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Title: GitHub - lightvector/GoNN: Sandbox for playing with neural nets for Go

Open Graph Title: GitHub - lightvector/GoNN: Sandbox for playing with neural nets for Go

X Title: GitHub - lightvector/GoNN: Sandbox for playing with neural nets for Go

Description: Sandbox for playing with neural nets for Go. Contribute to lightvector/GoNN development by creating an account on GitHub.

Open Graph Description: Sandbox for playing with neural nets for Go. Contribute to lightvector/GoNN development by creating an account on GitHub.

X Description: Sandbox for playing with neural nets for Go. Contribute to lightvector/GoNN development by creating an account on GitHub.

Opengraph URL: https://github.com/lightvector/GoNN

X: @github

direct link

Domain: patch-diff.githubusercontent.com

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READMEhttps://patch-diff.githubusercontent.com/lightvector/GoNN
Licensehttps://patch-diff.githubusercontent.com/lightvector/GoNN
https://patch-diff.githubusercontent.com/lightvector/GoNN#go-neural-net-sandbox
https://github.com/lightvector/KataGohttps://github.com/lightvector/KataGo
KataGohttps://github.com/lightvector/KataGo
https://patch-diff.githubusercontent.com/lightvector/GoNN#to-experiment-with-pre-trained-neural-nets-alone
Python3https://www.python.org/
Tensorflowhttps://www.tensorflow.org/install/
https://github.com/lightvector/GoNN/releaseshttps://github.com/lightvector/GoNN/releases
https://patch-diff.githubusercontent.com/lightvector/GoNN#training-a-neural-net
https://cmake.org/download/https://cmake.org/download/
https://support.hdfgroup.org/HDF5/release/obtainsrc.htmlhttps://support.hdfgroup.org/HDF5/release/obtainsrc.html
https://patch-diff.githubusercontent.com/lightvector/GoNN#running-a-full-fledged-go-engine
https://cmake.org/download/https://cmake.org/download/
https://developer.nvidia.com/cuda-toolkithttps://developer.nvidia.com/cuda-toolkit
https://developer.nvidia.com/cudnnhttps://developer.nvidia.com/cudnn
https://github.com/FloopCZ/tensorflow_cchttps://github.com/FloopCZ/tensorflow_cc
https://patch-diff.githubusercontent.com/lightvector/GoNN#experimental-notes
https://patch-diff.githubusercontent.com/lightvector/GoNN#history
Global pooling boosts playing strengthhttps://github.com/lightvector/GoNN#update-oct-2018
Dilated convolutions not so exciting for playing strengthhttps://github.com/lightvector/GoNN#dilated-convolutions---effect-on-playing-strength-oct-2018
MCTS can maybe be improvedhttps://github.com/lightvector/GoNN#altering-how-mcts-performs-averaging-nov-2018
notehttps://github.com/lightvector/GoNN#brief-update-dec-2018
parametric relus and the value headhttps://github.com/lightvector/GoNN#update---parametric-relu-instability-in-value-head-Jul-2018
multithreaded MCTS with batched NN evaluationshttps://github.com/lightvector/GoNN#mcts-aug-2018
cross-entropy vs L2 value netshttps://github.com/lightvector/GoNN#cross-entropy-vs-l2-value-head-loss-aug-2018
first-play-urgencyhttps://github.com/lightvector/GoNN#first-play-urgency-aug-2018
cpuct exploration parameterhttps://github.com/lightvector/GoNN#cpuct-exploration-parameter-aug-2018
added player rankshttps://github.com/lightvector/GoNN#ranks-as-an-input-june-2018
neuralnetgoproblems.comhttps://neuralnetgoproblems.com
current resultshttps://github.com/lightvector/GoNN#raw-neural-net-results
middle of the neural nethttps://github.com/lightvector/GoNN#update-mar-2018
current resultshttps://github.com/lightvector/GoNN#raw-neural-net-results
are good in the main trunk of the resnet as wellhttps://github.com/lightvector/GoNN#update-mar-2018
increasing center-position learning rateshttps://github.com/lightvector/GoNN#update-mar-2018-1
dilated convolutionshttps://github.com/lightvector/GoNN#dilated-convolutions-mar-2018
making neural nets not always need historyhttps://github.com/lightvector/GoNN#some-thoughts-about-history-as-an-input-mar-2018
special ladder blocks in the policyhttps://github.com/lightvector/GoNN#update-feb-2018
ladders as a training targethttps://github.com/lightvector/GoNN#using-ladders-as-an-extra-training-target-feb-2018
global pooled propertieshttps://github.com/lightvector/GoNN#update-feb-2018-1
wide low-rank residual blockshttps://github.com/lightvector/GoNN#wide-low-rank-residual-blocks-feb-2018
parametric ReLUshttps://github.com/lightvector/GoNN#parametric-relus-feb-2018
chain poolinghttps://github.com/lightvector/GoNN#chain-pooling-feb-2018
observations on redundancy in modelshttps://github.com/lightvector/GoNN#redundant-parameters-and-learning-rates-feb-2018
special ladder residual blockshttps://github.com/lightvector/GoNN#special-ladder-residual-blocks-dec-2017
global pooled propertieshttps://github.com/lightvector/GoNN#global-pooled-properties-dec-2017
https://patch-diff.githubusercontent.com/lightvector/GoNN#raw-neural-net-results
Clark and Stokey (2015)https://arxiv.org/abs/1412.3409
Maddison et al. (2015)https://arxiv.org/abs/1412.6564
AlphaGoFan192 (2016)https://storage.googleapis.com/deepmind-media/alphago/AlphaGoNaturePaper.pdf
AlphaGoFan256 (2016)https://storage.googleapis.com/deepmind-media/alphago/AlphaGoNaturePaper.pdf
Darkforest (2016)https://arxiv.org/abs/1511.06410
Cazenave (2017)http://www.lamsade.dauphine.fr/~cazenave/papers/resnet.pdf
Cazenave (2017)http://www.lamsade.dauphine.fr/~cazenave/papers/resnet.pdf
AlphaGoZero(2017)https://deepmind.com/documents/119/agz_unformatted_nature.pdf
https://u-go.net/gamerecords/https://u-go.net/gamerecords/
https://patch-diff.githubusercontent.com/lightvector/GoNN#choice-of-loss-function
https://arxiv.org/pdf/1702.05659.pdfhttps://arxiv.org/pdf/1702.05659.pdf
https://patch-diff.githubusercontent.com/lightvector/GoNN#architecture
https://patch-diff.githubusercontent.com/lightvector/GoNN#other-stats
https://patch-diff.githubusercontent.com/lightvector/GoNN#next-ideas
https://patch-diff.githubusercontent.com/lightvector/GoNN#special-ladder-residual-blocks-dec-2017
https://raw.githubusercontent.com/lightvector/GoNN/master/images/readme/laddertarget.png
https://raw.githubusercontent.com/lightvector/GoNN/master/images/readme/laddertargetbroken.png
https://patch-diff.githubusercontent.com/lightvector/GoNN#update-feb-2018
https://patch-diff.githubusercontent.com/lightvector/GoNN#using-ladders-as-an-extra-training-target-feb-2018
https://raw.githubusercontent.com/lightvector/GoNN/master/images/readme/extraladdertargetfail2.png
https://raw.githubusercontent.com/lightvector/GoNN/master/images/readme/ladderinput2.png
https://raw.githubusercontent.com/lightvector/GoNN/master/images/readme/ladderinput1.png
https://raw.githubusercontent.com/lightvector/GoNN/master/images/readme/ladderinput3.png
https://raw.githubusercontent.com/lightvector/GoNN/master/images/readme/ladderinput4.png
https://patch-diff.githubusercontent.com/lightvector/GoNN#global-pooled-properties-dec-2017
https://raw.githubusercontent.com/lightvector/GoNN/master/images/readme/kothreatglobalproperty.png
https://raw.githubusercontent.com/lightvector/GoNN/master/images/readme/kothreatpolicy.png
https://raw.githubusercontent.com/lightvector/GoNN/master/images/readme/afterko.png
https://patch-diff.githubusercontent.com/lightvector/GoNN#update-feb-2018-1
https://raw.githubusercontent.com/lightvector/GoNN/master/images/readme/territorydetector.png
https://raw.githubusercontent.com/lightvector/GoNN/master/images/readme/unfinishedborderdetector.png
https://patch-diff.githubusercontent.com/lightvector/GoNN#update-mar-2018
https://patch-diff.githubusercontent.com/lightvector/GoNN#update-apr-2018
results tablehttps://github.com/lightvector/GoNN#raw-neural-net-results
https://patch-diff.githubusercontent.com/lightvector/GoNN#update-oct-2018
https://patch-diff.githubusercontent.com/lightvector/GoNN#wide-low-rank-residual-blocks-feb-2018
https://patch-diff.githubusercontent.com/lightvector/GoNN#parametric-relus-feb-2018
https://arxiv.org/pdf/1502.01852.pdfhttps://arxiv.org/pdf/1502.01852.pdf
https://raw.githubusercontent.com/lightvector/GoNN/master/images/readme/parametricrelu.png
https://arxiv.org/pdf/1502.01852.pdfhttps://arxiv.org/pdf/1502.01852.pdf
https://patch-diff.githubusercontent.com/lightvector/GoNN#update---parametric-relu-instability-in-value-head-jul-2018
https://raw.githubusercontent.com/lightvector/GoNN/master/images/readme/valueheadpreluloss.png
https://patch-diff.githubusercontent.com/lightvector/GoNN#chain-pooling-feb-2018
https://www.tensorflow.org/api_docs/python/tf/unsorted_segment_maxhttps://www.tensorflow.org/api_docs/python/tf/unsorted_segment_max
https://www.tensorflow.org/api_docs/python/tf/gatherhttps://www.tensorflow.org/api_docs/python/tf/gather
https://raw.githubusercontent.com/lightvector/GoNN/master/images/readme/nochainpool1.png
https://raw.githubusercontent.com/lightvector/GoNN/master/images/readme/nochainpool2.png
https://raw.githubusercontent.com/lightvector/GoNN/master/images/readme/chainpool1.png
https://raw.githubusercontent.com/lightvector/GoNN/master/images/readme/chainpool2.png
https://patch-diff.githubusercontent.com/lightvector/GoNN#dilated-convolutions-mar-2018
https://arxiv.org/pdf/1511.07122.pdfhttps://arxiv.org/pdf/1511.07122.pdf
https://raw.githubusercontent.com/lightvector/GoNN/master/images/readme/nodilated1.png
https://raw.githubusercontent.com/lightvector/GoNN/master/images/readme/dilated1.png
https://raw.githubusercontent.com/lightvector/GoNN/master/images/readme/nodilated2.png
https://raw.githubusercontent.com/lightvector/GoNN/master/images/readme/dilated2.png
https://raw.githubusercontent.com/lightvector/GoNN/master/images/readme/nodilated3.png
https://raw.githubusercontent.com/lightvector/GoNN/master/images/readme/dilated3.png
https://openreview.net/forum?id=HkpYwMZRbhttps://openreview.net/forum?id=HkpYwMZRb
https://patch-diff.githubusercontent.com/lightvector/GoNN#dilated-convolutions---effect-on-playing-strength-oct-2018
https://patch-diff.githubusercontent.com/lightvector/GoNN#redundant-parameters-and-learning-rates-feb-2018
https://patch-diff.githubusercontent.com/lightvector/GoNN#redundant-convolution-weights
http://www.lamsade.dauphine.fr/~cazenave/papers/resnet.pdfhttp://www.lamsade.dauphine.fr/~cazenave/papers/resnet.pdf
https://patch-diff.githubusercontent.com/lightvector/GoNN#update-mar-2018-1
https://raw.githubusercontent.com/lightvector/GoNN/master/images/readme/convweights.png
https://patch-diff.githubusercontent.com/lightvector/GoNN#batch-norm-gammas
batch norm layershttps://www.tensorflow.org/api_docs/python/tf/layers/batch_normalization
https://patch-diff.githubusercontent.com/lightvector/GoNN#update-apr-2018-1
https://patch-diff.githubusercontent.com/lightvector/GoNN#some-thoughts-about-history-as-an-input-mar-2018
https://raw.githubusercontent.com/lightvector/GoNN/master/images/readme/lastmove.png
https://raw.githubusercontent.com/lightvector/GoNN/master/images/readme/nolastmove.png
https://patch-diff.githubusercontent.com/lightvector/GoNN#ranks-as-an-input-june-2018
https://raw.githubusercontent.com/lightvector/GoNN/master/images/readme/19k.png
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neuralnetgoproblems.comhttps://neuralnetgoproblems.com
https://patch-diff.githubusercontent.com/lightvector/GoNN#mcts-aug-2018
BayesElohttps://www.remi-coulom.fr/Bayesian-Elo/
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https://patch-diff.githubusercontent.com/lightvector/GoNN#cross-entropy-vs-l2-value-head-loss-aug-2018
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AGZ paperhttps://deepmind.com/documents/119/agz_unformatted_nature.pdf
https://patch-diff.githubusercontent.com/lightvector/GoNN#brief-update-dec-2018
final publication version of the AlphaZero paperhttp://science.sciencemag.org/content/362/6419/1140.full?ijkey=XGd77kI6W4rSc&keytype=ref&siteid=sci
https://patch-diff.githubusercontent.com/lightvector/GoNN#altering-how-mcts-performs-averaging-nov-2018
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