Mastering the game of Go with deep neural networks and tree search

RT @ImDataScientist: Mastering the game of Go with deep neural networks and tree search #MachineLearning #Analytics https://t.co/jP6y1ypyMl

20 Dec 2016

Mastering the game of Go with deep neural networks and tree search #MachineLearning #Analytics https://t.co/jP6y1ypyMl

20 Dec 2016

Mastering the game of Go with deep neural networks and tree search https://t.co/tX2XiP8Xu4

18 Dec 2016

I think.. *I think* I've sort of got a grasp of this now, almost a year later.. https://t.co/YIGwPfOjtD

17 Dec 2016

RT @ImDataScientist: Mastering the game of Go with deep neural networks and tree search #MachineLearning #Analytics https://t.co/jP6y1ypyMl

RT @ImDataScientist: Mastering the game of Go with deep neural networks and tree search #MachineLearning #Analytics https://t.co/jP6y1ypyMl

Mastering the game of Go with deep neural networks and tree search: via @AChang007 #AIMed16 https://t.co/rb1C1KTTrZ

RT @ImDataScientist: Mastering the game of Go with deep neural networks and tree search #MachineLearning #Analytics https://t.co/jP6y1ypyMl

Mastering the game of Go with deep neural networks and tree search #MachineLearning #Analytics https://t.co/jP6y1ypyMl

RT @ImDataScientist: Mastering the game of Go with deep #neural #networks and tree search https://t.co/nW2713mPqk #deeplearning #machinelea…

Mastering the game of Go with deep #neural #networks and tree search https://t.co/nW2713mPqk #deeplearning #machinelearning #nature

RT @ImDataScientist: Mastering the game of Go with deep #neural #networks and tree search https://t.co/nW2713mPqk #deeplearning #machinelea…

09 Dec 2016

Mastering the game of Go with deep #neural #networks and tree search https://t.co/nW2713mPqk #deeplearning #machinelearning #nature

09 Dec 2016

DeepZenGoスペック上げれなかったのかな？速度問題？対 Lee Sedol戦でのAlphaGoのスペックは1,202 CPUs 176 GPUs Nature論文の最大スケール版は1,920 CPUs 280 GPUsもある https://t.co/GC9lHwGT7j https://t.co/jyWAYM3MbR

24 Nov 2016

RT @ImDataScientist: Mastering the game of Go with deep neural networks and tree search #MachineLearning #Analytics https://t.co/jP6y1y7XnL

01 Nov 2016

Mastering the game of Go with deep neural networks and tree search #MachineLearning #Analytics https://t.co/jP6y1y7XnL

01 Nov 2016

AlphaGoの論文が出てる Mastering the game of Go with deep neural networks and tree search https://t.co/KX5AnReJQx

31 Oct 2016

https://t.co/MBTAi75Ah8 某論文ってこれですか

30 Oct 2016

Ah, Saturday. Time to re-read @DeepMindAI's AlphaGo paper & count poss 13 nationalities behind it! https://t.co/8wK2gDmJE9 cc @demishassabis https://t.co/P3kxBiffup

29 Oct 2016

Mastering the game of Go with deep neural networks and tree search #MachineLearning #Analytics https://t.co/jP6y1ypyMl

26 Oct 2016

RT @gp_pulipaka: How does #AlphaGo work with #DNNs. #BigData #DeepLearning #MachineLearning #DataScience #AI @DeepMindAI https://t.co/pLb…

25 Oct 2016

How does #AlphaGo work with #DNNs. #BigData #DeepLearning #MachineLearning #DataScience #AI @DeepMindAI https://t.co/pLbh8KgBQC https://t.co/qHSZ8BHKZy

25 Oct 2016

RT @gp_pulipaka: How does #AlphaGo work with #DNNs. #BigData #DeepLearning #MachineLearning #DataScience #AI @DeepMindAI…

RT @gp_pulipaka: How does #AlphaGo work with #DNNs. #BigData #DeepLearning #MachineLearning #DataScience #AI @DeepMindAI…

RT @gp_pulipaka: How does #AlphaGo work with #DNNs. #BigData #DeepLearning #MachineLearning #DataScience #AI @DeepMindAI…

RT @gp_pulipaka: How does #AlphaGo work with #DNNs. #BigData #DeepLearning #MachineLearning #DataScience #AI @DeepMindAI…

RT @gp_pulipaka: How does #AlphaGo work with #DNNs. #BigData #DeepLearning #MachineLearning #DataScience #AI @DeepMindAI…

RT @gp_pulipaka: How does #AlphaGo work with #DNNs. #BigData #DeepLearning #MachineLearning #DataScience #AI @DeepMindAI…

RT @gp_pulipaka: How does #AlphaGo work with #DNNs. #BigData #DeepLearning #MachineLearning #DataScience #AI @DeepMindAI…

RT @gp_pulipaka: How does #AlphaGo work with #DNNs. #BigData #DeepLearning #MachineLearning #DataScience #AI @DeepMindAI…

How does #AlphaGo work with #DNNs. #BigData #DeepLearning #MachineLearning #DataScience #AI @DeepMindAI https://t.co/DJDECUEoMF https://t.co/CgF9cYwf3p

皆様，もうご存知かもしれませんが，AlphaGoの技術的詳細を記述した論文発見． https://t.co/YSWhgqX8P1 時間を見つけて目を通そう

22 Sep 2016

@snowded Are they the same experts that believed 5 years ago that the GO game would not be solved any time soon? https://t.co/xJbKZHAkT8

22 Sep 2016

Mastering the game of Go with deep #neural #networks and tree search https://t.co/nW2713mPqk #deeplearning #machinelearning #nature

18 Sep 2016

Mastering the game of Go with deep neural networks and tree search #MachineLearning #Analytics https://t.co/jP6y1ypyMl

16 Sep 2016

Mastering the game of Go with deep #neural #networks and tree search https://t.co/nW2713EqhS #deeplearning #machinelearning #nature

16 Sep 2016

https://t.co/wuCdsosHjm ‘value networks’ to evaluate positions & ‘policy networks’ to select moves. Low & high,short & long term,yin & yang

11 Sep 2016

His key AI paper in Nature changed the course of history. The mind behind computer GO win. https://t.co/ehJLE3XutO https://t.co/zXqxjTbfUk

31 Aug 2016

Mastering the game of Go with deep neural networks and tree search #MachineLearning #Analytics https://t.co/jP6y1y7XnL

16 Aug 2016

RT @yuji_ikegaya: 最強の囲碁ソフトが発表されました。もはやプロも勝てないそうです。今朝の『ネイチャー』誌→https://t.co/NnSfRC90iX（従来のソフトよりも先読み手数が劇的に少ないのがポイント。しらみ潰し的解析による必勝法でなく、人間のような「…

14 Aug 2016

Mastering the game of Go with deep #neural #networks and tree search https://t.co/nW2713EqhS #deeplearning #machinelearning #nature

13 Aug 2016

Mastering the game of Go with deep neural networks and tree search #MachineLearning #Analytics https://t.co/jP6y1ypyMl

11 Aug 2016

RT @ImDataScientist: Mastering the game of Go with deep neural networks and tree search #MachineLearning #Analytics https://t.co/jP6y1ypyMl

Mastering the game of Go with deep neural networks and tree search #MachineLearning #Analytics https://t.co/jP6y1ypyMl

RT @ImDataScientist: Mastering the game of Go with deep neural networks and tree search #MachineLearning #Analytics https://t.co/jP6y1y7XnL

Mastering the game of Go with deep neural networks and tree search #MachineLearning #Analytics https://t.co/jP6y1y7XnL

Mastering the game of Go with deep neural networks and tree search #MachineLearning #Analytics https://t.co/jP6y1ypyMl

Mastering the game of Go with deep neural networks and tree search #MachineLearning #Analytics https://t.co/jP6y1ypyMl

05 Aug 2016

RT @ImDataScientist: Mastering the game of Go with deep neural networks and tree search #MachineLearning #Analytics https://t.co/jP6y1y7XnL

26 Jul 2016

RT @MariaSpiropulu: DeepMind surprising Go win w/ combo of supervised and reinforcement learning @nature @demishassabis https://t.co/NSl…

25 Jul 2016

Finally went through the AlphaGo paper in Nature in some detail. Lots of clever things going on! https://t.co/zPxu4t96JR

22 Jul 2016

RT @ImDataScientist: Mastering the game of Go with deep neural networks and tree search #MachineLearning #Analytics https://t.co/jP6y1y7XnL

RT @ImDataScientist: Mastering the game of Go with deep neural networks and tree search #MachineLearning #Analytics https://t.co/jP6y1y7XnL

RT @ImDataScientist: Mastering the game of Go with deep neural networks and tree search #MachineLearning #Analytics https://t.co/jP6y1y7XnL

RT @ImDataScientist: Mastering the game of Go with deep neural networks and tree search #MachineLearning #Analytics https://t.co/jP6y1y7XnL

Mastering the game of Go with deep neural networks and tree search #MachineLearning #Analytics https://t.co/jP6y1y7XnL

Mastering the game of Go with deep neural networks and tree search #MachineLearning #Analytics https://t.co/jP6y1y7XnL

16 Jul 2016

Features for policy/value networkEach position s was pre-processed into a set of 19 × 19 feature planes. https://t.co/4rteRtEkvu

14 Jul 2016

The leaf position sL is processed just once by the SL policy network pσ. https://t.co/4rteRtmJDW

08 Jul 2016

Mastering the game of Go with deep neural networks and tree search #MachineLearning #Analytics https://t.co/jP6y1ypyMl

04 Jul 2016

Face recognition: a convolutional neural-network approach. https://t.co/4rteRtmJDW

02 Jul 2016

On-line policy improvement using Monte-Carlo search. https://t.co/4rteRtmJDW

24 Jun 2016

A world championship caliber checkers program. https://t.co/4rteRtmJDW

23 Jun 2016

https://t.co/m6XLPpsmrK

22 Jun 2016

https://t.co/aqC4mCLtjJ

19 Jun 2016

Games against the human European champion Fan Hui were also included; these games used longer time controls. https://t.co/4rteRtmJDW

10 Jun 2016

RT @socialego: 구글이 알파고의 논문과 소스코드를 공개했습니다. 구글의 자신감이 느껴지네요. 알파고 페이퍼 : https://t.co/dJ5Mi0ALkA 알파고 소스코드 : https://t.co/RNjVEkyZBy https://t…

07 Jun 2016

Face recognition: a convolutional neural-network approach. https://t.co/4rteRtmJDW

06 Jun 2016

グーグルの囲碁のプログラムのNature論文、これですね。　https://t.co/LsjhsTKOAx

04 Jun 2016

Similar to prior work13, 15, we also train a fast policy pπ that can rapidly sample actions during rollouts. https://t.co/4rteRtmJDW

04 Jun 2016

Mastering the game of Go with deep #neural #networks and tree search https://t.co/nW2713EqhS #deeplearning #machinelearning #nature

02 Jun 2016

Mastering the game of Go with deep #neural #networks and tree search https://t.co/nW2713EqhS #deeplearning #machinelearning #nature

01 Jun 2016

RT @oldblue2012: ほとんどのがんは、有毒化学物質や放射線などの「回避可能な外的な要因」によって発生することを示した論文が、Nature 2016年1月7日号 43ページに掲載された。https://t.co/eLdfHmj05n https://t.co/8QD…

31 May 2016

Still amazed by + struggling to get my head around https://t.co/3dRZU5kiXw

29 May 2016

Multiple simulations are executed in parallel on separate search threads. https://t.co/4rteRtmJDW

29 May 2016

Mimicking Go experts with convolutional neural networks. https://t.co/4rteRtmJDW

26 May 2016

Our program AlphaGo integrates these components together, at scale, in a high-performance tree search engine. https://t.co/4rteRtEkvu

26 May 2016

Googleのアルファ碁関連の論文 Mastering the game of Go with deep neural networks and tree search : Nature https://t.co/4VLMvMDXCY

24 May 2016

RT @CrossrefOrg: This month’s most popular scholarly content was https://t.co/YCpFG5B5Xc from @nature, it was resolved 33263 times!

23 May 2016

Deep Learning vs. human expertise in Go (Nature paper): https://t.co/ObkXgsbGWX

23 May 2016

Here is the link to the paper https://t.co/dr8Q6Q7607 discussing how AlphaGo beat Lee Sedol https://t.co/UAruuHrOsn #DeepLearning

20 May 2016

Mastering the game of Go with deep neural networks and tree search #MachineLearning #Analytics https://t.co/jP6y1y7XnL

14 May 2016

4 million positions from 160,000 games played by KGS 6 to 9 dan human players; 35. https://t.co/4rteRtmJDW

07 May 2016

Time controls for formal games were 1 h main time plus three periods of 30 s byoyomi. https://t.co/4rteRtEkvu

06 May 2016

RT @CrossrefOrg: This month’s most popular scholarly content was https://t.co/YCpFG5B5Xc from @nature, it was resolved 33263 times!

04 May 2016

グーグルの囲碁のプログラムのNature論文、これですね。　https://t.co/LsjhsTKOAx

04 May 2016

RT @CrossrefOrg: This month’s most popular scholarly content was https://t.co/YCpFG5B5Xc from @nature, it was resolved 33263 times!

02 May 2016

RT @CrossrefOrg: This month’s most popular scholarly content was https://t.co/YCpFG5B5Xc from @nature, it was resolved 33263 times!

02 May 2016

This month’s most popular scholarly content was https://t.co/YCpFG5B5Xc from @nature, it was resolved 33263 times!

02 May 2016

The performance of MCTS is to a large degree determined by the quality of the rollout policy. https://t.co/4rteRtmJDW

01 May 2016

We augmented the data set to include all eight reflections and rotations of each position. https://t.co/4rteRtEkvu

29 Apr 2016

RT @ImDataScientist: Mastering the game of Go with deep neural networks and tree search #MachineLearning #Analytics https://t.co/jP6y1ypyMl

28 Apr 2016