Sustav preporuke događanja

undergraduate thesis

• Title (english): Event recommendation system
• Author: Filip Hlup
• Mentor: Krešimir Fertalj (mentor)
• Committee member: Krešimir Fertalj (predsjednik povjerenstva)
• Committee member: Juraj Dončević (član povjerenstva)
• Committee member: Andrej Slapničar (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2024-07-08, Croatia
• Scientific / art field, discipline and subdiscipline: TECHNICAL SCIENCES; Computing

Abstract

Cilj ovog završnog rada je istražiti kako integracija sustava za preporuke i velikih jezičnih
modela (LLM-ova), poput GPT-4, može unaprijediti korisničko iskustvo pružajući
personalizirane preporuke. Predstavljen je sustav koji prikuplja osnovne informacije i
interese korisnika te uz pomoć GPT-4 modela stvara personalizirani profil korisnika, koji se
kasnije nadograđuje povratnim informacijama. Rezultati pokazuju da integracija LLM-ova
značajno poboljšava kvalitetu preporuka, pružajući korisnicima personalizirano iskustvo i
veću vrijednost tvrtkama.

Abstract (english)

The aim of this thesis is to explore how integrating recommendation systems and large
language models (LLMs), such as GPT-4, can enhance user experience by providing
personalized recommendations. The system collects basic information and user interests,
creating a personalized profile with the GPT-4 model, which is updated with feedback.
Results show that LLM integration significantly improves recommendation quality,
providing a personalized user experience and greater value to companies.

• Keywords: sustavi za preporuke; veliki jezični modeli; GPT-4; personalizacija; umjetna inteligencija
• Keywords (english): recommendation systems; large language models; GPT-4; personalization; artificial intelligence
• Language: croatian
• URN:NBN: urn:nbn:hr:168:270468
• Study programme: Title: 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 resource: Text
• File origin: Born digital
• Access conditions: Closed access
• Created on: 2024-10-12 20:47:53