Izrada aplikacije za analitiku i predviđanje rezultata učenja temeljene na inteligentnim algoritmima

master's thesis

• Title (english): Development of Application for Analitics and Prediction of Learning Results Based on Intelligent Algorithms
• Author: Roko Krstulović
• Mentor: Ivica Botički (mentor)
• Committee member: Ivica Botički (predsjednik povjerenstva)
• Committee member: Damir Kalpić (član povjerenstva)
• Committee member: Igor Mekterović (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2017-07-13, Croatia
• Scientific / art field, discipline and subdiscipline: TECHNICAL SCIENCES; Computing

Abstract

U ovom diplomskom radu implementirana je aplikacija koja analizom
zabilješki generiranih rješavanjem zadataka triju tipova lekcija omogućuje
vizualni uvid i usporedbu profila učenika, uz predikciju njihovog napretka
rješavanjem zadataka istog tipa. Aplikacija koristeći algoritam iterativne
metode konvergencije razrješava cikličku ovisnost dobrote učenika i
težine zadataka čime omogućuje ne klasično vrednovanje učenika na
temelju težina zadataka

Abstract (english)

The main goal of this master thesis was to implement an application which
by analysing logs, that were generated while solving problems from three
different types of lectures, gives visual insight in student’s profile or
comparison with other students, along with prediction in student’s
improvement in solving same type of problems. By using the algorithm of
iterative convergence method, application solved recursive dependency
between the success of student and weight of the problem, thus allowing
non-classical student evaluation considering problem weights.

• Keywords: strojno učenje; nelinearna regresija; iterativna metoda konvergencije; python; analitika učenja
• Keywords (english): machine learning; nonlinear regression; iterative convergence method; learning analytics
• Language: croatian
• URN:NBN: urn:nbn:hr:168:340322
• Study programme: Title: Computing; Study programme type: university; Study level: graduate; Academic / professional title: magistar/magistra inženjer/inženjerka računarstva (magistar/magistra inženjer/inženjerka računarstva)
• Type of resource: Text
• File origin: Born digital
• Access conditions: Closed access
• Created on: 2019-03-13 22:02:08