Web aplikacija za simulaciju umjetnih neuronskih mreža

master's thesis

• Title (english): Web application for simulating artificial neural networks
• Author: Zoran Todorović
• Mentor: Marin Vuković (mentor)
• Committee member: Marin Vuković (predsjednik povjerenstva)
• Committee member: Dragan Jevtić (član povjerenstva)
• Committee member: Krešimir Pripužić (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2017-07-10, Croatia
• Scientific / art field, discipline and subdiscipline: TECHNICAL SCIENCES; Computing
• Scientific / art field, discipline and subdiscipline: TECHNICAL SCIENCES; Electrical Engineering

Abstract

U ovom radu je napravljen pregled strojnog učenja kao discipline umjetne inteligencije. Prikazane su arhitekture i vrste učenja umjetnih neuronskih mreža. Razvijen je web simulator umjetnih neuronskih mreža koji omogućuje stvaranje i učenje umjetnih neuronskih mreža sa izabranim arhitekturama i načinima učenja. Na kraju su opisane funkcionalnosti razvijene web aplikacije i korištene tehnologije.

Abstract (english)

This thesis presents a review of machine learning as a discipline of artificial intelligence. Architectures and learning types of neural networks are listed and described in first few chapters of this work. A web simulator that enables creation and learning of artificial networks is developed, covering several architectures and learning methods. Finally, the functionality of developed web application is described, together with used technology.

• Keywords: strojno učenje; umjetne neuronske mreže; višeslojne mreže bez povratnih veza; višeslojne mreže s povratnim vezama; nadzirano učenje; nenadzirano učenje; simulacija neuronskih mreža
• Keywords (english): machine learning; artificial neural networks; feedforward neural networks; recurrent neural networks; supervised learning; unsupervised learning; simulation of neural networks
• Language: croatian
• URN:NBN: urn:nbn:hr:168:991711
• Study programme: Title: Information and Communication Technology; Study programme type: university; Study level: graduate; Academic / professional title: magistar/magistra inženjer/inženjerka informacijske i komunikacijske tehnologije (magistar/magistra inženjer/inženjerka informacijske i komunikacijske tehnologije)
• Type of resource: Text
• File origin: Born digital
• Access conditions: Closed access
• Created on: 2019-03-14 01:32:58