Konvolucijske neuronske mreže

undergraduate thesis

• Title (english): Convolutional Neural Networks
• Author: Damir Kopljar
• Mentor: Marko Čupić (mentor)
• Committee member: Marko Čupić (predsjednik povjerenstva)
• Committee member: Siniša Srbljić (član povjerenstva)
• Committee member: Alan Jović (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2016-07-11, Croatia
• Scientific / art field, discipline and subdiscipline: TECHNICAL SCIENCES; Computing

Abstract

U ovome radu opisane su osnovne značajke svake neuronske mreže. Zatim je opisan rad konvolucijskih neuronskih mreža i pripadnog algoritma za učenje mreže. Uz rad izrađen je i programski kod koji omogućava izradu različitih konvolucijskih neuronskih mreža i njihovo učenje i testiranje. U radu su prikazana četiri primjera rada konvolucijskih mreža učenih i testiranih na bazi rukom napisanih brojeva MNIST. Na samome kraju opisani su i prikazani dobiveni rezultati.

Abstract (english)

This work describes the basic features of every neural network. This work then describes features of convolution neural networks and its respective network learning algorithm. Alongside this work, a program code is made which enables the creation of various convolution neural networks as well as their learning and testing. This work also contains four different examples of convolutional networks which are learned and tested on hand-written numbers from MNIST database. The final part of the work shows given results.

• Keywords: umjetne neuronske mreže; duboke neuronske mreže; konvolucijske neuronske mreže; klasifikacija; algoritam propagacije pogreške unazad; MNIST; računalni vid
• Keywords (english): artificial neural networks; deep neural networks; convolutional neural networks; classification; backpropagation algorithm; MNIST; computer vision
• Language: croatian
• URN:NBN: urn:nbn:hr:168:318391
• 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: 2018-02-06 09:45:35