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Automated Tuning

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==Instances==
* [[ACPP]]
* [[Amoeba]]
* [[BBChess (SI)#DifferentialEvolution|Differential Evolution in BBChess]]
* [[Takafumi Nakamichi]], [[Takeshi Ito]] ('''2018'''). ''Adjusting the evaluation function for weakening the competency level of a computer shogi program''. [[ICGA Journal#40_1|ICGA Journal, Vol. 40, No. 1]]
* [[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>
=Forum Posts=
* [http://www.talkchess.com/forum3/viewtopic.php?f=7&t=69035 Particle Swarm Optimization Code] by [[Erik Madsen]], [[CCC]], November 24, 2018 » [[MadChess]]
'''2019'''
* [http://www.talkchess.com/forum3/viewtopic.php?f=2&t=69532 Automated tuning... finally... (Topple v0.3.0)] by [[Vincent Tang]], [[CCC]], January 08, 2019 » [[Topple]]
* [http://www.talkchess.com/forum3/viewtopic.php?f=7&t=71650 New Tool for Tuning with Skopt] by [[Thomas Dybdahl Ahle]], [[CCC]], August 25, 2019 <ref>[https://scikit-optimize.github.io/ skopt API documentation]</ref>
==2020 ...==
* [http://www.talkchess.com/forum3/viewtopic.php?f=7&t=72810 Board adaptive / tuning evaluation function - no NN/AI] by Moritz Gedig, [[CCC]], January 14, 2020
* [http://www.talkchess.com/forum3/viewtopic.php?f=7&t=73629 Pawn structure tuning] by [[Vivien Clauzon]], [[CCC]], April 11, 2020 » [[Pawn Structure]], [[Ethereal]]
=External Links=
* [https://en.wikipedia.org/wiki/Global_optimization Global optimization from Wikipedia]
* [https://en.wikipedia.org/wiki/Bayesian_optimization Bayesian optimization from Wikipedia]
* [https://scikit-optimize.github.io/notebooks/bayesian-optimization.html Bayesian optimization with skopt]* [https://en.wikipedia.org/wiki/Broyden%E2%80%93Fletcher%E2%80%93Goldfarb%E2%80%93Shanno_algorithm Broyden–Fletcher–Goldfarb–Shanno algorithm from Wikipedia]
* [http://remi.coulom.free.fr/CLOP/ CLOP for Noisy Black-Box Parameter Optimization] by [[Rémi Coulom]] » [[CLOP]] <ref>[http://www.talkchess.com/forum/viewtopic.php?t=35049 Tool for automatic black-box parameter optimization released] by [[Rémi Coulom]], [[CCC]], June 20, 2010</ref> <ref>[http://www.talkchess.com/forum/viewtopic.php?p=421995 CLOP for Noisy Black-Box Parameter Optimization] by [[Rémi Coulom]], [[CCC]], September 01, 2011</ref>
* [https://en.wikipedia.org/wiki/Conjugate_gradient_method Conjugate gradient method from Wikipedia]
* [http://macechess.blogspot.de/2013/03/population-based-incremental-learning.html Population Based Incremental Learning (PBIL)] by [[Thomas Petzke]], March 16, 2013 » [[iCE]]
* [https://en.wikipedia.org/wiki/Simulated_annealing Simulated annealing from Wikipedia]
* [https://github.com/scikit-optimize Skopt (Scikit-Optimize) · GitHub]
* [https://bayes-skopt.readthedocs.io/en/latest/ Welcome to Bayes-skopt’s documentation!]
* [https://en.wikipedia.org/wiki/Stochastic_optimization Stochastic optimization from Wikipedia]
: [https://en.wikipedia.org/wiki/Simultaneous_perturbation_stochastic_approximation Simultaneous perturbation stochastic approximation (SPSA) - Wikipedia]
* <span id="Rockstar"></span>[https://github.com/lantonov/Rockstar Rockstar: Implementation of ROCK* algorithm (Gaussian kernel regression + natural gradient descent) for optimisation | GitHub] by [[Lyudmil Antonov]] and [[Joona Kiiski]] » [[Automated Tuning#ROCK|ROCK*]] <ref>[http://www.talkchess.com/forum/viewtopic.php?t=65045 ROCK* black-box optimizer for chess] by [[Jon Dart]], [[CCC]], August 31, 2017</ref>
* [https://github.com/zamar/spsa SPSA Tuner for Stockfish Chess Engine | GitHub] by [[Joona Kiiski]] » [[Stockfish]], [[Stockfish's Tuning Method]]
* [https://github.com/scikit-optimize/scikit-optimize GitHub - scikit-optimize/scikit-optimize: Sequential model-based optimization with a `scipy.optimize` interface]
* [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]]
==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

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