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Title:Uporaba pregledne plošče Dash za analizo filmov v Pythonu : diplomsko delo
Authors:ID Grgić, Kristian (Author)
ID Karakatič, Sašo (Mentor) More about this mentor... New window
ID Pečnik, Špela (Comentor)
Files:.pdf UN_Grgic_Kristian_2022.pdf (1,34 MB)
MD5: 891CC619168DA4E598765328B338D3EA
 
Language:Slovenian
Work type:Bachelor thesis/paper
Typology:2.11 - Undergraduate Thesis
Organization:FERI - Faculty of Electrical Engineering and Computer Science
Abstract:V diplomskem delu je obravnavano področje strojnega učenja. Predstavljena je pregledna plošča Dash, ki jo uporabimo za prikaz rezultatov in algoritmi, ki jih uporabimo v okviru diplomske naloge za ustvaritev modela znanja in ekstrakcijo ključnih besed iz opisa pripadajočega filma. Po predstavitvi je opisan proces ustvaritve podatkovne zbirke filmov in zasnove produkta. Rezultat diplomskega dela je spletna aplikacija, ki uporabniku omogoča dinamično in interaktivno spreminjanje oz. prilagajanje vhodnih parametrov in izbiro algoritma za ustvaritev modela znanja na podlagi katerega napovedujemo zaslužek posameznega filma, skupne rezultate oz. napovedi pa prikažemo na pregledni plošči. Uporabniku prav tako omogočimo izbiro filma, kjer na podlagi njegovega opisa prikažemo vse ključne besede.
Keywords:Pregledna plošča Dash, Analiza filmov, Strojno učenje, Ekstrakcija ključnih besed, Regresijsko drevo, Naivni Bayes, RAKE algoritem
Place of publishing:Maribor
Place of performance:Maribor
Publisher:[K. Grgić]
Year of publishing:2022
Number of pages:1 spletni vir (1 datoteka PDF (XI, 33 f.))
PID:20.500.12556/DKUM-83046 New window
UDC:004.85(043.2)
COBISS.SI-ID:145007107 New window
Publication date in DKUM:26.10.2022
Views:739
Downloads:60
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:14.09.2022

Secondary language

Language:English
Title:Movie analysis with Dash data visualization interface in Python
Abstract:The thesis deals with the field of machine learning. The purpose is to present the data visualization interface called Dash, which we use to display results, and algorithms, that are used as part of the thesis to create a machine learning model and extract keywords from the description of a specific film. After the aforementioned presentation we describe the process of creating our dataset of movies and the implementation of our product. The result of the thesis is an interactive web application, which allows the user to dynamically change and adapt the input parameters and the algorithm to create a machine learning model, which we use to predict the income of a specific movie. All predictions are shown on the dashboard in a user-friendly way. The user is also presented with a choice of selecting a movie, after which we generate and display all keywords from the description of the selected film.
Keywords:Dash data visualization interface, Movie analysis, Machine learning, Keyword extraction, Regression tree, Naive Bayes, RAKE algorithm


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