Prepoznavanje rukom pisanih brojeva primjenom neuronskih mreža

undergraduate thesis

• Title (english): Recognition of Handwritten Digits Using Neural Networks
• Author: Roko Marinović
• Mentor: Goran Delač (mentor)
• Committee member: Goran Delač (predsjednik povjerenstva)
• Committee member: Adrian Satja Kurdija (član povjerenstva)
• Committee member: Petar Afrić (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2019-07-12, Croatia
• Scientific / art field, discipline and subdiscipline: TECHNICAL SCIENCES; Computing

Abstract

U ovom radu je prikazana i objašnjena tehnologija dubokih unaprijednih neuronskih mreža sa fokusom na konvolucijske neuronske mreže. Izrađena je konvolucijska neuronska mreža za više-klasnu klasifikaciju u programskom jeziku Python koristeći Keras biblioteku. Izrađena konvolucijska neuronska mreža je potom trenirana i testirana na skupu rukom pisanih brojeva MNIST. Na kraju rada dan je detaljan opis dobivenih rezultata.

Abstract (english)

This work presents and explains the technology of deep feedforward neural networks with a focus on convolutional neural networks. A convolutional neural network of multi-class classification in the Python programming language was developed using the Keras library. The constructed convolutional neural network was then trained and tested on a set of handwritten MNIST numbers. At the end of the work, there is a detailed description of the results obtained.

• Keywords: neuronske mreže; umjetne neuronske mreže; duboke unaprijedne neuronske mreže; konvolucijske neuronske mreže; više-klasna klasifikacija; MNIST; Keras; prepoznavanje objekata
• Keywords (english): neural networks; artificial neural networks; deep feedforward neural networks; convolutional neural networks; multi-class classification; MNIST; Keras; object recognition
• Language: croatian
• URN:NBN: urn:nbn:hr:168:981465
• 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: 2020-01-07 20:02:31