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Automated Tuning

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* [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
* [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

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