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Title:Izvajanje modelov strojnega učenja na mobilnih napravah z uporabo programskega ogrodja ML Kit : diplomsko delo
Authors:ID Hristovski, Duško (Author)
ID Verber, Domen (Mentor) More about this mentor... New window
Files:.pdf UN_Hristovski_Dusko_2020.pdf (1,61 MB)
MD5: D3B8F51CBE3FAF34A79BE07BD4FB98CA
PID: 20.500.12556/dkum/1fa1afc5-bf1a-4ac9-9716-b28eaa75419d
 
Language:Slovenian
Work type:Bachelor thesis/paper
Typology:2.11 - Undergraduate Thesis
Organization:FERI - Faculty of Electrical Engineering and Computer Science
Abstract:V zaključnem delu smo predstavili programsko ogrodje “ML Kit” (Machine Learning Kit – komplet strojnega učenja) ter njegove modele, tehnologije in lastnosti. Ogrodje omogoča izvajanje vnaprej omogočenih modelov strojnega učenja na mobilnih napravah. V teoretičnem delu smo pojasnili, kaj je strojno učenje in umetna inteligenca in zakaj ogrodje ne potrebuje znanje nobenih. V nadaljevanju smo razložili obstoječe rešitve, podrobnosti posameznih modelov in tehnologij ML Kit-а. Za praktičnem delu smo naredili mobilna aplikacija za skeniranje računov v Android Studio, tako da smo s pomočjo analize in načrtovanja uspešno izvedli model na napravi za prepoznavanje besedila iz slik.
Keywords:strojno učenje, ML Kit, Android
Place of publishing:Maribor
Place of performance:Maribor
Publisher:[D. Hristovski]
Year of publishing:2020
Number of pages:VIII, 45 f.
PID:20.500.12556/DKUM-76684 New window
UDC:621.397.7-026.26:004.85(043.2)
COBISS.SI-ID:37258243 New window
NUK URN:URN:SI:UM:DK:3YWDD9V2
Publication date in DKUM:13.11.2020
Views:1076
Downloads:105
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:21.06.2020

Secondary language

Language:English
Title:Implementing machine learning models on mobile devices using the ML Kit software framework
Abstract:In this thesis we presented the software framework “ML Kit” with its models, technologies and features. The framework enables the implementation of pre-enabled machine learning models on mobile devices. In the theoretical part, we explained what machine learning and artificial intelligence are and why the framework does not need the knowledge of neither. Below we explained the details of individual models and technologies of ML Kit, as well as other existing solutions. For the practical part, we made a mobile application for scanning invoices in Android Studio. With the help of analysis and planning, we successfully implemented the on device model for recognizing text in images.
Keywords:machine learning, ML Kit, Android


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