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Google's AlphaGo team has been working on chess
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Dan Ellwein



Joined: 02 Jul 2011
Posts: 347

PostPost subject: Re: Google's AlphaGo team has been working on chess    Posted: Wed Dec 27, 2017 4:31 am Reply to topic Reply with quote

Michael Sherwin wrote:
syzygy wrote:
In the wake of the news about AlphaZero, we are indeed not particularly interested in Romi's learning. Nor are we interested in Crafty's learning or in any of the many other position-based learning implementations that existed before AlphaZero. All those approaches simply have nothing to do with AlphaZero.

It is AlphaZero where our interest lies when we are reading and posting in AlphaZero-related threads. That should not come as a surprise.

As I tried to explain to you earlier, the only reason why people are posing critical questions to you is your amazing insistence that there is some sort of strong relationship between AlphaZero and Romi's learning. Clearly, there is not.

Have you seen anyone else here that is hijacking the AlphaZero threads by continuously pushing their own program?


I know quite a bit about RL. That comes from my experience with RomiChess. All I'm pushing is the opinion that A0's strength is due to RL. It does not matter whether it is NN+MCTS+RL or A/B+RL. Both approaches benefit greatly from RL. My main point that I'm trying to get people to understand is that SF+RL fully trained, however many training games that would take would have crushed A0 at this time in A0's development. All I have is my knowledge gained with RC so that is why I talk about RC so much. But of course my experience with RC matters zero to you and many others. RL is the miracle in A0 more than the playing algorithm and if a top engine like SF, K, H ect were to adopt RL then what I say will be proven. So attack me and RC all you want. But it does not address what I'm trying to get people to understand.

" ... A0's strength is due to RL. It does not matter whether it is NN+MCTS+RL or A/B+RL."

from the paper ...

https://arxiv.org/pdf/1712.01815.pdf

this is what alphazero uses:

non-linear function approximatiom
deep neural network (NN)
reinforcement learning algorithm (RL)
MCTS (averages over approximation errors)
gradient descent (parameter adjustment)
mean-squared error
cross-entropy
weight regularisation

also from the paper...

prior reinforcement learning in computer chess

NeuroChess
neural network (evaluated positions)
temporal-difference (learning)

KnightCap
neural network (evaluated positions)
temporal-difference (leaf)

Meep
linear evaluation function (evaluated positions)
temporal-difference (TreeStrap)

Giraffe
neural network (evaluated positions)
temporal-difference (leaf) [self-play]

DeepChess
neural network (trained to perform evaluation)

Hex
networks (value)
policy (dual)

and finally from the paper...

chess programs using traditional MCTS were much weaker than alpha-beta search programs...
while alpha-beta programs based on neural networks have previously been unable to compete with faster, handcrafted evaluation functions...
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Google's AlphaGo team has been working on chess Peter Kappler Wed Dec 06, 2017 4:10 am
      Re: Google's AlphaGo team has been working on chess Ray Banks Wed Dec 06, 2017 6:18 am
            Re: Google's AlphaGo team has been working on chess Fabien Letouzey Wed Dec 06, 2017 6:31 am
                  Re: Google's AlphaGo team has been working on chess Xavier Combelle Wed Dec 06, 2017 8:21 am
                        Re: Google's AlphaGo team has been working on chess Rémi Coulom Wed Dec 06, 2017 1:36 pm
                              Re: Google's AlphaGo team has been working on chess Marco Costalba Wed Dec 06, 2017 1:50 pm
                                    Re: Google's AlphaGo team has been working on chess Michael Sherwin Tue Dec 26, 2017 3:46 pm
                                          Re: Google's AlphaGo team has been working on chess Robin Messemer Tue Dec 26, 2017 3:54 pm
                                                Re: Google's AlphaGo team has been working on chess Michael Sherwin Tue Dec 26, 2017 5:24 pm
                                                      Re: Google's AlphaGo team has been working on chess Robin Messemer Tue Dec 26, 2017 5:33 pm
                                                            Re: Google's AlphaGo team has been working on chess Michael Sherwin Tue Dec 26, 2017 6:21 pm
                                                                  Re: Google's AlphaGo team has been working on chess Robin Messemer Tue Dec 26, 2017 9:09 pm
                                                                        Re: Google's AlphaGo team has been working on chess Michael Sherwin Tue Dec 26, 2017 9:14 pm
                                                                              Re: Google's AlphaGo team has been working on chess Robin Messemer Tue Dec 26, 2017 10:08 pm
                                                                                    Re: Google's AlphaGo team has been working on chess Michael Sherwin Wed Dec 27, 2017 12:05 am
                                                                                          Re: Google's AlphaGo team has been working on chess Michael Sherwin Wed Dec 27, 2017 12:54 am
                                                                                          Re: Google's AlphaGo team has been working on chess Michael Sherwin Wed Dec 27, 2017 12:59 am
                                                                                          Re: Google's AlphaGo team has been working on chess Ronald de Man Wed Dec 27, 2017 1:01 am
                                                                                          Re: Google's AlphaGo team has been working on chess Michael Sherwin Wed Dec 27, 2017 1:31 am
                                                                                          Re: Google's AlphaGo team has been working on chess Michael Sherwin Wed Dec 27, 2017 1:54 am
                                                                                          Re: Google's AlphaGo team has been working on chess Dan Ellwein Wed Dec 27, 2017 4:31 am
                                                                                          Re: Google's AlphaGo team has been working on chess Michael Sherwin Wed Dec 27, 2017 5:13 am
                                                                                          Re: Google's AlphaGo team has been working on chess H.G.Muller Wed Dec 27, 2017 9:21 am
                                                            Re: Google's AlphaGo team has been working on chess Michael Sherwin Wed Dec 27, 2017 9:38 am
                                                Re: Google's AlphaGo team has been working on chess Ed Schroder Wed Dec 27, 2017 9:22 am
                              Re: Google's AlphaGo team has been working on chess Michel Van den Bergh Wed Dec 06, 2017 2:43 pm
                                    Re: Google's AlphaGo team has been working on chess Rémi Coulom Wed Dec 06, 2017 2:55 pm
                  Re: Google's AlphaGo team has been working on chess Srdja Matovic Wed Dec 06, 2017 8:22 am
                        Re: Google's AlphaGo team has been working on chess Salvatore Giannotti Wed Dec 06, 2017 8:32 am
                              Re: Google's AlphaGo team has been working on chess Jon Dart Wed Dec 06, 2017 3:13 pm
                                    Re: Google's AlphaGo team has been working on chess Uri Blass Thu Dec 07, 2017 1:37 am
                                    Re: Google's AlphaGo team has been working on chess Joerg Oster Thu Dec 07, 2017 7:53 am
                  Re: Google's AlphaGo team has been working on chess Carl Lumma Wed Dec 06, 2017 6:17 pm
      Re: Google's AlphaGo team has been working on chess Fulvio Benini Wed Dec 06, 2017 9:31 am
            Re: Google's AlphaGo team has been working on chess Guenther Simon Wed Dec 06, 2017 10:03 am
            Re: Google's AlphaGo team has been working on chess Thomas Ewers Thu Dec 07, 2017 12:09 am
            Re: Google's AlphaGo team has been working on chess Leo Anger Thu Dec 07, 2017 12:51 am
      Re: Google's AlphaGo team has been working on chess Martin Sedlak Wed Dec 06, 2017 11:32 am
            Re: Google's AlphaGo team has been working on chess Daniel Shawul Wed Dec 06, 2017 12:05 pm
                  Re: Google's AlphaGo team has been working on chess Martin Sedlak Wed Dec 06, 2017 12:11 pm
            Re: Google's AlphaGo team has been working on chess Evgeniy Zheltonozhskiy Wed Dec 06, 2017 12:15 pm
                  Re: Google's AlphaGo team has been working on chess Martin Sedlak Wed Dec 06, 2017 12:29 pm
                        Re: Google's AlphaGo team has been working on chess Evgeniy Zheltonozhskiy Wed Dec 06, 2017 12:47 pm
                              Re: Google's AlphaGo team has been working on chess Jon Dart Thu Dec 07, 2017 2:56 pm
                                    Re: Google's AlphaGo team has been working on chess Robin Messemer Thu Dec 07, 2017 3:00 pm
                  Re: Google's AlphaGo team has been working on chess Dann Corbit Wed Dec 06, 2017 8:07 pm
            Re: Google's AlphaGo team has been working on chess Leo Anger Thu Dec 07, 2017 12:53 am
            Re: Google's AlphaGo team has been working on chess Rein Halbersma Thu Dec 07, 2017 8:49 am
                  Re: Google's AlphaGo team has been working on chess Robin Messemer Thu Dec 07, 2017 2:52 pm
                  Re: Google's AlphaGo team has been working on chess szabo, robert Sat Dec 09, 2017 12:47 pm
                        Re: Google's AlphaGo team has been working on chess Stefano Gemma Sat Dec 09, 2017 1:53 pm
                              Re: Google's AlphaGo team has been working on chess Robin Messemer Sat Dec 09, 2017 4:05 pm
                                    Re: Google's AlphaGo team has been working on chess Brian Richardson Sat Dec 09, 2017 4:25 pm
                                          Re: Google's AlphaGo team has been working on chess Henk van den Belt Sat Dec 09, 2017 5:01 pm
                                                Re: Google's AlphaGo team has been working on chess Brian Richardson Sat Dec 09, 2017 10:28 pm
                                                      Re: Google's AlphaGo team has been working on chess Henk van den Belt Sun Dec 10, 2017 11:23 am
                                                            Re: Google's AlphaGo team has been working on chess Robin Messemer Sun Dec 10, 2017 11:51 am
                                                                  Re: Google's AlphaGo team has been working on chess Henk van den Belt Sun Dec 10, 2017 11:59 am
                                          Re: Google's AlphaGo team has been working on chess Robin Messemer Sat Dec 09, 2017 7:15 pm
      Re: Google's AlphaGo team has been working on chess Daniel Shawul Wed Dec 06, 2017 12:03 pm
            Re: Google's AlphaGo team has been working on chess Uri Blass Wed Dec 06, 2017 6:42 pm
                  Re: Google's AlphaGo team has been working on chess Daniel Shawul Thu Dec 07, 2017 2:15 am
            Re: Google's AlphaGo team has been working on chess Ed Schroder Wed Dec 27, 2017 11:56 am
                  Re: Google's AlphaGo team has been working on chess J. B. Buijs Wed Dec 27, 2017 4:07 pm
                  Re: Google's AlphaGo team has been working on chess Daniel Shawul Wed Dec 27, 2017 4:38 pm
                        Re: Google's AlphaGo team has been working on chess Robin Messemer Wed Dec 27, 2017 6:37 pm
                              Re: Google's AlphaGo team has been working on chess Brahim Hamadicharef Thu Dec 28, 2017 2:14 am
                        Re: Google's AlphaGo team has been working on chess Ed Schroder Thu Dec 28, 2017 6:08 am
                              Re: Google's AlphaGo team has been working on chess Matthew Hull Thu Dec 28, 2017 6:49 am
                                    Re: Google's AlphaGo team has been working on chess Ed Schroder Thu Dec 28, 2017 7:00 am
                                          Re: Google's AlphaGo team has been working on chess J. B. Buijs Thu Dec 28, 2017 3:12 pm
                                                Re: Google's AlphaGo team has been working on chess Ronald de Man Thu Dec 28, 2017 4:23 pm
                                                Re: Google's AlphaGo team has been working on chess Matthew Hull Thu Dec 28, 2017 4:58 pm
                                          Re: Google's AlphaGo team has been working on chess Matthew Hull Thu Dec 28, 2017 5:19 pm
                              Re: Google's AlphaGo team has been working on chess Peter Österlund Thu Dec 28, 2017 7:46 am
                                    Re: Google's AlphaGo team has been working on chess Michel Van den Bergh Thu Dec 28, 2017 9:05 am
                                          Re: Google's AlphaGo team has been working on chess Michel Van den Bergh Thu Dec 28, 2017 11:18 am
                                    Re: Google's AlphaGo team has been working on chess Ed Schroder Thu Dec 28, 2017 9:09 am
                                          Re: Google's AlphaGo team has been working on chess Brahim Hamadicharef Thu Dec 28, 2017 12:56 pm
                                                Re: Google's AlphaGo team has been working on chess Brahim Hamadicharef Thu Dec 28, 2017 1:06 pm
                                          Re: Google's AlphaGo team has been working on chess Ed Schroder Thu Dec 28, 2017 10:48 pm
                                                Re: Google's AlphaGo team has been working on chess Brian Richardson Fri Dec 29, 2017 3:23 am
                                                      Re: Google's AlphaGo team has been working on chess Ed Schroder Fri Dec 29, 2017 8:58 am
                                                Re: Google's AlphaGo team has been working on chess Jesse Gersenson Fri Dec 29, 2017 9:46 am
                                                      Re: Google's AlphaGo team has been working on chess Ed Schroder Sun Dec 31, 2017 6:26 am
                                                            Re: Google's AlphaGo team has been working on chess J. B. Buijs Sun Dec 31, 2017 8:12 am
                                    Re: Google's AlphaGo team has been working on chess Ed Schroder Fri Dec 29, 2017 9:17 am
                                          Re: Google's AlphaGo team has been working on chess Peter Österlund Fri Dec 29, 2017 12:40 pm
      Re: Google's AlphaGo team has been working on chess Jonathan Rosenthal Wed Dec 06, 2017 12:57 pm
      Re: Google's AlphaGo team has been working on chess Henk van den Belt Wed Dec 06, 2017 4:03 pm
            Re: Google's AlphaGo team has been working on chess Carl Lumma Wed Dec 06, 2017 6:06 pm
            Re: Google's AlphaGo team has been working on chess Evgeniy Zheltonozhskiy Thu Dec 07, 2017 3:51 am
            Re: Google's AlphaGo team has been working on chess Henk van den Belt Fri Dec 08, 2017 11:46 am
      Re: Google's AlphaGo team has been working on chess Ronald de Man Sat Dec 09, 2017 9:25 pm
            Re: Google's AlphaGo team has been working on chess Robin Messemer Sat Dec 09, 2017 9:32 pm
                  Re: Google's AlphaGo team has been working on chess Ronald de Man Sat Dec 09, 2017 9:52 pm
                        Re: Google's AlphaGo team has been working on chess Milos Stanisavljevic Sat Dec 09, 2017 11:38 pm
                              Re: Google's AlphaGo team has been working on chess Ronald de Man Sun Dec 10, 2017 12:24 am
                                    Re: Google's AlphaGo team has been working on chess Milos Stanisavljevic Sun Dec 10, 2017 12:29 am
                                    Re: Google's AlphaGo team has been working on chess Robin Messemer Sun Dec 10, 2017 1:47 am
                                          Re: Google's AlphaGo team has been working on chess Ronald de Man Sun Dec 10, 2017 3:38 am
                                                Re: Google's AlphaGo team has been working on chess Álvaro Begué Sun Dec 10, 2017 4:05 am
                                                      Re: Google's AlphaGo team has been working on chess Dan Ellwein Sun Dec 10, 2017 6:29 am
                                                      Re: Google's AlphaGo team has been working on chess Ronald de Man Sun Dec 10, 2017 12:18 pm
                                                            Re: Google's AlphaGo team has been working on chess Robin Messemer Sun Dec 10, 2017 1:01 pm
                                                                  Re: Google's AlphaGo team has been working on chess Ronald de Man Sun Dec 10, 2017 1:34 pm
                                                                        Re: Google's AlphaGo team has been working on chess Jesse Gersenson Sun Dec 10, 2017 3:08 pm
                                                                              Re: Google's AlphaGo team has been working on chess J. B. Buijs Sun Dec 10, 2017 4:13 pm
                                                                                    Re: Google's AlphaGo team has been working on chess Robin Messemer Sun Dec 10, 2017 4:29 pm
                                                                                          Re: Google's AlphaGo team has been working on chess J. B. Buijs Sun Dec 10, 2017 5:24 pm
                                                                                          Re: Google's AlphaGo team has been working on chess Henk van den Belt Sun Dec 10, 2017 8:30 pm
                                                                                          Re: Google's AlphaGo team has been working on chess Milos Stanisavljevic Sun Dec 10, 2017 10:41 pm
                                                                        Re: Google's AlphaGo team has been working on chess Milos Stanisavljevic Sun Dec 10, 2017 10:28 pm
                                                Re: Google's AlphaGo team has been working on chess H.G.Muller Mon Dec 11, 2017 4:39 pm
                                                      Re: Google's AlphaGo team has been working on chess Milos Stanisavljevic Mon Dec 11, 2017 4:45 pm
                                                            Re: Google's AlphaGo team has been working on chess Albert Silver Mon Dec 11, 2017 5:28 pm
                                                      Re: Google's AlphaGo team has been working on chess Robin Messemer Mon Dec 11, 2017 5:09 pm
                                                            Re: Google's AlphaGo team has been working on chess H.G.Muller Mon Dec 11, 2017 5:19 pm
                                                                  Re: Google's AlphaGo team has been working on chess Michel Van den Bergh Mon Dec 11, 2017 5:29 pm
                                                                        Re: Google's AlphaGo team has been working on chess Robin Messemer Mon Dec 11, 2017 7:25 pm
                                                                              Re: Google's AlphaGo team has been working on chess Sven Schüle Mon Dec 11, 2017 8:11 pm
                                                                                    Re: Google's AlphaGo team has been working on chess Robin Messemer Mon Dec 11, 2017 8:46 pm
                                                                                    Re: Google's AlphaGo team has been working on chess Ronald de Man Mon Dec 11, 2017 8:59 pm
                                                                                          Re: Google's AlphaGo team has been working on chess Robin Messemer Mon Dec 11, 2017 9:30 pm
                                                                                          Re: Google's AlphaGo team has been working on chess Ronald de Man Mon Dec 11, 2017 11:55 pm
                                                                                          Re: Google's AlphaGo team has been working on chess Robin Messemer Mon Dec 11, 2017 11:58 pm
                                                                                          Re: Google's AlphaGo team has been working on chess Luis Babboni Tue Dec 12, 2017 1:53 am
                                                                                    Re: Google's AlphaGo team has been working on chess H.G.Muller Mon Dec 11, 2017 9:00 pm
                                                                                          Re: Google's AlphaGo team has been working on chess Rein Halbersma Mon Dec 11, 2017 10:18 pm
                                                                                          Re: Google's AlphaGo team has been working on chess Álvaro Begué Mon Dec 11, 2017 10:25 pm
                                                                                          Re: Google's AlphaGo team has been working on chess H.G.Muller Mon Dec 11, 2017 11:01 pm
                                                                                          Re: Google's AlphaGo team has been working on chess Robin Messemer Mon Dec 11, 2017 11:16 pm
                                                                                          Re: Google's AlphaGo team has been working on chess H.G.Muller Tue Dec 12, 2017 8:58 am
                                                                                          Re: Google's AlphaGo team has been working on chess Michel Van den Bergh Tue Dec 12, 2017 9:16 am
                                                                                          Re: Google's AlphaGo team has been working on chess H.G.Muller Tue Dec 12, 2017 10:54 am
                                                                                          Re: Google's AlphaGo team has been working on chess Rein Halbersma Tue Dec 12, 2017 9:35 am
                                                                                          Re: Google's AlphaGo team has been working on chess H.G.Muller Tue Dec 12, 2017 10:59 am
                                                                                          Re: Google's AlphaGo team has been working on chess Rein Halbersma Tue Dec 12, 2017 1:41 pm
                                                                                          Re: Google's AlphaGo team has been working on chess H.G.Muller Tue Dec 12, 2017 2:28 pm
                                                                                          Re: Google's AlphaGo team has been working on chess Rein Halbersma Tue Dec 12, 2017 2:48 pm
                                                                                          Re: Google's AlphaGo team has been working on chess H.G.Muller Tue Dec 12, 2017 4:58 pm
                                                                                          Re: Google's AlphaGo team has been working on chess Michel Van den Bergh Tue Dec 12, 2017 9:18 pm
                                                                                          Re: Google's AlphaGo team has been working on chess H.G.Muller Tue Dec 12, 2017 9:32 pm
                                                                                          Re: Google's AlphaGo team has been working on chess Michel Van den Bergh Tue Dec 12, 2017 9:45 pm
                                                                                          Re: Google's AlphaGo team has been working on chess Ronald de Man Tue Dec 12, 2017 9:58 pm
                                                                                          Re: Google's AlphaGo team has been working on chess Ronald de Man Tue Dec 12, 2017 10:07 pm
                                                                                          Re: Google's AlphaGo team has been working on chess Robin Messemer Tue Dec 12, 2017 10:22 pm
                                                                                          Re: Google's AlphaGo team has been working on chess Ronald de Man Wed Dec 13, 2017 12:00 am
                                                                                          Re: Google's AlphaGo team has been working on chess Milos Stanisavljevic Wed Dec 13, 2017 12:37 am
                                                                                          Re: Google's AlphaGo team has been working on chess Henk van den Belt Thu Dec 21, 2017 10:07 am
                                                                                          Re: Google's AlphaGo team has been working on chess H.G.Muller Tue Dec 12, 2017 10:48 pm
                                                                                          Re: Google's AlphaGo team has been working on chess Ronald de Man Tue Dec 12, 2017 11:38 pm
                                                                                          Re: Google's AlphaGo team has been working on chess Daniel Shawul Wed Dec 13, 2017 1:54 pm
                                                                                          Re: Google's AlphaGo team has been working on chess Milos Stanisavljevic Wed Dec 13, 2017 2:16 pm
                                                                                          Re: Google's AlphaGo team has been working on chess Robin Messemer Wed Dec 13, 2017 2:27 pm
                                                                                          Re: Google's AlphaGo team has been working on chess Milos Stanisavljevic Wed Dec 13, 2017 2:32 pm
                                                                                          Re: Google's AlphaGo team has been working on chess Robin Messemer Wed Dec 13, 2017 2:50 pm
                                                                                          Re: Google's AlphaGo team has been working on chess Milos Stanisavljevic Wed Dec 13, 2017 3:46 pm
                                                                                          Re: Google's AlphaGo team has been working on chess Milos Stanisavljevic Wed Dec 13, 2017 2:35 pm
                                                                                          Re: Google's AlphaGo team has been working on chess Ronald de Man Wed Dec 13, 2017 8:36 pm
                                                                                          Re: Google's AlphaGo team has been working on chess Milos Stanisavljevic Wed Dec 13, 2017 1:50 am
                                                                                          Re: Google's AlphaGo team has been working on chess Nicu Ionita Wed Dec 13, 2017 11:16 pm
                                                                                          Re: Google's AlphaGo team has been working on chess Richard Delorme Tue Dec 12, 2017 2:17 pm
                                                                                          Re: Google's AlphaGo team has been working on chess J. B. Buijs Tue Dec 12, 2017 1:31 pm
      Re: Google's AlphaGo team has been working on chess Henk van den Belt Wed Dec 13, 2017 5:16 pm
            Re: Google's AlphaGo team has been working on chess Robin Messemer Wed Dec 13, 2017 6:07 pm
                  Re: Google's AlphaGo team has been working on chess Álvaro Begué Wed Dec 13, 2017 6:18 pm
                  Re: Google's AlphaGo team has been working on chess H.G.Muller Wed Dec 13, 2017 6:18 pm
                        Re: Google's AlphaGo team has been working on chess Truls Edvard Stokke Wed Dec 13, 2017 6:31 pm
                              Re: Google's AlphaGo team has been working on chess Milos Stanisavljevic Wed Dec 13, 2017 7:41 pm
                                    Re: Google's AlphaGo team has been working on chess Robin Messemer Wed Dec 13, 2017 7:48 pm
                                          Re: Google's AlphaGo team has been working on chess Milos Stanisavljevic Wed Dec 13, 2017 8:43 pm
                                                Re: Google's AlphaGo team has been working on chess Robin Messemer Wed Dec 13, 2017 8:51 pm
                                                      Re: Google's AlphaGo team has been working on chess Milos Stanisavljevic Wed Dec 13, 2017 9:23 pm
                                                            Re: Google's AlphaGo team has been working on chess Robin Messemer Wed Dec 13, 2017 9:28 pm
                                                                  Re: Google's AlphaGo team has been working on chess Milos Stanisavljevic Wed Dec 13, 2017 9:58 pm
                                                                        Re: Google's AlphaGo team has been working on chess Robin Messemer Wed Dec 13, 2017 10:06 pm
                                                                              Re: Google's AlphaGo team has been working on chess Milos Stanisavljevic Wed Dec 13, 2017 10:15 pm
                                                                                    Re: Google's AlphaGo team has been working on chess H.G.Muller Wed Dec 13, 2017 10:41 pm
                                                                                          Re: Google's AlphaGo team has been working on chess Robin Messemer Wed Dec 13, 2017 10:51 pm
                                                                                          Re: Google's AlphaGo team has been working on chess H.G.Muller Thu Dec 14, 2017 8:12 am
                                                                                          Re: Google's AlphaGo team has been working on chess Pio Korinth Thu Dec 14, 2017 9:47 am
                                                                                          Re: Google's AlphaGo team has been working on chess Truls Edvard Stokke Wed Dec 13, 2017 11:18 pm
                                                                                          Re: Google's AlphaGo team has been working on chess Milos Stanisavljevic Wed Dec 13, 2017 11:33 pm
                                    Re: Google's AlphaGo team has been working on chess Álvaro Begué Wed Dec 13, 2017 8:19 pm
                                          Re: Google's AlphaGo team has been working on chess Milos Stanisavljevic Wed Dec 13, 2017 8:57 pm
                                                Re: Google's AlphaGo team has been working on chess Álvaro Begué Wed Dec 13, 2017 9:19 pm
                                                      Re: Google's AlphaGo team has been working on chess Milos Stanisavljevic Wed Dec 13, 2017 9:24 pm
                                    Re: Google's AlphaGo team has been working on chess Truls Edvard Stokke Wed Dec 13, 2017 10:38 pm
                                          Re: Google's AlphaGo team has been working on chess Milos Stanisavljevic Wed Dec 13, 2017 11:00 pm
                                                Re: Google's AlphaGo team has been working on chess Truls Edvard Stokke Wed Dec 13, 2017 11:09 pm
      Re: Google's AlphaGo team has been working on chess Henk van den Belt Tue Dec 19, 2017 8:49 pm
            Re: Google's AlphaGo team has been working on chess Robert Pope Tue Dec 19, 2017 10:03 pm
            Re: Google's AlphaGo team has been working on chess Truls Edvard Stokke Wed Dec 20, 2017 11:38 am
                  Re: Google's AlphaGo team has been working on chess Henk van den Belt Wed Dec 20, 2017 1:38 pm
                        Re: Google's AlphaGo team has been working on chess Álvaro Begué Wed Dec 20, 2017 1:57 pm
                              Re: Google's AlphaGo team has been working on chess Henk van den Belt Wed Dec 20, 2017 3:17 pm
                                    Re: Google's AlphaGo team has been working on chess Álvaro Begué Wed Dec 20, 2017 3:28 pm
                                          Re: Google's AlphaGo team has been working on chess Henk van den Belt Wed Dec 20, 2017 4:00 pm
                                          Re: Google's AlphaGo team has been working on chess Dan Ellwein Thu Dec 21, 2017 9:18 am
                                                Re: Google's AlphaGo team has been working on chess Álvaro Begué Thu Dec 21, 2017 10:09 am
                                                      Re: Google's AlphaGo team has been working on chess Dan Ellwein Thu Dec 21, 2017 11:59 am
                                                            Re: Google's AlphaGo team has been working on chess Álvaro Begué Thu Dec 21, 2017 1:14 pm
                                                                  Re: Google's AlphaGo team has been working on chess Dan Ellwein Thu Dec 21, 2017 1:21 pm
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