Changes

Jump to: navigation, search

Automated Tuning

2,510 bytes added, 14 January
no edit summary
* [[Borko Bošković]], [[Sašo Greiner]], [[Janez Brest]], [[Aleš Zamuda]], [[Viljem Žumer]] ('''2008'''). ''[https://link.springer.com/chapter/10.1007%2F978-3-540-68830-3_12 An Adaptive Differential Evolution Algorithm with Opposition-Based Mechanisms, Applied to the Tuning of a Chess Program]''. [https://link.springer.com/book/10.1007/978-3-540-68830-3 Advances in Differential Evolution], [https://en.wikipedia.org/wiki/Springer_Science%2BBusiness_Media Springer]
'''2009'''
* [[Joel Veness]], [[David Silver]], [[William Uther]], [[Alan Blair]] ('''2009'''). ''[http://papers.nips.cc/paper/3722-bootstrapping-from-game-tree-search Bootstrapping from Game Tree Search]''. [http://nips.cc/ Neural Information Processing Systems (NIPS), 2009], [http://booksjveness.nipsinfo/publications/nips2009%20-%20bootstrapping%20from%20game%20tree%20search.ccpdf pdf] » [[Meep]] <ref>[http:/papers/fileswww.talkchess.com/nips22forum/NIPS2009_0508viewtopic.pdf pdfphp?start=0&t=31667 A paper about parameter tuning] by [[Rémi Coulom]], [[CCC]], January 12, 2010</ref>
* [[Eli David|Omid David]], [[Jaap van den Herik]], [[Moshe Koppel]], [[Nathan S. Netanyahu]] ('''2009'''). ''Simulating Human Grandmasters: Evolution and Coevolution of Evaluation Functions''. [http://www.sigevo.org/gecco-2009/ GECCO '09], [https://arxiv.org/abs/1711.06840 arXiv:1711.0684]
* [[Eli David|Omid David]] ('''2009'''). ''Genetic Algorithms Based Learning for Evolving Intelligent Organisms''. Ph.D. Thesis.
* [[Hung-Jui Chang]], [[Jr-Chang Chen]], [[Gang-Yu Fan]], [[Chih-Wen Hsueh]], [[Tsan-sheng Hsu]] ('''2018'''). ''Using Chinese dark chess endgame databases to validate and fine-tune game evaluation functions''. [[ICGA Journal#40_2|ICGA Journal, Vol. 40, No. 2]] » [[Chinese Dark Chess]], [[Endgame Tablebases]]
* [[Wen-Jie Tseng]], [[Jr-Chang Chen]], [[I-Chen Wu]], [[Tinghan Wei]] ('''2018'''). ''Comparison Training for Computer Chinese Chess''. [https://arxiv.org/abs/1801.07411 arXiv:1801.07411] <ref>[http://www.talkchess.com/forum3/viewtopic.php?f=7&t=52861&start=7 Re: multi-dimensional piece/square tables] by Tony P., [[CCC]], January 28, 2020 » [[Piece-Square Tables]]</ref>
* [[Jeremy Rapin]], [[Olivier Teytaud]] ('''2018'''). ''Nevergrad - A gradient-free optimization platform''. [https://github.com/facebookresearch/nevergrad GitHub - facebookresearch/nevergrad: A Python toolbox for performing gradient-free optimization]
==2020 ...==
* [[Andrew Grant]] ('''2020'''). ''Evaluation & Tuning in Chess Engines''. [https://github.com/AndyGrant/Ethereal/blob/master/Tuning.pdf pdf] <ref>[http://www.talkchess.com/forum3/viewtopic.php?f=7&t=74877 Evaluation & Tuning in Chess Engines] by [[Andrew Grant]], [[CCC]], August 24, 2020</ref>
=Forum Posts=
: [http://www.talkchess.com/forum3/viewtopic.php?f=2&t=75104&start=15 Re: Yet another parameter tuner using optuna framework] by [[Karlson Pfannschmidt]], [[CCC]], September 16, 2020 <ref>[https://optunity.readthedocs.io/en/latest/user/solvers/TPE.html Tree-structured Parzen Estimator — Optunity 1.1.0 documentation]</ref>
* [http://www.talkchess.com/forum3/viewtopic.php?f=7&t=75234 evaluation tuning - where to start?] by [[Maksim Korzh]], [[CCC]], September 27, 2020
* [http://www.talkchess.com/forum3/viewtopic.php?f=7&t=75267 How to calculate piece weights with logistic regression?] by [[Maksim Korzh]], [[CCC]], October 01, 2020 » [[Automated Tuning#Regression|Regression]], [[Point Value by Regression Analysis]], [[Point Value]]
* [http://www.talkchess.com/forum3/viewtopic.php?f=7&t=75411 Unsupervised reinforcement tuning from zero] by Madeleine Birchfield, [[CCC]], October 16, 2020 » [[Reinforcement Learning]]
* [http://www.talkchess.com/forum3/viewtopic.php?f=2&t=76024 Laskas parameter optimizer] by [[Ferdinand Mosca]], [[CCC]], December 09, 2020
'''2021'''
* [http://www.talkchess.com/forum3/viewtopic.php?f=7&t=76227 How to calc the derivative for gradient descent?] by Brian Neal, [[CCC]], January 04, 2021
* [http://www.talkchess.com/forum3/viewtopic.php?f=7&t=76238 Help with Texel's tuning] by [[Maksim Korzh]], [[CCC]], January 05, 2021 » [[Texel's Tuning Method]]
* [http://www.talkchess.com/forum3/viewtopic.php?f=7&t=76265 Tapered Evaluation and MSE (Texel Tuning)] by [[Michael Hoffmann]], [[CCC]], January 10, 2021 » [[Texel's Tuning Method]], [[Tapered Eval]]
* [http://www.talkchess.com/forum3/viewtopic.php?f=7&t=76288 Training data] by [[Michael Hoffmann]], [[CCC]], January 12, 2021
* [http://www.talkchess.com/forum3/viewtopic.php?f=7&t=76292 Why using the game result instead of evaluation scores] by [[Michael Hoffmann]], [[CCC]], January 12, 2021
* [http://www.talkchess.com/forum3/viewtopic.php?f=7&t=76294 Using Mini-Batch for tunig] by [[Michael Hoffmann]], [[CCC]], January 12, 2021
=External Links=
* [https://en.wikipedia.org/wiki/Tikhonov_regularization Tikhonov regularization (Ridge regression) from Wikipedia]
==Code==
* <span id="Rockstar"></span>[https://github.com/lantonovfacebookresearch/nevergrad GitHub - facebookresearch/Rockstar Rockstarnevergrad: Implementation of ROCKA Python toolbox for performing gradient-free optimization]* algorithm (Gaussian kernel regression + natural gradient descent) for optimisation | [https://github.com/fsmosca/Optuna-Game-Parameter-Tuner GitHub- fsmosca/Optuna-Game-Parameter-Tuner: A game search and evaluation parameter tuner using optuna framework] by [[Lyudmil Antonov]] and [[Joona KiiskiFerdinand Mosca]] » [[Automated Tuning#ROCK|ROCK*Deuterium]] <ref>[http://www.talkchess.com/forumforum3/viewtopic.php?f=2&t=65045 ROCK* black-box optimizer for chess75104 Yet another parameter tuner using optuna framework] by [[Jon DartFerdinand Mosca]], [[CCC]], August 31September 14, 20172020</ref>* [https://github.com/zamarfsmosca/spsa SPSA Tuner for Stockfish Chess Engine | Lakas GitHub- fsmosca/Lakas: Game parameter optimizer using nevergrad framework] by [[Joona KiiskiFerdinand Mosca]] » <ref>[http://www.talkchess.com/forum3/viewtopic.php?f=2&t=76024 Laskas parameter optimizer] by [[StockfishFerdinand Mosca]], [[Stockfish's Tuning MethodCCC]]* [https:, December 09, 2020<//github.com/scikit-optimize/scikit-optimize GitHub - scikit-optimize/scikit-optimize: Sequential model-based optimization with a `scipy.optimize` interface]ref>
* [https://github.com/kiudee/bayes-skopt GitHub - kiudee/bayes-skopt: A fully Bayesian implementation of sequential model-based optimization] by [[Karlson Pfannschmidt]] » [[Fat Fritz]] <ref>[https://en.chessbase.com/post/fat-fritz-update-and-fat-fritz-jr Fat Fritz 1.1 update and a small gift] by [[Albert Silver]]. [[ChessBase|ChessBase News]], March 05, 2020</ref>
* [https://github.com/kiudee/chess-tuning-tools GitHub - kiudee/chess-tuning-tools] by [[Karlson Pfannschmidt]] » [[Leela Chess Zero]]
* [https://github.com/krasserm/bayesian-machine-learning GitHub - krasserm/bayesian-machine-learning: Notebooks about Bayesian methods for machine learning] by [https://krasserm.github.io/ Martin Krasser] <ref>[http://www.talkchess.com/forum3/viewtopic.php?f=7&t=74209 Great input about Bayesian optimization of noisy function methods] by [[Vivien Clauzon]], [[CCC]], June 16, 2020</ref>
* [https://github.com/thomasahle/noisy-bayesian-optimization GitHub - thomasahle/noisy-bayesian-optimization: Bayesian Optimization for very Noisy functions] by [[Thomas Dybdahl Ahle]] » [[FastChess]]
* [https://github.com/fsmoscascikit-optimize/Optunascikit-Game-Parameteroptimize GitHub -Tuner GitHub scikit- fsmoscaoptimize/Optunascikit-Gameoptimize: Sequential model-Parameter-Tunerbased optimization with a `scipy.optimize` interface]* <span id="Rockstar"></span>[https://github.com/lantonov/Rockstar Rockstar: A game search and evaluation parameter tuner using optuna frameworkImplementation of ROCK* algorithm (Gaussian kernel regression + natural gradient descent) for optimisation | GitHub] by [[Ferdinand MoscaLyudmil Antonov]] and [[Joona Kiiski]] » [[DeuteriumAutomated Tuning#ROCK|ROCK*]] <ref>[http://www.talkchess.com/forum3forum/viewtopic.php?f=2&t=75104 Yet another parameter tuner using optuna framework65045 ROCK* black-box optimizer for chess] by [[Ferdinand MoscaJon Dart]], [[CCC]], September 14August 31, 20202017</ref>* [https://github.com/zamar/spsa SPSA Tuner for Stockfish Chess Engine | GitHub] by [[Joona Kiiski]] » [[Stockfish]], [[Stockfish's Tuning Method]]
==Misc==
* [[:Category:The Next Step Quintet|The Next Step Quintet]] feat. [http://www.tivonpennicott.com/ Tivon Pennicott] - [http://www.discogs.com/Next-Step-Quintet-The-Next-Step-Quintet/release/4970720 Regression], [https://el-gr.facebook.com/KerameioBar KerameioBar] [https://en.wikipedia.org/wiki/Athens Athens], [https://en.wikipedia.org/wiki/Greece Greece], September 2014, [https://en.wikipedia.org/wiki/YouTube YouTube] Video

Navigation menu