人工智能的巨大突破！ AlphaGo 靠什么击败李世石？
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还是另有原因？ Linux Story 小编带你一起去看看 AlphaGo 背后的那些事。
何为 AlphaGo ？
AlphaGo 是 Google DeepMind 开发的围棋程序。在2015年10月，它成为第一个不借助让子，在全尺寸19×19的棋盘上击败职业围棋棋手的电脑围棋程序。
AlphaGo 官网：https://deepmind.com/alpha-go.html
李世石简介
李世乭（朝鲜语：이세돌，1983年3月2日－），韩国围棋九段棋手，成长于韩国全罗南道偏僻的飞禽岛，所以又被称为“飞禽岛少年”。因中文汉字无“乭”字（韩国自创字），故中文媒体多将其简化为“石”（李世石）。早年棋风锐利，擅长大规模的攻杀，成绩卓越，近年来随着年纪渐长与技术逐渐成熟，开始转变为全能棋风，能攻能守，刚柔并济成为一代棋界巨匠。李世乭厉害之处在于他下棋的风格飘渺灵幻，时常有神来之笔，兼有强大的战力且计算极为精准。同时他也有着高水准的心理质素，世界大赛上常在落后的情况下迎头赶上逆转拿下胜局。在2005到2010年期间与中国的围棋第一人古力九段有多次交锋，受到很大注意。
AlphaGo 背后的秘密
AlphaGo使用蒙特卡洛树搜索（Monte-Carlo tree search），借助价值网络（value network）与策略网络（policy network）这两种深度神经网络，通过价值网络来评估大量选点，并通过策略网络选择落点。AlphaGo最初通过模仿人类玩家，尝试匹配职业棋手的棋局，一旦它达到了一定的熟练程度，它开始和自己对弈大量棋局，使用强化学习进一步改善它。围棋无法仅通过寻找最佳步来解决；游戏一盘平均有150步，每一步平均有200种可选的下法，意味着有太多需要解决的可能性。
- 蒙特卡洛树搜索：一种博弈搜索算法。详情请见：https://en.wikipedia.org/wiki/Monte_Carlo_tree_search
- 价值网络（value network）：网络中节点存在值和连接。详情请见：https://en.wikipedia.org/wiki/Value_network
- 策略网络（policy network）：用于选择落子。
国际象棋的复杂度：
围棋的复杂度：
神经网络示意图：
与其说 AlphaGo 战胜了李世石，还不如说是人类战胜了自己。
Linux Story 提醒：更多详情请阅读原论文：
http://www.nature.com/nature/journal/v529/n7587/full/nature16961.html
本文链接：
http://www.linuxstory.org/why-alphago-beated-lee-se-dol/
参考文献：
https://en.wikipedia.org/wiki/AlphaGo
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