ChessUSA.com TalkChess.com
Hosted by Your Move Chess & Games
 
 FAQFAQ   SearchSearch   MemberlistMemberlist   UsergroupsUsergroups   RegisterRegister 
 ProfileProfile   Log in to check your private messagesLog in to check your private messages   Log inLog in 

AlphaZero beats AlphaGo Zero, Stockfish, and Elmo
Post new topic    TalkChess.com Forum Index -> Computer Chess Club: General Topics Flat
View previous topic :: View next topic  
Author Message
Milos Stanisavljevic



Joined: 25 Nov 2009
Posts: 2455

PostPost subject: Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo    Posted: Thu Dec 07, 2017 5:27 pm Reply to topic Reply with quote

EvgeniyZh wrote:
The info on TPUs is vague, but it's said to have ~45 TFLOPs (half precision probably). For example see here. That would mean that AlphaZero ran 180 TFLOPs system. It's believed 1080 Ti is kinda cost-optimal for DL, and you'd need 16-18 of them to match performance (you may round up to 20). That's not what you'd put at home, but many DL researchers have that amount of resources. I'd roughly approximate it around $60k for the whole thing, give or take. With next generation GPU you probably can fit the whole thing in one node.
lkaufman wrote:

The other conditions were of course not "fair", but reasonable given that AlphaZero only trained for a few hours. I suppose if Stockfish used a good book, was allowed to use its time management as if the time limit were pure increment, and used the latest dev. version, the match would have been much closer, but probably (judging by the infinite win to loss ratio and the actual games) SF would have still lost. The games were amazing.

Bottom line, assuming the comparable cost claim is accurate: If Google wants to optimize the software for a few weeks and sell it, rent it, or give it away, we have a revolution in computer chess. But my guess is that they won't do this, in which case the revolution may be delayed a couple years or so.

First you have to understand what TPU is. There is enough material on that, published by no one else but Google.
https://arxiv.org/abs/1704.04760
Second it is not 45 TFLOPs but 92 TOPS and that is first generation TPU. They don't say explicitly in the paper which generation TPU they used for inference (they say it just for training) but logic kind of tells us second generation is more probable.
Second generation TPUs performance is 180 TOPS.
It is int8 multiplication not single or double floating point precision operations you are used to from common GPUs and NVIDIA in general and it is certainly not tensor FLOPS (stupid marketing term by NVIDIA that has zero meaning in reality).
V100 has 15 TFLOPS single precision, that is the most you can get if you use single precision floating point as a replacement for integer multiplication. So you would need 6 V100 for one first generation TPU, and 12 for second generation one.
Alpha0 used 4 TPUs for running games, so at best 24 V100, at worst 48 V100.
V100 will at best cost 10k$, or 250k$ of half a million bucks just to run alpha0, and you think there would be chess enthusiasts to afford it???

And give me a break with theoretical GP102 performance (1080Ti). I work with them for ML and that is pure BS, so much BS that NVIDIA actually never published the figure, but instead what ppl compute as num_cores x frequency x 2 which is totally detached from reality.
In reality if you run int multiplications on it you'd see the performance is not even 1 TOPS (for int multiplication).
You think NVIDIA is so stupid to sell V100 for >10k$ offering almost the same performance as 1080Ti that costs 600$???
Back to top
View user's profile Send private message
Display posts from previous:   
Subject Author Date/Time
AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Carl Lumma Wed Dec 06, 2017 8:22 am
      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Mike Libanan Wed Dec 06, 2017 1:07 pm
            Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 1:30 pm
                  Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 1:31 pm
                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Daniel Shawul Wed Dec 06, 2017 1:36 pm
                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 4:17 pm
                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Joseph Ellis Wed Dec 06, 2017 4:22 pm
                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Henk van den Belt Wed Dec 06, 2017 4:24 pm
                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Carl Lumma Wed Dec 06, 2017 4:53 pm
                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Wed Dec 06, 2017 5:02 pm
                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Rémi Coulom Wed Dec 06, 2017 5:11 pm
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Wed Dec 06, 2017 5:28 pm
                                                      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Rémi Coulom Wed Dec 06, 2017 5:43 pm
                                                            Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Wed Dec 06, 2017 5:49 pm
                                                                  Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Joseph Ellis Wed Dec 06, 2017 5:53 pm
                                                                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Wed Dec 06, 2017 5:59 pm
                                                                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Joseph Ellis Wed Dec 06, 2017 6:00 pm
                                                                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Wed Dec 06, 2017 6:03 pm
                                                                  Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Rémi Coulom Wed Dec 06, 2017 6:05 pm
                                                                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Anil V Dharan Wed Dec 06, 2017 6:09 pm
                                                                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Oleg Smirnov Wed Dec 06, 2017 6:22 pm
                                                                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Anil V Dharan Wed Dec 06, 2017 6:28 pm
                                                                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Leo Anger Wed Dec 06, 2017 11:05 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Joseph Ellis Wed Dec 06, 2017 11:08 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Leo Anger Wed Dec 06, 2017 11:53 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Rasmus Althoff Wed Dec 06, 2017 11:13 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Wed Dec 06, 2017 11:23 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Joseph Ellis Wed Dec 06, 2017 11:30 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Leo Anger Wed Dec 06, 2017 11:56 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Leto Atreides Wed Dec 06, 2017 11:58 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Leo Anger Thu Dec 07, 2017 12:08 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Rasmus Althoff Thu Dec 07, 2017 12:35 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Leo Anger Thu Dec 07, 2017 12:45 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Rasmus Althoff Thu Dec 07, 2017 1:06 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Uri Blass Thu Dec 07, 2017 1:30 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Michael B Thu Dec 07, 2017 2:28 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Joseph Ellis Thu Dec 07, 2017 2:38 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Michael B Thu Dec 07, 2017 2:54 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Thu Dec 07, 2017 11:49 am
                                                                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 7:30 pm
                                                                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Wed Dec 06, 2017 6:32 pm
                                                                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Rémi Coulom Wed Dec 06, 2017 6:51 pm
                                                                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Wed Dec 06, 2017 7:05 pm
                                                                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 7:36 pm
                                                                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Albert Silver Thu Dec 07, 2017 3:35 am
                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Carl Lumma Wed Dec 06, 2017 5:32 pm
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Wed Dec 06, 2017 5:39 pm
                                                      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Carl Lumma Wed Dec 06, 2017 5:51 pm
                                                            Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Wed Dec 06, 2017 5:55 pm
                                                      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Evgeniy Zheltonozhskiy Thu Dec 07, 2017 4:01 am
                                                            Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Larry Kaufman Thu Dec 07, 2017 5:57 am
                                                                  Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Evgeniy Zheltonozhskiy Thu Dec 07, 2017 6:21 am
                                                                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Thu Dec 07, 2017 5:27 pm
                                                                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Evgeniy Zheltonozhskiy Thu Dec 07, 2017 6:38 pm
                                                                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Thu Dec 07, 2017 6:54 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Evgeniy Zheltonozhskiy Thu Dec 07, 2017 7:25 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Adam Hair Fri Dec 08, 2017 1:40 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Fri Dec 08, 2017 1:59 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Evgeniy Zheltonozhskiy Fri Dec 08, 2017 8:34 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Evgeniy Zheltonozhskiy Fri Dec 08, 2017 8:14 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Fri Dec 08, 2017 5:14 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Rasmus Althoff Fri Dec 08, 2017 7:45 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Guenther Simon Fri Dec 08, 2017 7:54 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Rasmus Althoff Fri Dec 08, 2017 8:23 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Sat Dec 09, 2017 3:24 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Dan Ellwein Sun Dec 10, 2017 6:17 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Sun Dec 10, 2017 6:30 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Sat Dec 09, 2017 3:20 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Sat Dec 09, 2017 3:19 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Rasmus Althoff Sat Dec 09, 2017 5:14 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Uri Blass Sat Dec 09, 2017 4:54 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Rasmus Althoff Sat Dec 09, 2017 5:18 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Evgeniy Zheltonozhskiy Fri Dec 08, 2017 9:09 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Sat Dec 09, 2017 3:27 pm
                                                                  Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Thu Dec 07, 2017 11:53 am
                                                                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Larry Kaufman Thu Dec 07, 2017 4:08 pm
                                                                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Fri Dec 08, 2017 5:03 pm
                                                                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Larry Kaufman Fri Dec 08, 2017 8:18 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Carl Bicknell Fri Dec 08, 2017 9:26 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Michael B Sat Dec 09, 2017 12:09 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Carl Lumma Fri Dec 08, 2017 9:36 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Sat Dec 09, 2017 3:34 pm
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 7:40 pm
                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Richard Delorme Wed Dec 06, 2017 8:28 pm
                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 8:35 pm
                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Joseph Ellis Wed Dec 06, 2017 8:39 pm
                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 8:40 pm
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Joseph Ellis Wed Dec 06, 2017 8:41 pm
                                                      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 8:50 pm
                  Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Norman Schmidt Wed Dec 06, 2017 2:32 pm
                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Norman Schmidt Wed Dec 06, 2017 2:41 pm
                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 4:08 pm
                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Wed Dec 06, 2017 4:15 pm
                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 4:21 pm
                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Wed Dec 06, 2017 2:44 pm
                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Norman Schmidt Wed Dec 06, 2017 3:02 pm
                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Wed Dec 06, 2017 3:33 pm
                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Jon Dart Wed Dec 06, 2017 5:48 pm
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 7:45 pm
                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Richard Delorme Wed Dec 06, 2017 8:43 pm
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 8:51 pm
                                                      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Greg Simpson Thu Dec 07, 2017 7:07 am
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Wed Dec 06, 2017 8:52 pm
                                                      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Thu Dec 07, 2017 11:56 am
                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 4:11 pm
                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Mike Libanan Wed Dec 06, 2017 4:22 pm
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 4:26 pm
                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Richard Delorme Wed Dec 06, 2017 8:24 pm
                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Wed Dec 06, 2017 8:29 pm
                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Joseph Ellis Wed Dec 06, 2017 8:32 pm
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 8:39 pm
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Wed Dec 06, 2017 8:39 pm
                                                      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Joseph Ellis Wed Dec 06, 2017 8:44 pm
                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 8:32 pm
                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 4:06 pm
                  Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Carl Lumma Wed Dec 06, 2017 4:56 pm
                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Mike Libanan Wed Dec 06, 2017 5:03 pm
                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 5:16 pm
                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Mike Libanan Wed Dec 06, 2017 5:44 pm
                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Joseph Ellis Wed Dec 06, 2017 5:48 pm
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 8:00 pm
                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 7:55 pm
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Joseph Ellis Wed Dec 06, 2017 7:57 pm
                                                      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 8:02 pm
                                                            Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Joseph Ellis Wed Dec 06, 2017 8:04 pm
                                                                  Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 8:42 pm
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Norman Schmidt Wed Dec 06, 2017 8:41 pm
                                                      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 8:48 pm
                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Dan Cooper Wed Dec 06, 2017 5:56 pm
                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 8:07 pm
                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 5:11 pm
                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Norman Schmidt Wed Dec 06, 2017 5:24 pm
                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 8:11 pm
                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Joseph Ellis Wed Dec 06, 2017 8:23 pm
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Bigler Wed Dec 06, 2017 8:34 pm
                                                      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 9:01 pm
                                                            Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Dan Ellwein Wed Dec 06, 2017 11:21 pm
                                                                  Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Thu Dec 07, 2017 11:58 am
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 8:58 pm
                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Uri Blass Wed Dec 06, 2017 8:41 pm
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 9:04 pm
                                                      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo F. Bluemers Wed Dec 06, 2017 9:08 pm
                                                      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Uri Blass Wed Dec 06, 2017 10:12 pm
                                                            Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Thu Dec 07, 2017 12:00 pm
                                                                  Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Evgeniy Zheltonozhskiy Thu Dec 07, 2017 1:45 pm
                                                                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Thu Dec 07, 2017 5:32 pm
                                                                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Evgeniy Zheltonozhskiy Thu Dec 07, 2017 6:39 pm
                                                                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Thu Dec 07, 2017 7:20 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Evgeniy Zheltonozhskiy Thu Dec 07, 2017 7:29 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Thu Dec 07, 2017 7:37 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Carl Lumma Fri Dec 08, 2017 12:50 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Fri Dec 08, 2017 1:48 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Adam Hair Fri Dec 08, 2017 2:11 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Fri Dec 08, 2017 2:15 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Fri Dec 08, 2017 2:36 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Adam Hair Fri Dec 08, 2017 1:59 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Fri Dec 08, 2017 2:04 am
                                                                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Jef Kaan Thu Dec 07, 2017 6:50 pm
                                                                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Fri Dec 08, 2017 5:06 pm
            Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Mike Libanan Wed Dec 06, 2017 3:36 pm
                  Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 4:23 pm
      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo fernando Wed Dec 06, 2017 5:17 pm
      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo daniel jose Wed Dec 06, 2017 8:19 pm
      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Ted Summers Wed Dec 06, 2017 9:43 pm
            Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Chris Burns Wed Dec 06, 2017 10:13 pm
                  Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Erin Dame Wed Dec 06, 2017 10:26 pm
                  Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Eelco de Groot Wed Dec 06, 2017 10:37 pm
                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Ian Osgood Wed Dec 06, 2017 11:52 pm
                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Thu Dec 07, 2017 12:10 pm
                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Tony Mokonen Thu Dec 07, 2017 5:17 pm
                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Fri Dec 08, 2017 5:22 pm
                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Uri Blass Fri Dec 08, 2017 5:46 pm
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Robin Messemer Fri Dec 08, 2017 6:03 pm
                                                      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Tony Mokonen Fri Dec 08, 2017 7:20 pm
                                                            Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Guenther Simon Fri Dec 08, 2017 7:56 pm
                                                                  Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Tony Mokonen Fri Dec 08, 2017 11:21 pm
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Sat Dec 09, 2017 3:37 pm
                                                      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Uri Blass Sat Dec 09, 2017 4:57 pm
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Jesse Gersenson Sat Dec 09, 2017 5:04 pm
                  Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Thu Dec 07, 2017 12:03 pm
                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Norman Schmidt Thu Dec 07, 2017 1:26 pm
                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Jhor A. Vi Thu Dec 07, 2017 1:44 pm
                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Robert Pope Thu Dec 07, 2017 3:46 pm
                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Fri Dec 08, 2017 5:27 pm
                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Fri Dec 08, 2017 5:24 pm
      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Michael B Thu Dec 07, 2017 3:00 am
      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo daniel jose Thu Dec 07, 2017 6:23 am
            Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Oliver Roese Thu Dec 07, 2017 1:04 pm
                  Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Fri Dec 08, 2017 5:32 pm
                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Ian Osgood Fri Dec 08, 2017 6:37 pm
                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Sat Dec 09, 2017 3:41 pm
      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Ian Osgood Thu Dec 07, 2017 5:30 pm
      Chess content and openings Lyudmil Tsvetkov Thu Dec 07, 2017 6:57 pm
            Re: Chess content and openings Larry Kaufman Thu Dec 07, 2017 7:38 pm
                  Re: Chess content and openings Lyudmil Tsvetkov Fri Dec 08, 2017 5:41 pm
      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Jesse Gersenson Thu Dec 07, 2017 7:13 pm
            Re: AlphaZero Supposedly Beat Stockfish 8 AA Ross Thu Dec 07, 2017 7:29 pm
            Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Dmitri Gusev Fri Dec 08, 2017 1:07 am
Post new topic    TalkChess.com Forum Index -> Computer Chess Club: General Topics

 
Jump to:  
You cannot post new topics in this forum
You cannot reply to topics in this forum
You cannot edit your posts in this forum
You cannot delete your posts in this forum
You cannot vote in polls in this forum




Powered by phpBB © 2001, 2005 phpBB Group
Enhanced with Moby Threads