Komunikacija između čovjeka i računala temeljena na tehnikama dubokog učenja

undergraduate thesis

• Title (english): Human-computer communication based on deep learning techniques
• Author: Lucija Benc
• Mentor: Tomislav Stipančić (mentor)
• Granter: University of Zagreb; Faculty of Mechanical Engineering and Naval Architecture; Zagreb
• Defense date and country: 2022-03-02, Croatia
• Scientific / art field, discipline and subdiscipline: TECHNICAL SCIENCES; Mechanical Engineering

Abstract

Tema ovog rada je razvitak programske podrške za komunikaciju čovjeka i računala. Razvijena programska podrška temelji se na korištenju programskog jezika Python. U programskom jeziku izrađen je model neuronske mreže i povezan s tehnikom obrade prirodnog jezika (engl. NLP – Natural Language Processing) pomoću biblioteka. U prvom dijelu rada objašnjena je teorijska osnova za razumijevanje razvoja programa, a u drugom dijelu primjenom strojnog učenja i neuronskih mreža razvijen računalni program za razgovor čovjeka i računala. Na kraju rada prikazana je analiza rada u laboratorijskim uvjetima.

Abstract (english)

The topic of this paper is the development of the software for human-computer communication. The developed software is based on using programming language Python. Neural network is connected to Natural Language Processing by using programming language and libraries. The theory behind software development is explained in the first part of this paper and computer programm for human-computer communication based on application of machine learning and neural networks is explained in the second part of this paper. Finally, results analysis is shown in laboratory conditions.

• Keywords: umjetna neuronska mreža; NLP; duboko učenje; Python; razgovor računala i čovjeka
• Keywords (english): neural network; NLP; deep learning; Python; human-computer communication
• Language: croatian
• URN:NBN: urn:nbn:hr:235:161431
• Study programme: Title: Mechanical Engineering; Study programme type: university; Study level: undergraduate; Academic / professional title: sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka strojarstva (sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka strojarstva)
• Type of resource: Text
• File origin: Born digital
• Access conditions: Open access
• Created on: 2022-02-25 05:53:25