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Title:Integracija velikih jezikovnih modelov v mobilne rešitve
Authors:ID Balažic, David (Author)
ID Fister, Iztok (Mentor) More about this mentor... New window
ID Novak, Damijan (Comentor)
Files:.pdf VS_Balazic_David_2024.pdf (1,58 MB)
MD5: 7ADE25E7899B0C24F0ACB6C376074823
 
Language:Slovenian
Work type:Bachelor thesis/paper
Typology:2.11 - Undergraduate Thesis
Organization:FERI - Faculty of Electrical Engineering and Computer Science
Abstract:Diplomsko delo se osredotoča na analizo in implementacijo velikih jezikovnih modelov v mobilne rešitve z namenom raziskave njihovega delovanja, integracije in vpliva na uporabniško izkušnjo. V prvem delu je predstavljen teoretični del delovanja velikih jezikovnih delov. V praktičnem delu je ponazorjeno implementiranje teh modelov v mobilne rešitve in predstavljanje pristopa delovanja preko programskega vmesnika ter neposredno na napravi. Rezultati raziskave kažejo, da je pristop s programskim vmesnikom primernejši ob uporabi kompleksnejših modelov, vendar se pristop neposredno na napravi izkaže za koristnega ob uporabi manjših modelov.
Keywords:veliki jezikovni modeli, umetna inteligenca, mobilne rešitve, model
Place of publishing:Maribor
Publisher:[D. Balažic]
Year of publishing:2024
PID:20.500.12556/DKUM-90577 New window
UDC:[004.8:519.766]:004.777(043.2)
COBISS.SI-ID:223390979 New window
Publication date in DKUM:22.10.2024
Views:557
Downloads:90
Metadata:XML DC-XML DC-RDF
Categories:KTFMB - FERI
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Licences

License:CC BY 4.0, Creative Commons Attribution 4.0 International
Link:http://creativecommons.org/licenses/by/4.0/
Description:This is the standard Creative Commons license that gives others maximum freedom to do what they want with the work as long as they credit the author.
Licensing start date:09.09.2024

Secondary language

Language:English
Title:Integrating large language models into mobile solutions
Abstract:The thesis focuses on analyzing and implementing large language models in mobile solutions to investigate their performance, integration and impact on the user experience. The first part presents the theoretical part of how large language models function. The practical part focuses on implementing these models in mobile solutions and explores the approach of utilizing them through an application programming interface and directly on the device. The results show that the application programming interface approach is more suitable when using more complex models. Still, the direct on-device approach proves to be beneficial when using smaller models.
Keywords:large language models, artificial intelligence, mobile solutions, model


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