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undergraduate thesis
Skladanje glazbe pomoću rekurzivnih neuronskih mreža
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2018. urn:nbn:hr:168:036777
Kostelac, Jure
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

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Kostelac, J. (2018). Skladanje glazbe pomoću rekurzivnih neuronskih mreža (Undergraduate thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:036777

Kostelac, Jure. "Skladanje glazbe pomoću rekurzivnih neuronskih mreža." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2018. https://urn.nsk.hr/urn:nbn:hr:168:036777

Kostelac, Jure. "Skladanje glazbe pomoću rekurzivnih neuronskih mreža." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2018. https://urn.nsk.hr/urn:nbn:hr:168:036777

Kostelac, J. (2018). 'Skladanje glazbe pomoću rekurzivnih neuronskih mreža', Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 18 July 2024, https://urn.nsk.hr/urn:nbn:hr:168:036777

Kostelac J. Skladanje glazbe pomoću rekurzivnih neuronskih mreža [Undergraduate thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2018 [cited 2024 July 18] Available at: https://urn.nsk.hr/urn:nbn:hr:168:036777

J. Kostelac, "Skladanje glazbe pomoću rekurzivnih neuronskih mreža", Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2018. Available at: https://urn.nsk.hr/urn:nbn:hr:168:036777

Metadata
TitleSkladanje glazbe pomoću rekurzivnih neuronskih mreža
Title (english)Composing music with recurrent neural networks
AuthorJure Kostelac
MentorSiniša Srbljić (mentor)
Committee memberSiniša Srbljić (predsjednik povjerenstva)
Committee memberAdrian Satja Kurdija (član povjerenstva)
Committee memberMiroslav Popović (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2018-09-05, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
U ovom radu obrađuje se metoda skladanja glazbe pomoću rekurzivnih neuronskih mreža. Na početku prolazimo tijek razvoja neuronskih mreža. Uspoređujemo biološki neuron s umjetnim, navodimo vrste prijenosnih funkcija i govorimo o usponima i padovima neuronskih mreža. Nadalje objašnjavamo razliku između unaprijednih i ponavljajućih mreža. Spominjemo algoritam propagacije pogreške unatrag koji je zaslužan za rješavanje problema dodjele zasluga. Skladanje glazbe radimo na primjeru dvoosne ponavljajuće neuronske mreže. Analiziramo MIDI datoteke iz kojih izvlačimo elemente koje vrednujemo i objašnjavamo kako se ostvaruje vremenska i notna invarijantnost neuronske mreže. Rad zaključujemo uspoređujući prednosti i mane ove metode.
Abstract (english)
In this bachelor thesis we process a method of composing musical works using recursive neural networks. First we go through the history of neural networks. We compare biological neurons with artificial, we refer the types of transmission functions and talk about the rise and fall of neural networks. We further explain the difference between feed-forward and recurring networks. Backpropagation algorithm is mentioned as the algorithm responsible for solving the Credit Assignment Problem. We compose music using a biaxial recurrent neural network. We analyze MIDI files from which we draw elements that we value and explain how to achieve time and note invariance. We conclude by comparing the advantages and disadvantages of this method.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:036777
Study programmeTitle: Computing
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
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Created on2019-03-13 21:44:56