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

科学人前沿 【年度榜单】2016年度十大科学突破 浩瀚的人类历史长河里，这一年只是短短的一瞬。每年的盘点与回望，都让我们振奋也迷茫，科学的突破与进展，还将把人类带向何方？ 果壳科技评论

Guokr.com, 03 Sep 2019

中国春节正月初四，一个由1000多位科学家组成的LIGO科学合作组织宣布：“We did it！”，在世界的一片惊诧和惊喜之中，拉开了2016年科学大发现的序幕：人类第一次捕捉到了来自13亿光年外双黑洞合并引发的时空“涟漪”。 除了接收到来自宇宙的新信息，这…

Google says it built a ‘superhuman’ game-playing AI. Is it truly intelligent? | NOVA | PBS | NOVA

PBS, 18 Jun 2019

For humans, chess may take a lifetime to master. But Google DeepMind’s new artificial intelligence program, AlphaZero, can…

Is Google's AlphaZero Intelligent? | NOVA | PBS | NOVA

PBS, 08 Mar 2019

For humans, chess may take a lifetime to master. But Google DeepMind’s new artificial intelligence program, AlphaZero, can…

Google's New AI Is a Master of Games, But How Does It Compare to the Human Mind? | Innovation

Smithsonian Magazine, 10 Dec 2018

For humans, chess may take a lifetime to master. But Google DeepMind’s new artificial intelligence program, AlphaZero, can…

News story from Neue Züricher Zeitung (NZZ) on Thursday 06 December 2018

Neue Züricher Zeitung (NZZ), 06 Dec 2018

From OPM to AI

Inside Higher Ed, 28 Nov 2018

Three things are going to happen in higher ed in the next few years: Artificial intelligence will fundamentally change the…

Why Autonomous Cars Traffic in Fake Humanity

Inverse, 09 Jun 2018

By David Danks, Carnegie Mellon University In 2016, self-driving cars went mainstream.

Artificial Intelligence In Healthcare: Separating Reality From Hype

Forbes, 13 Mar 2018

It’s impossible to read about the future of healthcare without encountering two pixilated vowels that, together, represent the…

Artificial Intelligence's "Holy Grail" Victory

Billings Gazette, 31 Dec 2017

In 1943, at the height of World War II, the U.S. military hired an audacious psychologist named B.F.

Artificial Intelligences "Holy Grail" Victory

Yahoo! Finance USA, 31 Dec 2017

In 1943, at the height of World War II, the U.S. military hired an audacious psychologist named B.F.

Artificial Intelligence's "Holy Grail" Victory

Northwest Indiana Times, 31 Dec 2017

In 1943, at the height of World War II, the U.S. military hired an audacious psychologist named B.F.

Artificial Intelligence's "Holy Grail" Victory

Arizona Daily Star, 31 Dec 2017

In 1943, at the height of World War II, the U.S. military hired an audacious psychologist named B.F.

Artificial Intelligence's "Holy Grail" Victory

Lincoln Journal Star, 31 Dec 2017

In 1943, at the height of World War II, the U.S. military hired an audacious psychologist named B.F.

Artificial Intelligence's "Holy Grail" Victory

Wisconsin State Journal, 31 Dec 2017

In 1943, at the height of World War II, the U.S. military hired an audacious psychologist named B.F.

Artificial Intelligence's "Holy Grail" Victory

NASDAQ, 31 Dec 2017

In 1943, at the height of World War II, the U.S. military hired an audacious psychologist named B.F.

What AlphaGo Zero Means for the Future of AI | EE Times

EE Times , 22 Nov 2017

Blog Intel's Bob Rogers explains the possibilities that emerge as AI progresses beyond standard machine learning.

DeepMind wants to find the next miracle material-experts just don’t know how they’ll pull it off

True Viral News, 25 Oct 2017

Artificial intelligence has historically over-promised and under-delivered. That routine leads to spurts of what those in the…

DeepMind wants to find the next miracle material—experts just don’t know how they’ll pull it off

Quartz, 25 Oct 2017

Artificial intelligence has historically over-promised and under-delivered. That routine leads to spurts of what those in the…

This AI Taught Itself to Play Go and Beat the Reigning AI Champion

Vice, 18 Oct 2017

In early 2016, an artificial intelligence called AlphaGo shocked the world when it beat the reigning world champion in a series…

Un ordenador de Google vence al hombre en un complicado juego de estrategia

ABC.es, 25 Sep 2017

Al genial Marvin Minsky, padre de la Inteligencia Artificial, fallecido hace pocos días, le habría encantado leer esta noticia…

AlphaGo : après avoir battu le n° 1 mondial du jeu de go, l'IA prend sa retraite

Futura-Sciences, 29 May 2017

AlphaGo a remporté ses trois matchs face au n° 1 mondial de jeu de go, Ke Jie. L'intelligence artificielle de DeepMind (Google…

Artificial intelligence just reached a milestone that was supposed to be 10 years away

Vox.com, 25 May 2017

Artificial intelligence just overcame a new hurdle: learning to play Go, a game thousands of times more complex than chess…

Jeu de go : AlphaGo remporte son premier duel contre le N° 1 mondial

Futura-Sciences, 24 May 2017

À l'occasion du Sommet sur l'avenir du go qui se tient en Chine, l'IA AlphaGo de Google DeepMind s'est lancé dans une série de…

Finding solace in defeat by artificial intelligence

MIT Technology Review, 28 Apr 2017

Fan Hui, the European Go champion, needed some fresh air. “I don’t understand myself anymore.” Hui was the first professional…

This chart illustrates how AI is exploding at Google

MIT Technology Review, 25 Mar 2017

Nature. The Proceedings of the National Academy of Sciences. The Journal of the American Medical Association.

Now, I am the master.

Wtoutia, 16 Mar 2017

戳 ，关注无极菌~ 看到这两天闹得沸沸扬扬的Master，没有特别关注过围棋的同学们是不是被各路报道搞得云里雾里了？别方～下面就让无极菌带大家看一看Master到底是何方神圣吧！ 这周，一位名为'Master'的网友在弈城和野狐（在线对弈网站）对职业棋手达成…

Can we trust self-driving cars?

Salon, 08 Jan 2017

Autonomous technologies are rapidly spreading beyond the transportation sector, into health care, advanced cyberdefense and…

Jeu de go : une nouvelle version d'AlphaGo a battu le N°1 mondial

Futura-Sciences, 06 Jan 2017

Dans la foulée de la retentissante victoire de son intelligence artificielle AlphaGo contre le champion sud-coréen Lee Sedol…

Ironically, Autonomous Cars Will Earn Human Trust By Seeming Human

Inverse, 03 Jan 2017

By David Danks, Carnegie Mellon University In 2016, self-driving cars went mainstream.

Finding Trust and Understanding in Autonomous Technologies

Betabeat (New York Observer), 03 Jan 2017

Hands off – but do we trust the car? Pexels In 2016, self-driving cars went mainstream.

Finding Trust and Understanding in Autonomous Technologies

The New York Observer, 03 Jan 2017

Hands off – but do we trust the car? Pexels In 2016, self-driving cars went mainstream.

Finding Trust and Understanding in Autonomous Technologies

ECN, 03 Jan 2017

In 2016, self-driving cars went mainstream. Uber's autonomous vehicles became ubiquitous in neighborhoods where I live in…

Finding trust and understanding in autonomous technologies

Phys.org, 02 Jan 2017

Home Technology Hi Tech

Finding trust and understanding in autonomous technologies

The Conversation, 30 Dec 2016

In 2016, self-driving cars went mainstream. Uber’s autonomous vehicles became ubiquitous in neighborhoods where I live in…

Jahresrückblick: Das war ein Superjahr!

ZEIT ONLINE, 26 Dec 2016

Gravitationswellen entdeckt, Eizellen gezüchtet und erkannt, was Affen ahnen. Für die Wissenschaft war 2016 gigantisch.

From AI to protein folding: Our breakthrough runners-up

Science/AAAS, 22 Dec 2016

These nine scientific developments or advancements made the final cut as Science’s editors and writers deliberated over the…

Gli articoli scientifici più condivisi dell’anno? Al primo posto il paper di Obama

Wired.it, 16 Dec 2016

(Foto: Brendan Smialowski/) Barack Obama ha vinto. Almeno in ambito sanitario. Un suo paper è, infatti, in cima alla lista…

News story from Times Higher Education on Wednesday 14 December 2016

Times Higher Education, 14 Dec 2016

Understanding the 4 Types of A.I.

R&D, 18 Nov 2016

The common, and recurring, view of the latest breakthroughs in artificial intelligence research is that sentient and…

Understanding the Four Types of AI, From Reactive Robots to Self-Aware Beings

The New York Observer, 18 Nov 2016

Robots will need to teach themselves. Edgarodriguezmunoz/Wikimedia Commons The common, and recurring, view of the latest…

Understanding the Four Types of AI, From Reactive Robots to Self-Aware Beings

Betabeat (New York Observer), 18 Nov 2016

Robots will need to teach themselves. Edgarodriguezmunoz/Wikimedia Commons The common, and recurring, view of the latest…

The four types of AI: what you need to know

World Economic Forum, 15 Nov 2016

The common, and recurring, view of the latest breakthroughs in artificial intelligence research is that sentient and…

The 4 Types of AI That Will Rule Our Future

Inverse, 14 Nov 2016

T he common, and recurring, view of the latest breakthroughs in artificial intelligence research is that sentient and…

Understand the Four Types of Artificial Intelligence | RealClearScience

Real Clear Science, 14 Nov 2016

The common, and recurring, view of the latest breakthroughs in artificial intelligence research is that sentient and…

Distinguished Scientists Say These Are The Grand Challenges For Science

Asian Scientist, 04 Jul 2016

From harnessing artificial intelligence to understanding our origins, a panel of distinguished scientists outlined the grand…

How the Computer Beat the Go Player

Scientific America - Spain, 24 Jun 2016

God moves the player, he in turn, the piece. But what god beyond God begins the round of dust and time and sleep and agonies? —Jo…

人工智能还没有颠覆围棋，至少等它打败真正的高手再说

Wtoutia, 16 Jun 2016

今天凌晨，Nature发文宣布谷歌人工智能战胜欧洲围棋冠军。3月它将挑战世界围棋冠军李世乭，专家认为李世乭仍有可能取胜。撰文 伊丽莎白·吉布尼（Elizabeth Gibney） 翻译 丁家琦 几十年来，古老的围棋游戏一直是计算机难以涉足的领域，它的细微精妙…

Game changers: Do clever machines add up to AI?​

New Atlas, 11 May 2016

In March, a computer achieved what many thought impossible when it won a best of five series against world-class go champion…

Sådan vandt AlphaGo verdens mest komplicerede spil - Ingeniøren

Ingeniøren, 11 Apr 2016

For ganske nylig slog softwaren AlphaGo først den europæiske mester Fan Hui og derefter verdensmesteren Lee Sedol i det, der…

Sådan vandt AlphaGo verdens mest komplicerede spil - Ingeniøren

Ingeniøren, 07 Apr 2016

For ganske nylig slog softwaren AlphaGo først den europæiske mester Fan Hui og derefter verdensmesteren Lee Sedol i det, der…

NVIDIA bets big on AI with powerful new chip

The Verge, 06 Apr 2016

NVIDIA has released a new state-of-the-art chip that pushes the limits of machine learning.

How Google's AlphaGo Imitates Human Intuition

Yahoo! News, 04 Apr 2016

In 1997, IBM’s Deep Blue system defeated the world chess champion, Garry Kasparov.

How Google's AlphaGo Imitates Human Intuition

Yahoo! News UK, 04 Apr 2016

In 1997, IBM’s Deep Blue system defeated the world chess champion, Garry Kasparov.

How Google's AlphaGo Imitates Human Intuition

The Atlantic, 04 Apr 2016

In 1997, IBM’s Deep Blue system defeated the world chess champion, Garry Kasparov.

AlphaGo's Win Could Usher in Real AI-Human Collaboration in Enterprise

Latest Nigerian News, 31 Mar 2016

By now, you've likely heard about AlphaGo's 4-1 triumph over a human expert at Go, an ancient game so complicated that many…

AlphaGo's Win Could Usher in Real AI-Human Collaboration in Enterprise

Huffington Post, 31 Mar 2016

By now, you've likely heard about AlphaGo's 4-1 triumph over a human expert at Go, an ancient game so complicated that many…

Is AlphaGo Really Such a Big Deal? | Quanta Magazine

Quanta Magazine, 29 Mar 2016

In 1997, IBM’s Deep Blue system defeated the world chess champion, Garry Kasparov.

How Google's AlphaGo Beat a Go World Champion

The Atlantic, 28 Mar 2016

On March 19, 2016, the strongest Go player in the world, Lee Sedol, sits down for a game against Google DeepMind’s artificial-int…

A Closer Look at Artificial Intelligence

MIT Technology Review, 28 Mar 2016

OUTSIDE READING “Mastering the Game of Go with Deep Neural Networks and Tree Search” By David Silver et al.

News story from Neue Züricher Zeitung (NZZ) on Thursday 24 March 2016

Neue Züricher Zeitung (NZZ), 24 Mar 2016

读《Nature》论文，看AlphaGo养成

Chaunsong, 20 Mar 2016

作者授权转载 作者：龙心尘、寒小阳 文章声明 博主是围棋小白，下棋规则都记不清楚，也没有设计过棋类AI程序。这篇文章主要是阅读《Nature》论文及关于AlphaGo的相关文章的学习心得。 本文的主要目的是增进分享，交流学习，方便初学者了解AlphaGo中的…

Una victoria de la inteligencia artificial que desnuda los secretos de la mente

El País, 19 Mar 2016

Hace justo medio siglo, mientras en las radios de todo el mundo triunfaban las Supremes, el pensador Michael Polanyi publicó un…

Is The Fear Of Intelligent Machines Justified?

Boise State Public Radio, 18 Mar 2016

It's in the news everywhere, with near-apocalyptic hubris: Google's DeepMind machine beat the world champion of the game Go…

Artificial intelligence just reached a milestone that was supposed to be 10 years away

Vox.com, 18 Mar 2016

Artificial intelligence just overcame a new hurdle: learning to play Go, a game thousands of times more complex than chess…

Opinion: Computer's Go victory reminds us that we need to question our reliance on AI

Phys.org, 17 Mar 2016

Home Technology Computer Sciences March 17, 2016 March 17, 2016 by Nello Cristianini, University Of Bristol, The Conversation…

Is The Fear Of Intelligent Machines Justified?

WJCT, 17 Mar 2016

It's in the news everywhere, with near-apocalyptic hubris: Google's DeepMind machine beat the world champion of the game Go…

News story from Western Australia Today on Thursday 17 March 2016

Western Australia Today, 17 Mar 2016

Computer's Go victory is a warning about the AI in our lives

The Press, 16 Mar 2016

The victory of a computer over one of the world's strongest players of the game Go has been hailed by many as a landmark event…

Here’s what AlphaGo’s historic win means for the enterprise

VentureBeat, 16 Mar 2016

March 15, 2016 brought us a milestone in artificial intelligence 10 years earlier than experts expected: AlphaGo, the AI-based…

News story from Sydney Morning Herald on Wednesday 16 March 2016

Sydney Morning Herald, 16 Mar 2016

Computer's Go victory is a warning about the AI in our lives

Brisbane Times, 16 Mar 2016

The victory of a computer over one of the world's strongest players of the game Go has been hailed by many as a landmark event…

Is The Fear Of Intelligent Machines Justified?

WCBE , 16 Mar 2016

It's in the news everywhere, with near-apocalyptic hubris: Google's DeepMind machine beat the world champion of the game Go…

Is The Fear Of Intelligent Machines Justified?

New Hampshire Public Radio, 16 Mar 2016

It's in the news everywhere, with near-apocalyptic hubris: Google's DeepMind machine beat the world champion of the game Go…

Computer's Go victory reminds us that we need to question our reliance on AI

The Conversation, 16 Mar 2016

The victory of a computer over one of the world’s strongest players of the game Go has been hailed by many as a landmark event…

«Игнорировали мозг как источник алгоритмических идей» | Colta.ru

TASS Russia News Agency, 16 Mar 2016

Зачем искусственному интеллекту Google, который победил мастера го, дрессировщик-нейробиолог.

Why It's A Good Thing That A Machine Just Beat A Human At Go

Buzzfeed, 16 Mar 2016

Google’s artificial intelligence program won its tournament against a human Go champion 4–1.

Why Google AlphaGo's victory over a human isn't just about Go

Christian Science Monitor, 15 Mar 2016

On Tuesday, Google’s artificial intelligence program AlphaGo completed a feat many thought would still be decades in the future …

AlphaGo Wins Final Game In Match Against Champion Go Player

IEEE Spectrum, 15 Mar 2016

AlphaGo, a largely self-taught Go-playing AI, last night won the fifth and final game in a match held in Seoul, South Korea…

A computer may have just become the best Go player out there

Public Radio International, 14 Mar 2016

Can a human empowered by the ancient wisdom of China fend off the sharp-as-a-tack logic of computer programming? That's what's…

In the Age of Google DeepMind, Do the Young Go Prodigies of Asia Have a Future? - The New Yorker

The New Yorker, 14 Mar 2016

Choong-am Dojang is far from a typical Korean school. Its best pupils will never study history or math, nor will they receive…

This Is Why A Computer Winning At Go Is Such A Big Deal

Buzzfeed, 14 Mar 2016

People didn’t think this would happen for at least 10 years; it’s a sign of how far artificial intelligence has come.

AlphaGo到底是如何下棋的？

Chaunsong, 12 Mar 2016

终于搞定那个欧巴了，我这颗悬着的芯也落下来了。 ——AI小编 来自谷歌DeepMind公司的神经网络围棋AI——AlphaGo目前已经3:0拿下李世石，剩下两场（如果人类还要应战的话）仅仅关乎荣誉了。那么这个AlphaGo到底是怎么下棋的呢？事实上里面的技术…

AlphaGo Vs Lee Sedol: 3-0! Google Deepmind’s AI Impresses Tech World

The Inquisitr, 12 Mar 2016

AlphaGo has made a new record after beating multiple world champion Lee Sedol in a Go exhibition match in South Korea.

In the Age of Google DeepMind, Do the Young Go Prodigies of Asia Have a Future?

Informs, 12 Mar 2016

Choong-am Dojang is far from a typical Korean school. Its best pupils will never study history or math, nor will they receive…

News story from L'Express on Friday 11 March 2016

L'Express, 11 Mar 2016

‘AlphaGo’ Proves A Few Steps Forward, But AI Still Poses No Threat

The Inquisitr, 10 Mar 2016

The recent news that Google‘s AlphaGo program beat Go champion Lee Sedol brings up the most common questions, unfortunately…

AlphaGo Proves A Few Steps Forward, But AI Still Poses No Threat

The Inquisitr, 10 Mar 2016

The recent news that Google’s AlphaGo program beat Go champion Lee Sedol brings up the most common questions, unfortunately…

Artificial intelligence just reached a milestone that was supposed to be 10 years away

Vox.com, 10 Mar 2016

Artificial intelligence just overcame a new hurdle: learning to play Go, a game thousands of times more complex than chess…

Die Selbstüberwindung der Menschheit - bild der wissenschaft

wissenschaft.de, 10 Mar 2016

"Der Mensch ist ein Seil, geknüpft zwischen Tier und Übermensch – ein Seil über einem Abgrunde", schrieb Friedrich Nietzsche in…

News story from Neue Züricher Zeitung (NZZ) on Thursday 10 March 2016

Neue Züricher Zeitung (NZZ), 10 Mar 2016

阿法狗再胜李世石，KK预言失控成真？

Chaunsong, 10 Mar 2016

导读 AlphaGo若打败了世界冠军，就意味着计算机超越人脑吗？ 作者｜知乎用户 编辑｜十三姨 3月9日人机围棋大赛正式开战，AlphaGo战胜了 代表人类出战的李世石 。今天第二场大战，李世石再一次 投子认输。 一直以来，围棋因其算法惊喜多变号称是人类未被…

人工智能的巨大突破！ AlphaGo 靠什么击败李世石？

Wtoutia, 10 Mar 2016

人工智能 LinuxStory (刘国龙) · 2016-03-10 13:43 在刚刚结束的 Google 围棋 挑战赛第一天的比赛中， 李世石 输给了人工智能产品 AlphaGo 。要知道 李世石 可是职业九段选手啊， AlphaGo 的胜利难道只是巧合…

DeepMind 研发的围棋 AI AlphaGo 系统是如何下棋的？

Wtoutia, 09 Mar 2016

今天人类职业选手世界冠军李世石九段认输，第一局AlphaGo赢了。。。 －－－－－－－－－－－－－－－－－－－－－－－－－－－－ 谷歌DeepMind宣布他们研发的神经网络围棋AI，AlphaGo，在2015年10月首次5:0战胜了人类职业选手欧洲围棋冠军F…

Here's how much computing power Google DeepMind needed to beat the world Go champion

Business Insider Australia , 09 Mar 2016

Google DeepMind may have made history by beating the world champion of Chinese board game Go on Wednesday but it needed an…

News story from Sciences et Avenir on Wednesday 09 March 2016

Sciences et Avenir, 09 Mar 2016

Here's how much computing power Google DeepMind needed to beat Lee Sedol at Go

Business Insider, 09 Mar 2016

Mar. 9, 2016, 11:45 AM 1,282 Google DeepMind may have made history by beating the world champion of Chinese board game Go on…

Google Deepmind's AlphaGo Defeats Human World Champion in First Match

R&D Mag, 09 Mar 2016

Following over three and a half hours of gameplay, Google DeepMind’s AlphaGo claimed victory over Go world champion Lee Sedol…

AlphaGo Wins Game One Against World Go Champion

IEEE Spectrum, 09 Mar 2016

Last night Google’s AI AlphaGo won the first in a five-game series against the world’s best Go player, in Seoul, South Korea.

News story from MetroNews France on Wednesday 09 March 2016

MetroNews France, 09 Mar 2016