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Title:Razvoj vtičnika za podporo strojnemu učenju v programu Jamovi : diplomsko delo
Authors:ID Konečnik, Maruša (Author)
ID Karakatič, Sašo (Mentor) More about this mentor... New window
Files:.pdf UN_Konecnik_Marusa_2020.pdf (2,45 MB)
MD5: 3CDAB387FFFE4273F8DE7718229CCACA
PID: 20.500.12556/dkum/68bfa78b-5f39-4b04-8485-86d7bbeb559a
 
Language:Slovenian
Work type:Bachelor thesis/paper
Typology:2.11 - Undergraduate Thesis
Organization:FERI - Faculty of Electrical Engineering and Computer Science
Abstract:Glavni cilj diplomskega dela je bil razvoj vtičnika za program za statistično analizo Jamovi. Poleg tega smo v diplomskem delu predstavili osnove strojnega učenja, z njim povezane metrike ocenjevanja ter opisali in primerjali nekaj programov za statistično analizo. Vtičnik omogoča podporo strojnemu učenju za različne algoritme. Osredotočili smo se na algoritma odločitvenega drevesa enojno odločitveno drevo ter naključni gozd Omogočena je tudi primerjava rezultatov več algoritmov. V praktičnem delu diplomske naloge smo razvili delujoč vtičnik, v teoretičnem delu pa smo zapisali osnovna navodila za razvoj vtičnika za Jamovi ter opisali funkcionalnosti ter uporabo nastalega vtičnika.
Keywords:strojno učenje, statistična analiza, Jamovi, metrike ocenjevanja, vtičnik
Place of publishing:Maribor
Place of performance:Maribor
Publisher:[M. Konečnik]
Year of publishing:2020
Number of pages:IX, 49 f.
PID:20.500.12556/DKUM-76801 New window
UDC:004.42:004.85(043.2)
COBISS.SI-ID:37496067 New window
NUK URN:URN:SI:UM:DK:TJ715GPZ
Publication date in DKUM:04.11.2020
Views:1295
Downloads:120
Metadata:XML DC-XML DC-RDF
Categories:KTFMB - FERI
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Licences

License:CC BY-NC-ND 4.0, Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International
Link:http://creativecommons.org/licenses/by-nc-nd/4.0/
Description:The most restrictive Creative Commons license. This only allows people to download and share the work for no commercial gain and for no other purposes.
Licensing start date:08.07.2020

Secondary language

Language:English
Title:Development of machine learning plugin for Jamovi
Abstract:Our main objective was to develop a machine learning plugin for Jamovi. Besides that, we presented the basics of machine learning and evaluation metrics. We have described and compared a few statistical analysis programs. While developing the plugin we have focused on single decision tree and random forest algorithms. There is also possible to compare results and performance of more algorithms at the same time. In the practical part of our thesis we have developed a working plugin, theoretical part describes a basic manual for developing a plugin for Jamovi and also describes the work and the functionalities of our own plugin.
Keywords:machine learning, statistical analysis, Jamovi, evaluation metrics


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