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undergraduate thesis
Mreža dugog kratkoročnog pamćenja
2023. urn:nbn:hr:126:869099
Kovač, Marin
Josip Juraj Strossmayer University of Osijek
School of Applied Mathematics and Informatics

Cite this document

Kovač, M. (2023). Mreža dugog kratkoročnog pamćenja (Undergraduate thesis). Osijek: Josip Juraj Strossmayer University of Osijek, School of Applied Mathematics and Informatics. Retrieved from https://urn.nsk.hr/urn:nbn:hr:126:869099

Kovač, Marin. "Mreža dugog kratkoročnog pamćenja." Undergraduate thesis, Josip Juraj Strossmayer University of Osijek, School of Applied Mathematics and Informatics, 2023. https://urn.nsk.hr/urn:nbn:hr:126:869099

Kovač, Marin. "Mreža dugog kratkoročnog pamćenja." Undergraduate thesis, Josip Juraj Strossmayer University of Osijek, School of Applied Mathematics and Informatics, 2023. https://urn.nsk.hr/urn:nbn:hr:126:869099

Kovač, M. (2023). 'Mreža dugog kratkoročnog pamćenja', Undergraduate thesis, Josip Juraj Strossmayer University of Osijek, School of Applied Mathematics and Informatics, accessed 14 November 2024, https://urn.nsk.hr/urn:nbn:hr:126:869099

Kovač M. Mreža dugog kratkoročnog pamćenja [Undergraduate thesis]. Osijek: Josip Juraj Strossmayer University of Osijek, School of Applied Mathematics and Informatics; 2023 [cited 2024 November 14] Available at: https://urn.nsk.hr/urn:nbn:hr:126:869099

M. Kovač, "Mreža dugog kratkoročnog pamćenja", Undergraduate thesis, Josip Juraj Strossmayer University of Osijek, School of Applied Mathematics and Informatics, Osijek, 2023. Available at: https://urn.nsk.hr/urn:nbn:hr:126:869099

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Metadata
TitleMreža dugog kratkoročnog pamćenja
Title (english)Long Short-Term Memory
AuthorMarin Kovač
MentorDomagoj Matijević (mentor)
GranterJosip Juraj Strossmayer University of Osijek
School of Applied Mathematics and Informatics
Osijek
Defense date and country2023-09-28, Croatia
Scientific / art field,
discipline and subdiscipline		NATURAL SCIENCES
Mathematics
Mathematical Logic and Accounting
Abstract
U ovom ćemo radu upoznati neuronske mreže, rekurentne neuronske mreže te mreže dugog kratkoročnog pamćenja. Najprije ćemo navesti osnove pojmove iz strojnog učenja. Zatim ćemo proći kroz osnove neuronskih mreže, definirati pojmove i notaciju mreža, te pojasniti proces treniranja neuronskih mreža. Nakon toga, opisat ćemo rekurentne mreže i predstaviti problematiku koja se pojavljuje kod običnih rekurentnih mreža. Predstavit ćemo mrežu dugog kratkoročnog pamćenja kao rješenje spomenute problematike kod jednostavnih rekurentnih mreža. Na kraju ćemo ukratko proći kroz različite izvedbe mreža dugog kratkoročnog pamćenja.
Abstract (english)
In this paper, we will define neural networks, recurrent neural networks and long short-term memory networks. Firstly, we will introduce fundamental concepts of neural networks, define terms and notations related to networks and explain the process of training. After that, we will describe recurrent networks and present the problem that occurs with simple recurrent networks. Then, we will long short-term memory network as a solution to mentioned problem with classic RNNs. Finally, we will briefly go through different modifications of the LSTM.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:126:869099
Study programmeTitle: Bachelor of Mathematics and Computer Science
Study programme type: university
Study level: undergraduate
Academic / professional title: sveučilišni/a prvostupnik/prvostupnica (baccalaureus/baccalaurea) matematike i računarstva (sveučilišni/a prvostupnik/prvostupnica (baccalaureus/baccalaurea) matematike i računarstva)
Type of resourceText
File originBorn digital
Access conditionsOpen access
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Created on2023-10-09 09:18:00