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

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

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

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

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

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

https://t.co/m6XLPpsmrK

https://t.co/aqC4mCLtjJ

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

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

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

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

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

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

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

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…

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

I want to read this paper https://t.co/Cad8Fu6JA8

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 #MachineLearning #Analytics https://t.co/jP6y1ypyMl

これか。 https://t.co/wQNTndzdK1

RT @HotPaperTweet: 【コンピュータ】【囲碁】今、イ・セドルとの対局で話題のアルファ碁。論文はネイチャーに。 https://t.co/oou9yn1xRJ

Mastering the game of Go with deep neural networks and tree search : Nature : Nature Publishing Group https://t.co/yoZHbuNGFC #AI

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

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

这篇发表在nature上的论文，关于深度学习的，就是AlphaGo围棋人机大战背后的原理，深度学习模型。感兴趣的好好读读吧。读之前需要准备的知识主要是：随机过程，还有基础的算法。 https://t.co/Jy7Pr8PcqC

“Mastering the game of Go with deep neural networks and tree search (PDF Download Available)” https://t.co/I41GmBFzmZ #あとで読む #Deep_Learning

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

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…

An Interesting paper about alphago from @DeepMindAI https://t.co/YWOUIYXwDm

Mastering the game of Go with deep neural networks and tree search #ai https://t.co/xNOWwRZ1h3

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Neural net spite: Text sentiment viz https://t.co/EP7WIgRwHU says Go paper par. https://t.co/zdl33VSFfV is all bad. https://t.co/1sKQiYAeFm

Each program used approximately 5 s computation time per move. https://t.co/4rteRtEkvu

Training took around 3 weeks for 340 million training steps. https://t.co/4rteRtmJDW

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

RT @piscitelli: Mastering the game of Go with deep neural networks and tree search https://t.co/H3928ECBkM Published 27 Jan 2016 @EmelynRob…

RT @DatosUBA: Mastering the game of Go with deep neural networks and tree search https://t.co/DBDWHf6VUm Published 27 Jan 2016 @EmelynRobot…

RT @piscitelli: Mastering the game of Go with deep neural networks and tree search https://t.co/H3928ECBkM Published 27 Jan 2016 @EmelynRob…

Mastering the game of Go with deep neural networks and tree search https://t.co/DBDWHf6VUm Published 27 Jan 2016 @EmelynRobot @valenzine

Mastering the game of Go with deep neural networks and tree search https://t.co/H3928ECBkM Published 27 Jan 2016 @EmelynRobot @valenzine

GameGoの基本構造を見て思ったのは今まで『人間の勘』で解けてた問題が 効率よく解けるようになるのではないかという事 https://t.co/QAY0bvf0i3

El mundo es (mucho) mas complicado que un tablero. Pq la victoria (aplastante) de #AlpahGo es un fracaso para la #AI https://t.co/cE3mJeLy9E

RT @PavelTomancak: Not a sliver of source code associated with #alphaGO @nature paper. https://t.co/WRKvDKQVWX Try publishing like that whe…

RT @PavelTomancak: Not a sliver of source code associated with #alphaGO @nature paper. https://t.co/WRKvDKQVWX Try publishing like that whe…

RT @seb_schreiber: "1st time..a computer program..defeated a human prof. player in..Go, a feat previously thought to be..a decade away" htt…

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…

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

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…

RT @PavelTomancak: Not a sliver of source code associated with #alphaGO @nature paper. https://t.co/WRKvDKQVWX Try publishing like that whe…

RT @PavelTomancak: Not a sliver of source code associated with #alphaGO @nature paper. https://t.co/WRKvDKQVWX Try publishing like that whe…

RT @PavelTomancak: Not a sliver of source code associated with #alphaGO @nature paper. https://t.co/WRKvDKQVWX Try publishing like that whe…

AlphaGo論文、ここで読めた https://t.co/l0m3arv2Fs

RT @PavelTomancak: Not a sliver of source code associated with #alphaGO @nature paper. https://t.co/WRKvDKQVWX Try publishing like that whe…

RT @PavelTomancak: Not a sliver of source code associated with #alphaGO @nature paper. https://t.co/WRKvDKQVWX Try publishing like that whe…

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…

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…

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…

RT @PavelTomancak: Not a sliver of source code associated with #alphaGO @nature paper. https://t.co/WRKvDKQVWX Try publishing like that whe…

RT @PavelTomancak: Not a sliver of source code associated with #alphaGO @nature paper. https://t.co/WRKvDKQVWX Try publishing like that whe…

RT @PavelTomancak: Not a sliver of source code associated with #alphaGO @nature paper. https://t.co/WRKvDKQVWX Try publishing like that whe…

RT @PavelTomancak: Not a sliver of source code associated with #alphaGO @nature paper. https://t.co/WRKvDKQVWX Try publishing like that whe…

Not a sliver of source code associated with #alphaGO @nature paper. https://t.co/WRKvDKQVWX Try publishing like that when you aren't #Google

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…

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…

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…