju čega se kasnije uvode koncepti koji omogućavaju njegovu automatizaciju. Nakon obrađenih osnovnih pojmova upravljanja životnim ciklusom, opisuje se arhitektura i algoritam učenja konvolucijskih neuronskih mreža, kao i algoritam klasifikacije. Predstavljene su osnove usluga u oblaku koje su korištene u izradi same implementacije te njihova uloga u procesu automatizacije. Na kraju je prikazan način implementacije automatizacije životnog ciklusa model, rezultati učenja te način slanja upita na dostupne modele.
Abstract (english)
At the beginning of this paper, the basic concepts of model lifecycle management are presented. That serves as the basis for the explanation of the automation process. Once lifecycle management is described, the architecture and learning process of convolutional neural networks are covered, as is the classification algorithm. The basics of cloud managed services that were used in the creation of the implementation itself and their role in the automation process are presented. At the end, the paper provides an example of the automation, the model results, and a way to send prediction requests to the available models.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:039083
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 09:06:33