Web sustav za dubinsku analizu podataka temeljen na dubokim neuronskim mrežama

undergraduate thesis

• Title (english): Web System for Data Mining Based on Deep Neural Networks
• Author: Marija Tišljar
• Mentor: Alan Jović (mentor)
• Committee member: Alan Jović (predsjednik povjerenstva)
• Committee member: Igor Stančin (član povjerenstva)
• Committee member: Nikolina Frid (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2021-09-07, Croatia
• Scientific / art field, discipline and subdiscipline: TECHNICAL SCIENCES; Computing

Abstract

U ovom radu obrađena je implementacija web sustava za dubinsku analizu podatka temeljenog na dubokim neuronskim mrežama.
Sustav omogućuje ukrcavanje datoteke sa skupom podataka, pripremu podataka, definiranje arhitekture duboke neuronske mreže i prikaz rezultata.
Web sustav približava dubinsku analizu podataka temeljenu na dubokim neuronskim mrežama korisnicima koji žele eksperimentirati bez instalacije i učenja visokosloženih alata.

Abstract (english)

The theme of this thesis was developing a web system for data mining based on deep neural networks. The system supports uploading a file with a data set, data preparation, defining the architecture of a deep neural network and displaying the results.
The web system makes data mining based on deep neural networks more approachable to users who want to experiment without installing and learning highly sophisticated tools.

• Keywords: dubinska analiza podataka; neuronske mreže; obrada podataka; strojno učenje; Keras; Scikit-learn
• Keywords (english): data mining; machine learning; neural networks; data processing; Keras; Scikit-learn
• Language: croatian
• URN:NBN: urn:nbn:hr:168:494169
• Study programme: Title: Computing; Study programme type: university; Study level: undergraduate; Academic / professional title: sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva (sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva)
• Type of resource: Text
• File origin: Born digital
• Access conditions: Closed access
• Created on: 2023-01-15 11:22:49