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a German computer scientist and Ph.D. student at [[Darmstadt University of Technology|TU Darmstadt]]. | a German computer scientist and Ph.D. student at [[Darmstadt University of Technology|TU Darmstadt]]. | ||
His research interests include [[Deep Learning|deep learning models]] in [[Search|search algorithms]] such as [[Monte-Carlo Tree Search|Monte-Carlo tree search]] <ref>[https://www.ml.informatik.tu-darmstadt.de/people/jczech/ TU Darmstadt | Johannes Czech]</ref>. | His research interests include [[Deep Learning|deep learning models]] in [[Search|search algorithms]] such as [[Monte-Carlo Tree Search|Monte-Carlo tree search]] <ref>[https://www.ml.informatik.tu-darmstadt.de/people/jczech/ TU Darmstadt | Johannes Czech]</ref>. | ||
| − | He is primary author of the [[UCI]] compatible [[Chess#Variants|chess variant]] [[:Category:Open Source|open source]] engine [[CrazyAra]], with focus on playing [[ | + | He is primary author of the [[UCI]] compatible [[Chess#Variants|chess variant]] [[:Category:Open Source|open source]] engine [[CrazyAra]], with focus on playing [[Crazyhouse]], and its classical chess counterpart [[CrazyAra#ClassicAra|ClassicAra]]. |
CrazyAra started in summer 2018 as a [https://en.wikipedia.org/wiki/Academic_term#Synonyms semester] project by Johannes Czech along with [[Moritz Willig]] and [[Alena Beyer]] for the course ''Deep Learning: Methods and Architectures'' at TU Darmstadt, and was entirely written in [[Python]]. | CrazyAra started in summer 2018 as a [https://en.wikipedia.org/wiki/Academic_term#Synonyms semester] project by Johannes Czech along with [[Moritz Willig]] and [[Alena Beyer]] for the course ''Deep Learning: Methods and Architectures'' at TU Darmstadt, and was entirely written in [[Python]]. | ||
As subject of his master thesis <ref>[[Johannes Czech]] ('''2019'''). ''Deep Reinforcement Learning for Crazyhouse''. Master thesis, [[Darmstadt University of Technology|TU Darmstadt]], [https://ml-research.github.io/papers/czech2019deep.pdf pdf]</ref>, | As subject of his master thesis <ref>[[Johannes Czech]] ('''2019'''). ''Deep Reinforcement Learning for Crazyhouse''. Master thesis, [[Darmstadt University of Technology|TU Darmstadt]], [https://ml-research.github.io/papers/czech2019deep.pdf pdf]</ref>, | ||
Revision as of 10:52, 23 May 2021
Home * People * Johannes Czech
Johannes Czech [1]
Johannes Czech,
a German computer scientist and Ph.D. student at TU Darmstadt.
His research interests include deep learning models in search algorithms such as Monte-Carlo tree search [2].
He is primary author of the UCI compatible chess variant open source engine CrazyAra, with focus on playing Crazyhouse, and its classical chess counterpart ClassicAra.
CrazyAra started in summer 2018 as a semester project by Johannes Czech along with Moritz Willig and Alena Beyer for the course Deep Learning: Methods and Architectures at TU Darmstadt, and was entirely written in Python.
As subject of his master thesis [3],
Johannes Czech continued the development in porting the engine to C++ and to further apply reinforcement learning to Crazyhouse and other chess variants including Chess960.
Contents
Publications
- Johannes Czech (2019). Deep Reinforcement Learning for Crazyhouse. Master thesis, TU Darmstadt, pdf
- Johannes Czech, Moritz Willig, Alena Beyer, Kristian Kersting, Johannes Fürnkranz (2019). Learning to play the Chess Variant Crazyhouse above World Champion Level with Deep Neural Networks and Human Data. arXiv:1908.06660
- Johannes Czech, Moritz Willig, Alena Beyer, Kristian Kersting, Johannes Fürnkranz (2020). Learning to Play the Chess Variant Crazyhouse Above World Champion Level With Deep Neural Networks and Human Data. Frontiers in Artificial Intelligence
- Johannes Czech, Patrick Korus, Kristian Kersting (2020). Monte-Carlo Graph Search for AlphaZero. arXiv:2012.11045
External Links
- TU Darmstadt | Johannes Czech
- QueensGambit (Johannes Czech) · GitHub
- Darmstädter Studenten entwickeln Schach-Bot by Karin Walz, Echo, April 02, 2019 (German)
References
- ↑ QueensGambit (Johannes Czech) · GitHub
- ↑ TU Darmstadt | Johannes Czech
- ↑ Johannes Czech (2019). Deep Reinforcement Learning for Crazyhouse. Master thesis, TU Darmstadt, pdf
- ↑ dblp: Johannes Czech
