Raspodijeljeno duboko učenje korištenjem programske knjižnice Keras

undergraduate thesis

• Title (english): Distributed Deep Learning using Keras
• Author: Bernard Ibrović
• Mentor: Krešimir Pripužić (mentor)
• Committee member: Krešimir Pripužić (predsjednik povjerenstva)
• Committee member: Josip Marić (član povjerenstva)
• Committee member: Petar Krivić (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2022-09-02, Croatia
• Scientific / art field, discipline and subdiscipline: TECHNICAL SCIENCES; Computing

Abstract

Rad se bavi proučavanjem dubokog učenja i umjetnih neuronskih mreža u kontekstu programske knjižnice Keras te načinima korištenja programske knjižnice Keras u centraliziranom i raspodijeljenom okruženju. Nakon teorijskog uvoda, slijedi praktičan dio gdje je na konkretnom primjeru opisan način izgradnje umjetne neuronske mreže te njeno treniranje, a zatim i provjera točnosti na novim podacima. Navedene su razlike u kodu te razlike u performansama između centraliziranog i raspodijeljenog okruženja.

Abstract (english)

Thesis considers deep learning and artificial neural networks in the context of software library Keras, along with the usage of software library Keras in centralized and distributed environment. After theoretical introduction, there is a practical part where on a given example the process of building an artificial neural network, it's training and accuracy testing are performed. The practical part also compares the differences in code as well as the differences in the performance in centralized and distributed environment.

• Keywords: strojno učenje; duboko učenje; umjetne neuronske mreže; Keras; raspodijeljeno treniranje
• Keywords (english): machine learning; deep learning; artificial neural networks; Keras; distributed training
• Language: croatian
• URN:NBN: urn:nbn:hr:168:821841
• 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 10:19:58