Programsko ostvarenje algoritma strojnog učenja na programirljivom polju logičkih blokova

undergraduate thesis

• Title (english): Implementation of machine learning on field-programmable gate array
• Author: Patrik Fraj-Sladoljev
• Mentor: Vladimir Čeperić (mentor)
• Committee member: Vladimir Čeperić (predsjednik povjerenstva)
• Committee member: Josip Krapac (član povjerenstva)
• Committee member: Marko Magerl (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

Rad obrađuje implementaciju konkretnog algoritma strojnog učenja na programirljivom polju logičkih blokova tj. u obliku digitalnog sklopa. Počevši od grubog opisa algoritma te implementacije u višim programskim jezicima, postepeno se razrađuju poteškoće i prilagodbe što konačno rezultira gotovim sklopom upisanom u jeziku za opis sklopovlja Verilog. Također, obrađuje se kratak uvod u područje strojnog učenja i klasifikacije te se odabire prigodni algoritam. Konačno se relativno detaljno opisuje gotovi sklop te princip rada pojedinih komponenti.

Abstract (english)

The subject of this paper covers the implementation of a particular machine learning algorithm on a field-programmable gate array in the form of a digital circuit. With the abstract, high-level description as a base, the algorithm is gradually modified to fit the environment resulting in a complete digital system written in the hardware description language Verilog. A basic introduction to the field of machine learning and classification is covered along with the process of choosing an appropriate algorithm is also. The final solution presents a complete digital system, describing the core principals and components.

• Keywords: strojno učenje; klasifikacija; stablo odluke; digitalni sklop; fpga
• Keywords (english): machine learning; classification; decision tree; digital circuit; fpga
• Language: croatian
• URN:NBN: urn:nbn:hr:168:628632
• 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 08:45:48