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Extreme learning machines for time series prediction
Zmeškal, Jiří ; Rajnoha, Martin (referee) ; Burget, Radim (advisor)
Thesis is aimed at the possibility of utilization of extreme learning machines and echo state networks for time series forecasting with possibility of utilizing GPU acceleration. Such predictions are part of nearly everyone’s daily lives through utilization in weather forecasting, prediction of regular and stock market, power consumption predictions and many more. Thesis is meant to familiarize reader firstly with theoretical basis of extreme learning machines and echo state networks, taking advantage of randomly generating majority of neural networks parameters and avoiding iterative processes. Secondly thesis demonstrates use of programing tools, such as ND4J and CUDA toolkit, to create very own programs. Finally, prediction capability and convenience of GPU acceleration is tested.
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Creation of web applications by ELM language
JIROUDEK, Vladimír
The aim of this thesis is to describe using the new functional programming language ELM in the creation of web applications. ELM is a reactive a statically typed language. The compiler, which transform the source code into client JavaScript, captures most of the bugs and provides clear feadback in a real time. Theoretical part will be aimed to ELM itself. The syntax, functions and the bene ts of using ELM in creation of web user interfaces will be described. In the practical part a set of web applications programed by ELM will be created to illustrate the ELM options, advantages and disadvantages compared to classic JavaScript.
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Extreme learning machines for time series prediction
Zmeškal, Jiří ; Rajnoha, Martin (referee) ; Burget, Radim (advisor)
Thesis is aimed at the possibility of utilization of extreme learning machines and echo state networks for time series forecasting with possibility of utilizing GPU acceleration. Such predictions are part of nearly everyone’s daily lives through utilization in weather forecasting, prediction of regular and stock market, power consumption predictions and many more. Thesis is meant to familiarize reader firstly with theoretical basis of extreme learning machines and echo state networks, taking advantage of randomly generating majority of neural networks parameters and avoiding iterative processes. Secondly thesis demonstrates use of programing tools, such as ND4J and CUDA toolkit, to create very own programs. Finally, prediction capability and convenience of GPU acceleration is tested.
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Functional languages compiled to JavaScript in practice
Mladý, Lukáš ; Bruckner, Tomáš (advisor) ; Kosek, Jiří (referee)
The thesis focuses on functional principles applied in front-end application development. The main goal is to analyze applicability of functional language Elm in practice, in comparison to contemporary JavaScript that builds on React and Redux libraries. The goal was attained through analysis and comparison of JavaScript and Elm in regards to their architecture and support of real-life front-end application development. Main contribution of this thesis lies in comprehensive analysis and overview of front-end development using JavaScript and Elm. It offers strong argument for using Elm in practice today. It also fills a gap in BroadcastChannel API support in Elm using a dedicated package. The text of this thesis begins with a functional principles support analysis in JavaScript. Next, it describes the most used functional languages compiled to JavaScript, including their applicability by JavaScript developers. Then it compares front-end architecture of both JavaScript and Elm followed by a real-life development experience analysis. The thesis concludes with a practical implementation of a package that fills in for missing BroadcastChannel API support in Elm.
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Occurrence of elm trees in Novohradske Mountains and in parts of the surrounding foothills (history and today)
SROGONČÍK, Jakub
The aim of this thesis was to find out and map the occurrence of elm trees in Novohradske Mountains and in parts of the surrounding foothills. There is a natural occurrence of Wych elm (Ulmus glabra) on the respective territory which was confirmed by my research. I also managed to find six Field elm trees (Ulmus minor) that are not to be found on this territory naturally. A natural occurrence and purposeful growing of Wych elm tree (Ulmus glabra) is also proved in historical records dating as far back as 17th century when the respective territory was part of the Buquoy manor. During my field research I was able to find 40 localities with altogether 783 registered elm trees with the height of over 3 m. Researching the records of Forests of the Czech Republic, State Enterprise I also managed to find 10 more locations where I could register only 12 grown elm trees, since the remaining approximately 580 elm trees up to 5 m of height have been planted in the last decade and their numbers will be changing in the following decades as a result of 4 silvicultural measures. It mostly concerns elm trees that can be found in plastic protection or surrounded by forest fences against animal gnawing. It is interesting that there are several over aged specimen mostly in old alleys on the respective territory and all other elm trees do not exceed the estimated age of 50 years.
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