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undergraduate thesis
Prepoznavanje govora mržnje korištenjem strojnog učenja
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2023. urn:nbn:hr:168:724225
Maršić, Marija
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

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Maršić, M. (2023). Prepoznavanje govora mržnje korištenjem strojnog učenja (Undergraduate thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:724225

Maršić, Marija. "Prepoznavanje govora mržnje korištenjem strojnog učenja." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2023. https://urn.nsk.hr/urn:nbn:hr:168:724225

Maršić, Marija. "Prepoznavanje govora mržnje korištenjem strojnog učenja." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2023. https://urn.nsk.hr/urn:nbn:hr:168:724225

Maršić, M. (2023). 'Prepoznavanje govora mržnje korištenjem strojnog učenja', Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 25 August 2024, https://urn.nsk.hr/urn:nbn:hr:168:724225

Maršić M. Prepoznavanje govora mržnje korištenjem strojnog učenja [Undergraduate thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2023 [cited 2024 August 25] Available at: https://urn.nsk.hr/urn:nbn:hr:168:724225

M. Maršić, "Prepoznavanje govora mržnje korištenjem strojnog učenja", Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2023. Available at: https://urn.nsk.hr/urn:nbn:hr:168:724225

Metadata
TitlePrepoznavanje govora mržnje korištenjem strojnog učenja
Title (english)Identifying Hate Speech Using Machine Learning
AuthorMarija Maršić
MentorMarin Šilić (mentor)
Committee memberMarin Šilić (predsjednik povjerenstva)
Committee memberHelena Čeović (član povjerenstva)
Committee memberAdrian Satja Kurdija (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2023-06-29, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
Opisuju se modeli i arhitekture mreža pogodni za modeliranje prirodnog jezika. Navedeni su i opisani neki od modela često korištenih za prepoznavanje govora mržnje u tekstu. Zatim je ispitana uspješnost prepoznavanja govora mržnje koristeći gubitak, preciznost i F1 vrijednost na 4 različita scenarija: skup podataka na engleskom jeziku provučen kroz model BERT, skup podataka na engleskom jeziku provučen kroz model mBERT, skup podataka na španjolskom preveden na engleski i provučen kroz model BERT i skup podataka na španjolskom jeziku provučen kroz model mBERT. Dobiveni rezultati su tablično i grafički prikazani te analizirani. Razjašnjeni su ključni dijelovi programskog koda korišteni za dobivanje i prikaz rezultata ovog rada.
Abstract (english)
Models and network architectures suitable for natural language processing are presented and described. Some of the models frequently used for hate speech detection in text are listed and described. Then, the performance of hate speech detection was evaluated using loss, precision, and F1 value in four different scenarios: hate speech detection in English dataset using the BERT model, hate speech detection in English dataset using the mBERT model, hate speech detection in Spanish dataset translated into English using the BERT model, hate speech detection in Spanish language dataset using the mBERT model. The obtained results were presented in tables and graphs and analyzed. The important parts of the source code used to obtain and display the results of this study are explained.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:724225
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
Access conditionsClosed access
Terms of useLicence In copyright icon
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Created on2023-10-11 09:43:43