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Title:Strojno učenje : s Pythonom do prvega klasifikatorja
Authors:ID Karakatič, Sašo (Author)
ID Fister, Iztok (Author)
ID Lukač, Niko (Reviewer)
ID Grah, Nuša (Copy-reader)
ID Karakatič, Sašo (Technical editor)
ID Perša, Jan (Technical editor)
Files:URL https://press.um.si/index.php/ump/catalog/book/643
 
.pdf RAZ_Karakatic_Saso_2022.pdf (7,04 MB)
MD5: 5A40D8BCF349940C5B4F06439736F44F
PID: 20.500.12556/dkum/bb5fa49c-8fff-4521-8820-4c61644f6e19
 
Language:Slovenian
Work type:Unknown
Organization:FERI - Faculty of Electrical Engineering and Computer Science
UZUM - University of Maribor Press
Abstract:Knjiga služi kot uvod v področje strojnega učenja za vse, ki imajo vsaj osnovne izkušnje s programiranjem. Pregledajo se pomembni pojmi strojnega učenja (model znanja, učna in testna množica, algoritem učenja), natančneje pa se predstavi tehnika klasifikacije in način ovrednotenja kvalitete modelov znanja klasifikacije. Spozna se algoritem klasifikacije k najbližjih sosedov in predstavi se uporaba tega algoritma – tako konceptualno kakor v programski kodi. Knjiga poda številne primere v programskem jeziku Python in okolju Jupyter Notebooks. Za namen utrjevanja znanja pa so ponujene naloge (tako računske, kot programerske) s podanimi rešitvami.
Keywords:strojno učenje, umetna inteligenca, klasifikacija, k najbližjih sosedov, Python
Place of publishing:Maribor
Place of performance:Maribor
Publisher:Univerza v Mariboru, Univerzitetna založba
Year of publishing:2022
Year of performance:2022
PID:20.500.12556/DKUM-81191 New window
ISBN:978-961-286-560-3
UDC:004.85(075.8)(0.034.2)
COBISS.SI-ID:94628867 New window
DOI:10.18690/um.feri.1.2022 New window
Publication date in DKUM:27.01.2022
Views:2479
Downloads:341
Metadata:XML DC-XML DC-RDF
Categories:Misc.
:
KARAKATIČ, Sašo and FISTER, Iztok, 2022, Strojno učenje : s Pythonom do prvega klasifikatorja [online]. 2022. Maribor : Univerza v Mariboru, Univerzitetna založba. [Accessed 25 March 2025]. ISBN 978-961-286-560-3. Retrieved from: https://dk.um.si/IzpisGradiva.php?lang=eng&id=81191
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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:27.01.2022

Secondary language

Language:English
Title:Machine Learning : Classification in Python
Abstract:The book serves as an introduction to the field of machine learning for anyone with basic programming experience. Important concepts of machine learning (knowledge model, learning and test set, learning algorithm) are reviewed. More details are given for the classification technique and quality evaluating procedures of classification knowledge models. The classification algorithm k nearest neighbors is presented - both conceptually and in program code. The book provides many examples in the Python programming language and the Jupyter Notebooks environment. For the purpose of consolidating knowledge, several computational and programming exercises with the given solutions are offered.
Keywords:machine learning, artificial intelligence, classification, k nearest neighbors, Python


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