Thesis Details

Evoluční návrh neuronových sítí využívající generativní kódování

Master's Thesis Student: Hytychová Tereza Academic Year: 2020/2021 Supervisor: Sekanina Lukáš, prof. Ing., Ph.D.
English title
Evolutionary Design of Neural Networks with Generative Encoding
Language
Czech
Abstract

The aim of this work is to design and implement a method for the evolutionary design of neural networks with generative encoding. The proposed method is based on J. F. Miller's approach and uses a brain model that is gradually developed and which allows extraction of traditional neural networks. The development of the brain is controlled by programs created using cartesian genetic programming. The project was implemented in Python with the use of Numpy library. Experiments have shown that the proposed method is able to construct neural networks that achieve over 90 % accuracy on smaller datasets. The method is also able to develop neural networks capable of solving multiple problems at once while slightly reducing accuracy.

Keywords

neural network, evolutionary algorithms, genetic programming, cartesian genetic programming, evolutionary development of neural network

Department
Department of Computer Systems FIT BUT
Degree Programme
Information Technology and Artificial Intelligence, Specialization Intelligent Systems
Files
Status
defended, grade B
Date
22 June 2021
Reviewer
Bidlo Michal, doc. Ing., Ph.D.
Committee
Zbořil František V., doc. Ing., CSc. (DITS FIT BUT), předseda
Hradiš Michal, Ing., Ph.D. (DCGM FIT BUT), člen
Janoušek Vladimír, doc. Ing., Ph.D. (DITS FIT BUT), člen
Peringer Petr, Dr. Ing. (DITS FIT BUT), člen
Rozman Jaroslav, Ing., Ph.D. (DITS FIT BUT), člen
Smrčka Aleš, Ing., Ph.D. (DITS FIT BUT), člen
Citation
HYTYCHOVÁ, Tereza. Evoluční návrh neuronových sítí využívající generativní kódování. Brno, 2021. Master's Thesis. Brno University of Technology, Faculty of Information Technology. 2021-06-22. Supervised by Sekanina Lukáš. Available from: https://www.fit.vut.cz/study/thesis/22348/
BibTeX 
@mastersthesis{FITMT22348,
    author = "Tereza Hytychov\'{a}",
    type = "Master's thesis",
    title = "Evolu\v{c}n\'{i} n\'{a}vrh neuronov\'{y}ch s\'{i}t\'{i} vyu\v{z}\'{i}vaj\'{i}c\'{i} generativn\'{i} k\'{o}dov\'{a}n\'{i}",
    school = "Brno University of Technology, Faculty of Information Technology",
    year = 2021,
    location = "Brno, CZ",
    language = "czech",
    url = "https://www.fit.vut.cz/study/thesis/22348/"
}

Theses

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