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undergraduate thesis
Upotreba LLM-ova prilikom rukovanja sigurnosnim incidentima
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2024. urn:nbn:hr:168:713663
Gabelica, Benedicte Amelie Zorana
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

Cite this document

Gabelica, B. A. Z. (2024). Upotreba LLM-ova prilikom rukovanja sigurnosnim incidentima (Undergraduate thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:713663

Gabelica, Benedicte Amelie Zorana. "Upotreba LLM-ova prilikom rukovanja sigurnosnim incidentima." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2024. https://urn.nsk.hr/urn:nbn:hr:168:713663

Gabelica, Benedicte Amelie Zorana. "Upotreba LLM-ova prilikom rukovanja sigurnosnim incidentima." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2024. https://urn.nsk.hr/urn:nbn:hr:168:713663

Gabelica, B. A. Z. (2024). 'Upotreba LLM-ova prilikom rukovanja sigurnosnim incidentima', Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 23 November 2024, https://urn.nsk.hr/urn:nbn:hr:168:713663

Gabelica BAZ. Upotreba LLM-ova prilikom rukovanja sigurnosnim incidentima [Undergraduate thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2024 [cited 2024 November 23] Available at: https://urn.nsk.hr/urn:nbn:hr:168:713663

B. A. Z. Gabelica, "Upotreba LLM-ova prilikom rukovanja sigurnosnim incidentima", Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2024. Available at: https://urn.nsk.hr/urn:nbn:hr:168:713663

Metadata
TitleUpotreba LLM-ova prilikom rukovanja sigurnosnim incidentima
Title (english)Using LLMs in handling security incidents
AuthorBenedicte Amelie Zorana Gabelica
MentorStjepan Groš (mentor)
Committee memberStjepan Groš (predsjednik povjerenstva)
Committee memberStjepan Požgaj (član povjerenstva)
Committee memberIvan Sabolić (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2024-07-01, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
Popularizacijom velikih jezičnih modela postavlja se pitanje učinkovitosti njihove uporabe u područjima gdje su potrebna specifična domenska znanja, kao što je računalna sigurnost. U sklopu ovoga rada ispituje se kvaliteta odgovora LLM-a kada se od njega traži savjetovanje korisnika Cyber Conflict Simulatora. Ispitivanja se provode koristeći modele otvorenog i zatvorenog koda te se primjenjuju različite tehnike prompt inženjerstva te namještanje parametara modela. Objašnjen je postupak korištenja LLMova lokalno te programski okviri kojima se taj postupak olakšava. Ispitivanjem su uočeni glavni nedostatci korištenja javno dostupnih LLM-ova te je opisan postupak finog podešavanja kojim bi se modeli prilagodili određenoj domeni.
Abstract (english)
The popularization of large language models raises the question of their efficiency in fields requiring specialized domain knowledge, such as computer security. This thesis examines the quality of LLM’s responses to user queries related to the usage of Cyber Conflict Simulator. Both open-source and closed-source LLMs are tested using prompt engineering techniques and parameter calibration. The process of using LLMs locally is explained, along with the frameworks that facilitate this usage. During testing, the main disadvantages of open-source LLMs are identified, and the fine-tuning process is described as a method to adapt LLMs to specific domains.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:713663
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 on2024-10-12 20:36:01