Thesis Details
Sdílení zkušeností v posilovaném učení
Bachelor's Thesis
Student: Mojžíš Radek
Academic Year: 2018/2019
Supervisor: Hradiš Michal, Ing., Ph.D.
English title
Shared Experience in Reinforcement Learning
Language
Czech
Abstract
The aim of this thesis is to use methods of transfer learning for training neural network on a reinforcement learning tasks. As test environment, I am using old 2D console games, such as space invaders or phoenix. I am testing the impact of re-purposing already trained models for different environments. Next I use methods for domain feature transfer. Lastly i focus on the topic of multi-task learning. From the results we can gain insight into possibilities of using transfer learning for reinforcement learning algorithms.
Keywords
Reinforcement learning, DQN, Transfer learning, convolutional neural network, image recognition, machine learning, artificial Intelligence
Department
Degree Programme
Information Technology
Files
Status
defended, grade B
Date
13 June 2019
Reviewer
Committee
Zbořil František, doc. Ing., Ph.D. (DITS FIT BUT), předseda
Burget Lukáš, doc. Ing., Ph.D. (DCGM FIT BUT), člen
Grézl František, Ing., Ph.D. (DCGM FIT BUT), člen
Hliněná Dana, doc. RNDr., Ph.D. (DMAT FEEC BUT), člen
Strnadel Josef, Ing., Ph.D. (DCSY FIT BUT), člen
Burget Lukáš, doc. Ing., Ph.D. (DCGM FIT BUT), člen
Grézl František, Ing., Ph.D. (DCGM FIT BUT), člen
Hliněná Dana, doc. RNDr., Ph.D. (DMAT FEEC BUT), člen
Strnadel Josef, Ing., Ph.D. (DCSY FIT BUT), člen
Citation
MOJŽÍŠ, Radek. Sdílení zkušeností v posilovaném učení. Brno, 2019. Bachelor's Thesis. Brno University of Technology, Faculty of Information Technology. 2019-06-13. Supervised by Hradiš Michal. Available from: https://www.fit.vut.cz/study/thesis/22233/
BibTeX
@bachelorsthesis{FITBT22233,
author = "Radek Moj\v{z}\'{i}\v{s}",
type = "Bachelor's thesis",
title = "Sd\'{i}len\'{i} zku\v{s}enost\'{i} v posilovan\'{e}m u\v{c}en\'{i}",
school = "Brno University of Technology, Faculty of Information Technology",
year = 2019,
location = "Brno, CZ",
language = "czech",
url = "https://www.fit.vut.cz/study/thesis/22233/"
}