{"id":1109,"date":"2016-11-09T09:00:37","date_gmt":"2016-11-09T01:00:37","guid":{"rendered":"http:\/\/www.xuehelp.cn\/?p=1109"},"modified":"2016-11-09T09:00:37","modified_gmt":"2016-11-09T01:00:37","slug":"%e6%b5%85%e8%b0%88alpha-go%e6%89%80%e6%b6%89%e5%8f%8a%e7%9a%84%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e6%8a%80%e6%9c%af","status":"publish","type":"post","link":"http:\/\/www.xuehelp.cn\/index.php\/archives\/1109","title":{"rendered":"\u6d45\u8c08Alpha Go\u6240\u6d89\u53ca\u7684\u6df1\u5ea6\u5b66\u4e60\u6280\u672f"},"content":{"rendered":"<p>\u5173\u4e8eAlfa Go\u7684\u8bc4\u8bba\u6587\u7ae0\u5f88\u591a\uff0c\u4f46\u771f\u6b63\u80fd\u591f\u4e0e\u5f00\u53d1\u56e2\u961f\u4ea4\u6d41\u7684\u5374\u4e0d\u591a\uff0c\u611f\u8c22Alfa Go\u5f00\u53d1\u56e2\u961fDeepMind\u7684\u670b\u53cb\u5bf9\u6211\u8fd9\u7bc7\u6587\u7ae0\u5185\u5bb9\u7684\u5173\u6ce8\u4e0e\u63a2\u8ba8\uff0c\u6307\u51fa\u6211\u5728\u4e4b\u524d\u90a3\u4e00\u7248\u6587\u7ae0\u4e2d\u7528\u5b57\u4e0a\u7684\u4e0d\u591f\u7cbe\u786e\uff0c\u6240\u4ee5\u5728\u6b64\u53c8\u4f5c\u8c03\u6574\u3002\u6211\u4e4b\u524d\u6587\u7ae0\u63d0\u5230\u7684\u300c\u5168\u5c40\u300d\u6307\u7684\u662f\u8de8\u65f6\u95f4\u70b9\u7684\u6574\u573a\u8d5b\u5c40\uff0c\u5f88\u5bb9\u6613\u88ab\u8bef\u8ba4\u4e3a\u662f\u67d0\u4e2a\u7279\u5b9a\u65f6\u70b9\u6574\u4e2a\u68cb\u76d8\u7684\u68cb\u5c40\uff0c\u6240\u4ee5\u540e\u9762\u5168\u90e8\u90fd\u4fee\u6539\u4e3a\u300c\u6574\u4f53\u68cb\u5c40\u300d\u3002\u6b64\u5916\uff0c\u5173\u4e8e\u6574\u4f53\u68cb\u5c40\u8bc4\u4f30\uff0c\u9664\u4e86\u900f\u8fc7\u8131\u673a\u6570\u636e\u5b66\u4e60\u7684\u8bc4\u4ef7\u7f51\u7edc\u4e4b\u5916\uff0c\u8fd8\u53ef\u4ee5\u900f\u8fc7\u6839\u636e\u76ee\u524d\u72b6\u6001\u5b9e\u65f6\u8ba1\u7b97\u7684\u4e0d\u540c\u7b56\u7565\u8bc4\u4ef7\u5dee\u5f02(\u8fd9\u9879\u6280\u672f\u79f0\u4e4b\u4e3aRollouts)\uff0c\u5b83\u900f\u8fc7\u5c06\u8ba1\u7b97\u7ed3\u679c\u8fdb\u884c\u5feb\u53d6\uff0c\u4e5f\u80fd\u505a\u5230\u5c40\u90e8\u8003\u8651\u6574\u4f53\u68cb\u5c40\u7684\u6548\u679c\u3002\u518d\u6b21\u611f\u8c22DeepMind\u670b\u53cb\u7684\u65a7\u6b63\u3002<\/p>\n<section class=\"Powered-by-XIUMI V5\">\n<section>\n<section>&nbsp;<\/p>\n<section>\n<pre class=\"js_message_plain ng-binding\">\u5728\u4eba\u7c7b\u8fde\u8f93AlphaGo\u4e09\u5c40\u540e\u7684\u4eca\u5929\uff0c\u6b63\u597d\u662f\u4e00\u4e2a\u597d\u65f6\u673a\uff0c\u53ef\u4ee5\u8ba9\u5927\u5bb6\u5bf9\u4e8eAlphaGo\u6240\u6d89\u53ca\u7684\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u80fd\u591f\u6709\u66f4\u591a\u7684\u7406\u89e3(\u800c\u4e0d\u662f\u60f3\u8c61\u590d\u4ec7\u8005\u8054\u76df\u4e2d\u5965\u521b\u5c06\u5230\u6765\u7684\u6050\u614c)\u3002\u5728\u8bf4\u660eAlpha Go\u7684\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u4e4b\u524d\uff0c\u6211\u5148\u7528\u51e0\u4e2a\u7b80\u5355\u7684\u4e8b\u5b9e\u603b\u7ed3\u6765\u5398\u6e05\u5927\u5bb6\u6700\u5e38\u8bef\u89e3\u7684\u95ee\u9898\uff1a<\/pre>\n<\/section>\n<ul class=\"list-paddingleft-2\">\n<li>\n<section>AlphaGo\u8fd9\u6b21\u4f7f\u7528\u7684\u6280\u672f\u672c\u8d28\u4e0a\u4e0e\u6df1\u84dd\u622a\u7136\u4e0d\u540c\uff0c\u4e0d\u518d\u662f\u4f7f\u7528\u66b4\u529b\u89e3\u9898\u6cd5\u6765\u8d62\u8fc7\u4eba\u7c7b\u3002<\/section>\n<\/li>\n<li>\n<section>\u6ca1\u9519\uff0cAlphaGo\u662f\u900f\u8fc7\u6df1\u5ea6\u5b66\u4e60\u80fd\u591f\u638c\u63e1\u66f4\u62bd\u8c61\u7684\u6982\u5ff5\uff0c\u4f46\u662f\u8ba1\u7b97\u673a\u8fd8\u662f\u6ca1\u6709\u81ea\u6211\u610f\u8bc6\u4e0e\u601d\u8003\u3002<\/section>\n<\/li>\n<li>\n<section>AlphaGo\u5e76\u6ca1\u6709\u7406\u89e3\u56f4\u68cb\u7684\u7f8e\u5b66\u4e0e\u7b56\u7565\uff0c\u4ed6\u53ea\u4e0d\u8fc7\u662f\u627e\u51fa\u4e862\u4e2a\u7f8e\u4e3d\u4e14\u5f3a\u5927\u7684\u51fd\u6570\u6765\u51b3\u5b9a\u4ed6\u7684\u843d\u5b50\u3002<\/section>\n<\/li>\n<\/ul>\n<\/section>\n<\/section>\n<\/section>\n<p><!--more--><\/p>\n<section class=\"Powered-by-XIUMI V5\">\n<section>\n<section>\n<section>\n<section>\u4ec0\u4e48\u662f\u7c7b\u795e\u7ecf\u7f51\u7edc<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section>\n<section>\n<section>\u5176\u5b9e\u7c7b\u795e\u7ecf\u7f51\u7edc\u662f\u5f88\u53e4\u8001\u7684\u6280\u672f\u4e86\uff0c\u57281943\u5e74\uff0cWarren McCulloch\u4ee5\u53caWalter Pitts\u9996\u6b21\u63d0\u51fa\u795e\u7ecf\u5143\u7684\u6570\u5b66\u6a21\u578b\uff0c\u4e4b\u540e\u5230\u4e861958\u5e74\uff0c\u5fc3\u7406\u5b66\u5bb6Rosenblatt\u63d0\u51fa\u4e86\u611f\u77e5\u5668(Perceptron)\u7684\u6982\u5ff5\uff0c\u5728\u524d\u8005\u795e\u7ecf\u5143\u7684\u7ed3\u6784\u4e2d\u52a0\u5165\u4e86\u8bad\u7ec3\u4fee\u6b63\u53c2\u6570\u7684\u673a\u5236(\u4e5f\u662f\u6211\u4eec\u4fd7\u79f0\u7684\u5b66\u4e60)\uff0c\u8fd9\u65f6\u7c7b\u795e\u7ecf\u7f51\u7edc\u7684\u57fa\u672c\u5b66\u7406\u67b6\u6784\u7b97\u662f\u5b8c\u6210\u3002\u7c7b\u795e\u7ecf\u7f51\u7edc\u7684\u795e\u7ecf\u5143\u5176\u5b9e\u662f\u4ece\u524d\u7aef\u6536\u96c6\u5230\u5404\u79cd\u8baf\u53f7(\u7c7b\u4f3c\u795e\u7ecf\u7684\u6811\u7a81)\uff0c\u7136\u540e\u5c06\u5404\u4e2a\u8baf\u53f7\u6839\u636e\u6743\u91cd\u52a0\u6743\u540e\u52a0\u603b\uff0c\u7136\u540e\u900f\u8fc7\u6d3b\u5316\u51fd\u6570\u8f6c\u6362\u6210\u65b0\u8baf\u53f7\u4f20\u9001\u51fa\u53bb(\u7c7b\u4f3c\u795e\u7ecf\u5143\u7684\u8f74\u7a81)\u3002<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section><img decoding=\"async\" src=\"http:\/\/www.52shuxue.com\/uploadfile\/2016\/0318\/20160318043831140.jpg\" alt=\"\" \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section>\n<section>\n<section>\u81f3\u4e8e\u7c7b\u795e\u7ecf\u7f51\u7edc\u5219\u662f\u5c06\u795e\u7ecf\u5143\u4e32\u63a5\u8d77\u6765\uff0c\u6211\u4eec\u53ef\u4ee5\u533a\u5206\u4e3a\u8f93\u5165\u5c42(\u8868\u793a\u8f93\u5165\u53d8\u91cf)\uff0c\u8f93\u51fa\u5c42(\u8868\u793a\u8981\u9884\u6d4b\u7684\u53d8\u91cf)\uff0c\u800c\u4e2d\u95f4\u7684\u9690\u85cf\u5c42\u662f\u7528\u6765\u589e\u52a0\u795e\u7ecf\u5143\u7684\u590d\u6742\u5ea6\uff0c\u4ee5\u4fbf\u8ba9\u5b83\u80fd\u591f\u4eff\u771f\u66f4\u590d\u6742\u7684\u51fd\u6570\u8f6c\u6362\u7ed3\u6784\u3002\u6bcf\u4e2a\u795e\u7ecf\u5143\u4e4b\u95f4\u90fd\u6709\u8fde\u7ed3\uff0c\u5176\u4e2d\u90fd\u5404\u81ea\u62e5\u6709\u6743\u91cd\uff0c\u6765\u5904\u7406\u8baf\u53f7\u7684\u52a0\u6743\u3002<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section><img decoding=\"async\" src=\"http:\/\/www.52shuxue.com\/uploadfile\/2016\/0318\/20160318043850689.jpg\" alt=\"\" \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section>\n<section>\n<section>\u4f20\u7edf\u7684\u7c7b\u795e\u7ecf\u7f51\u7edc\u6280\u672f\uff0c\u5c31\u662f\u900f\u8fc7\u968f\u673a\u6307\u6d3e\u6743\u91cd\uff0c\u7136\u540e\u900f\u8fc7\u9012\u5f52\u8ba1\u7b97\u7684\u65b9\u5f0f\uff0c\u6839\u636e\u8f93\u5165\u7684\u8bad\u7ec3\u6570\u636e\uff0c\u9010\u4e00\u4fee\u6b63\u6743\u91cd\uff0c\u6765\u8ba9\u6574\u4f53\u7684\u9519\u8bef\u7387\u53ef\u4ee5\u964d\u5230\u6700\u4f4e\u3002\u968f\u7740\u5012\u4f20\u5bfc\u7f51\u7edc\u3001\u65e0\u76d1\u7763\u5f0f\u5b66\u4e60\u7b49\u6280\u672f\u7684\u53d1\u5c55\uff0c\u90a3\u65f6\u4e00\u5ea6\u7c7b\u795e\u7ecf\u7f51\u7edc\u851a\u4e3a\u663e\u5b66\uff0c\u4e0d\u8fc7\u4eba\u7c7b\u5f88\u5feb\u5c31\u9047\u5230\u4e86\u56f0\u96be\uff0c\u90a3\u5c31\u662f\u8ba1\u7b97\u80fd\u529b\u7684\u4e0d\u8db3\u3002\u56e0\u4e3a\u5f53\u9690\u85cf\u5c42\u53ea\u6709\u4e00\u5c42\u7684\u65f6\u5019\uff0c\u5176\u5b9e\u5927\u591a\u6570\u7684\u72b6\u51b5\uff0c\u7c7b\u795e\u7ecf\u7f51\u7edc\u7684\u5206\u7c7b\u9884\u6d4b\u6548\u679c\u5176\u5b9e\u5e76\u4e0d\u4f1a\u6bd4\u4f20\u7edf\u7edf\u8ba1\u7684\u7f57\u5409\u65af\u56de\u5f52\u5dee\u592a\u591a\uff0c\u4f46\u662f\u5374\u8981\u8017\u8d39\u66f4\u5e9e\u5927\u7684\u8ba1\u7b97\u80fd\u529b\uff0c\u4f46\u662f\u968f\u7740\u9690\u85cf\u5c42\u795e\u7ecf\u5143\u7684\u589e\u52a0\uff0c\u6216\u8005\u662f\u9690\u85cf\u5c42\u7684\u589e\u52a0\uff0c\u90a3\u4e48\u6240\u9700\u8981\u8ba1\u7b97\u6743\u91cd\u6570\u91cf\u5c31\u4f1a\u4e25\u91cd\u66b4\u589e\u3002\u6240\u4ee5\u5230\u4e86\u516b\u5341\u5e74\u4ee3\u540e\u671f\uff0c\u6574\u4e2a\u7c7b\u795e\u7ecf\u7f51\u7edc\u7684\u7814\u7a76\u5c31\u8fdb\u5165\u4e86\u5bd2\u51ac\uff0c\u5404\u4f4d\u53ef\u80fd\u53ea\u80fd\u5728\u6d17\u8863\u673a\u91cc\u4f53\u4f1a\u5230\u5b83\u5c0f\u5c0f\u5a01\u529b(\u73b0\u5728\u6d17\u8863\u673a\u91cc\u6839\u636e\u5012\u5165\u8863\u7269\u8bc4\u4f30\u6c34\u91cf\u4e0e\u8fd0\u884c\u65f6\u95f4\u5f88\u591a\u90fd\u662f\u7528\u7c7b\u795e\u7ecf\u7f51\u7edc\u4f5c\u7684)\uff0c\u8bf4\u771f\u7684\uff0c\u7c7b\u795e\u7ecf\u7f51\u7edc\u4e00\u70b9\u90fd\u6ca1\u6709\u88ab\u8ba4\u4e3a\u5f3a\u5927\u3002<\/section>\n<section>\u8fd9\u4e2a\u5bd2\u51ac\u4e00\u76f4\u6301\u7eed\u52302006\u5e74\uff0c\u5728Hinton\u4ee5\u53caLecun\u5c0f\u7ec4\u63d0\u51fa\u4e86\u300cA fast learning algorithm for deep belief nets\u300d\u8bba\u6587\u4e4b\u540e\uff0c\u7ec8\u4e8e\u6709\u4e86\u590d\u82cf\u7684\u5e0c\u671b\uff0c\u5b83\u4eec\u63d0\u51fa\u7684\u89c2\u70b9\u662f\u5982\u679c\u7c7b\u795e\u7ecf\u7f51\u7edc\u795e\u7ecf\u5143\u6743\u91cd\u4e0d\u662f\u4ee5\u968f\u673a\u65b9\u5f0f\u6307\u6d3e\uff0c\u90a3\u4e48\u5e94\u8be5\u53ef\u4ee5\u5927\u5e45\u7f29\u77ed\u795e\u7ecf\u7f51\u7edc\u7684\u8ba1\u7b97\u65f6\u95f4\uff0c\u5b83\u4eec\u63d0\u51fa\u7684\u65b9\u6cd5\u662f\u5229\u7528\u795e\u7ecf\u7f51\u7edc\u7684\u975e\u76d1\u7763\u5f0f\u5b66\u4e60\u6765\u505a\u4e3a\u795e\u7ecf\u7f51\u7edc\u521d\u59cb\u6743\u91cd\u7684\u6307\u6d3e\uff0c\u90a3\u65f6\u7531\u4e8e\u5404\u5bb6\u7684\u8bba\u6587\u671f\u520a\u53ea\u8981\u770b\u5230\u7c7b\u795e\u7ecf\u7f51\u7edc\u5b57\u773c\u57fa\u672c\u4e0a\u5c31\u89c6\u4e3a\u5783\u573e\u4e0d\u520a\u767b\uff0c\u6240\u4ee5\u4ed6\u4eec\u624d\u63d0\u51fa\u6df1\u5ea6\u5b66\u4e60\u8fd9\u4e2a\u65b0\u7684\u5b57\u773c\u7a81\u56f4\u3002\u9664\u4e86Hinton\u7684\u52aa\u529b\u4e4b\u5916\uff0c\u5f97\u529b\u4e8e\u6469\u5c14\u5b9a\u5f8b\u7684\u6548\u5e94\uff0c\u6211\u4eec\u53ef\u4ee5\u7528\u6709\u66f4\u5feb\u7684\u8ba1\u7b97\u80fd\u529b\uff0cHinton\u540e\u6765\u57282010\u5e74\u4f7f\u7528\u4e86\u8fd9\u5957\u65b9\u6cd5\u642d\u914dGPU\u7684\u8ba1\u7b97\uff0c\u8ba9\u8bed\u97f3\u8bc6\u522b\u7684\u8ba1\u7b97\u901f\u5ea6\u63d0\u5347\u4e8670\u500d\u4ee5\u4e0a\u3002\u6df1\u5ea6\u5b66\u4e60\u7684\u65b0\u4e00\u6ce2\u9ad8\u6f6e\u6765\u81ea\u4e8e2012\u5e74\uff0c\u90a3\u5e74\u7684ImageNet\u5927\u8d5b(\u6709120\u4e07\u5f20\u7167\u7247\u4f5c\u4e3a\u8bad\u7ec3\u7ec4\uff0c5\u4e07\u5f20\u5f53\u6d4b\u8bd5\u7ec4\uff0c\u8981\u8fdb\u884c1000\u4e2a\u7c7b\u522b\u5206\u7ec4)\u6df1\u5ea6\u5b66\u4e60\u9996\u6b21\u53c2\u8d5b\uff0c\u628a\u8fc7\u53bb\u597d\u51e0\u5e74\u53ea\u6709\u5fae\u5e45\u53d8\u52a8\u7684\u9519\u8bef\u7387\uff0c\u4e00\u4e0b\u753126%\u964d\u4f4e\u523015%\u3002\u800c\u540c\u5e74\u5fae\u8f6f\u56e2\u961f\u53d1\u5e03\u7684\u8bba\u6587\u4e2d\u663e\u793a\uff0c\u4ed6\u4eec\u900f\u8fc7\u6df1\u5ea6\u5b66\u4e60\u5c06ImageNet 2012\u6570\u636e\u96c6\u7684\u9519\u8bef\u7387\u964d\u5230\u4e864.94%\uff0c\u6bd4\u4eba\u7c7b\u7684\u9519\u8bef\u73875.1%\u8fd8\u4f4e\u3002\u800c\u53bb\u5e74(2015\u5e74)\u5fae\u8f6f\u518d\u5ea6\u62ff\u4e0bImageNet 2015\u51a0\u519b\uff0c\u6b64\u65f6\u9519\u8bef\u7387\u5df2\u7ecf\u964d\u5230\u4e863.57%\u7684\u8d85\u4f4e\u6c34\u5e73\uff0c\u800c\u5fae\u8f6f\u7528\u7684\u662f152\u5c42\u6df1\u5ea6\u5b66\u4e60\u7f51\u7edc(\u6211\u5f53\u521d\u770b\u5230\u8fd9\u4e2a\u6570\u5b57\uff0c\u5413\u90fd\u5413\u6b7b\u4e86)&#8230;.<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section>\n<section>\n<section>\n<section>\u5377\u79ef\u795e\u7ecf\u7f51\u7edc(Convolutional Neural Network)<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section>\n<section>\n<section>\u5728\u56fe\u50cf\u8bc6\u522b\u7684\u95ee\u9898\u4e0a\uff0c\u6211\u4eec\u5904\u7406\u7684\u662f\u4e00\u4e2a\u4e8c\u7ef4\u7684\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784\uff0c\u4ee5100*100\u50cf\u7d20\u7684\u56fe\u7247\u6765\u8bf4\uff0c\u5176\u5b9e\u8f93\u5165\u6570\u636e\u5c31\u662f\u8fd910000\u50cf\u7d20\u7684\u5411\u91cf(\u8fd9\u8fd8\u662f\u6307\u7070\u9636\u56fe\u7247\uff0c\u5982\u679c\u662f\u5f69\u8272\u5219\u662f30000)\uff0c\u90a3\u5982\u679c\u9690\u85cf\u5c42\u7684\u795e\u7ecf\u5143\u4e0e\u8f93\u5165\u5c42\u76f8\u5f53\uff0c\u6211\u4eec\u7b49\u4e8e\u8981\u8ba1\u7b9710\u76848\u6b21\u65b9\u7684\u6743\u91cd\uff0c\u8fd9\u4e2a\u6570\u91cf\u60f3\u5230\u5c31\u5934\u75bc\uff0c\u5373\u4f7f\u662f\u900f\u8fc7\u5e76\u884c\u8ba1\u7b97\u6216\u8005\u662f\u5206\u5e03\u5f0f\u8ba1\u7b97\u90fd\u6050\u6015\u5f88\u96be\u8fbe\u6210\u3002\u56e0\u6b64\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u63d0\u51fa\u4e86\u4e24\u4e2a\u5f88\u91cd\u8981\u7684\u89c2\u70b9\uff1a<\/section>\n<section><strong>1.\u5c40\u90e8\u611f\u77e5\u57df\uff1a<\/strong>\u4ece\u4eba\u7c7b\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u5f53\u6211\u4eec\u89c6\u89c9\u805a\u7126\u5728\u56fe\u7247\u7684\u67d0\u4e2a\u89d2\u843d\u65f6\uff0c\u8ddd\u79bb\u8f83\u8fdc\u7684\u50cf\u7d20\u5e94\u8be5\u662f\u4e0d\u4f1a\u5f71\u54cd\u5230\u6211\u4eec\u89c6\u89c9\u7684\uff0c\u56e0\u6b64\u5c40\u90e8\u611f\u77e5\u57df\u7684\u6982\u5ff5\u5c31\u662f\uff0c\u50cf\u7d20\u6307\u9700\u8981\u4e0e\u90bb\u8fd1\u7684\u50cf\u7d20\u4ea7\u751f\u8fde\u7ed3\uff0c\u5982\u6b64\u4e00\u6765\uff0c\u6211\u4eec\u8981\u8ba1\u7b97\u7684\u795e\u7ecf\u8fde\u7ed3\u6570\u91cf\u5c31\u80fd\u591f\u5927\u5e45\u964d\u4f4e\u3002\u4e3e\u4f8b\u6765\u8bf4\uff0c\u4e00\u4e2a\u795e\u7ecf\u5143\u6307\u9700\u8981\u4e0e\u90bb\u8fd1\u768410*10\u7684\u50cf\u7d20\u53d1\u751f\u8fde\u7ed3\uff0c\u90a3\u4e48\u6211\u4eec\u7684\u8ba1\u7b97\u5c31\u53ef\u4ee5\u4ece10\u76848\u6b21\u65b9\u964d\u4f4e\u81f3100*100*(10*10)=10\u76846\u6b21\u65b9\u4e86\u3002<\/section>\n<section><strong>2.\u6743\u91cd\u5171\u4eab\uff1a<\/strong>\u4f46\u662f10\u76846\u6b21\u65b9\u8fd8\u662f\u5f88\u591a\uff0c\u6240\u4ee5\u8fd9\u65f6\u8981\u5f15\u5165\u7b2c\u4e8c\u4e2a\u89c2\u5ff5\u5c31\u662f\u6743\u91cd\u5171\u4eab\u3002\u56e0\u4e3a\u4eba\u7c7b\u7684\u89c6\u89c9\u5e76\u4e0d\u4f1a\u53bb\u8ba4\u50cf\u7d20\u5728\u56fe\u7247\u4e0a\u7684\u7edd\u5bf9\u4f4d\u7f6e\uff0c\u5f53\u56fe\u7247\u53d1\u751f\u4e86\u5e73\u79fb\u6216\u8005\u662f\u4f4d\u7f6e\u7684\u53d8\u5316\uff0c\u6211\u4eec\u90fd\u8fd8\u662f\u53ef\u4ee5\u7406\u89e3\u8fd9\u4e2a\u56fe\u7247\uff0c\u8fd9\u8868\u793a\u6211\u4ece\u4e00\u4e2a\u5c40\u90e8\u6240\u8bad\u7ec3\u51fa\u6765\u7684\u6743\u91cd(\u4f8b\u598210*10\u7684\u5377\u79ef\u6838)\u5e94\u8be5\u662f\u53ef\u4ee5\u9002\u7528\u4e8e\u7167\u7247\u7684\u5404\u4e2a\u4f4d\u7f6e\u7684\u3002\u4e5f\u5c31\u662f\u8bf4\u5728\u8fd9\u4e2a10*10\u8303\u56f4\u6240\u5b66\u4e60\u5230\u7684\u7279\u5f81\u53ef\u4ee5\u53d8\u6210\u4e00\u4e2a\u7b5b\u9009\u5668\uff0c\u5957\u7528\u5230\u6574\u4e2a\u56fe\u7247\u7684\u8303\u56f4\u3002\u800c\u6743\u91cd\u5171\u4eab\u9020\u6210\u8fd910*10\u7684\u5377\u79ef\u6838\u5185\u5c31\u5171\u4eab\u4e86\u76f8\u540c\u7684\u6743\u91cd\u3002\u4e00\u4e2a\u5377\u79ef\u6838\u53ef\u4ee5\u7406\u89e3\u4e3a\u4e00\u4e2a\u7279\u5f81\uff0c\u6240\u4ee5\u795e\u7ecf\u7f51\u7edc\u4e2d\u53ef\u4ee5\u8bbe\u8ba1\u591a\u4e2a\u5377\u79ef\u6838\u6765\u63d0\u53d6\u66f4\u591a\u7684\u7279\u5f81\u3002\u4e0b\u56fe\u662f\u4e00\u4e2a3*3\u7684\u5377\u79ef\u6838\u57285*5\u7684\u7167\u7247\u4e2d\u63d0\u53d6\u7279\u5f81\u7684\u793a\u610f\u56fe\u3002<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section><img decoding=\"async\" src=\"http:\/\/www.52shuxue.com\/uploadfile\/2016\/0318\/20160318043902717.jpg\" alt=\"\" \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section>\n<section>\n<section>\u5377\u79ef\u5c42\u627e\u51fa\u4e86\u7279\u5f81\u540e\uff0c\u5c31\u53ef\u4ee5\u505a\u4e3a\u8f93\u5165\u53d8\u91cf\u5230\u4e00\u822c\u7684\u7c7b\u795e\u7ecf\u7f51\u7edc\u8fdb\u884c\u5206\u7c7b\u6a21\u578b\u7684\u8bad\u7ec3\u3002\u4e0d\u8fc7\u5f53\u7f51\u7edc\u7ed3\u6784\u8d8a\u6765\u8d8a\u590d\u6742\uff0c\u6837\u672c\u6570\u5982\u679c\u4e0d\u662f\u6781\u4e3a\u5e9e\u5927\uff0c\u5f88\u5bb9\u6613\u4f1a\u53d1\u751f\u8fc7\u5ea6\u5b66\u4e60\u7684\u95ee\u9898(over-fitting\uff0c\u795e\u7ecf\u7f51\u7edc\u8bb0\u5fc6\u7684\u5efa\u6a21\u6570\u636e\u7684\u7ed3\u6784\uff0c\u800c\u975e\u627e\u5230\u89c4\u5219)\u3002\u56e0\u6b64\u6211\u4eec\u540e\u6765\u5f15\u5165\u6c60\u5316\u00a0(pooling)\u6216\u662f\u5c40\u90e8\u53d6\u6837(subsampling)\u7684\u6982\u5ff5\uff0c\u5c31\u662f\u5728\u5377\u79ef\u6838\u4e2d\u518d\u900f\u8fc7n*n\u7684\u5c0f\u533a\u57df\u8fdb\u884c\u6c47\u603b\uff0c\u6765\u51f8\u663e\u8fd9\u4e2a\u533a\u57df\u7684\u6700\u663e\u8457\u7279\u5f81\uff0c\u4ee5\u907f\u514d\u8fc7\u5ea6\u5b66\u4e60\u7684\u95ee\u9898\u3002<\/section>\n<section>\u6240\u4ee5\u5e38\u89c1\u7684\u56fe\u50cf\u8bc6\u522b\u6280\u672f(\u4f8b\u5982ImageNet)\u5c31\u662f\u900f\u8fc7\u591a\u9636\u6bb5\u7684\u5377\u79ef\u5c42+\u6c60\u5316\u5c42\u7684\u7ec4\u5408\uff0c\u6700\u540e\u5728\u63a5\u5165\u4e00\u822c\u7684\u7c7b\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u6765\u8fdb\u884c\u5206\u7c7b\u9884\u6d4b\u3002\u4e0b\u56fe\u662f\u4e00\u4e2a\u56fe\u50cf\u8bc6\u522b\u7684\u8303\u4f8b\u3002\u5176\u4e2d\u7684C2\u3001C4\u3001C6\u90fd\u662f\u5377\u79ef\u5c42\uff0c\u800cS3\u4e0eS5\u5219\u662f\u6c60\u5316\u5c42\u3002\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u5efa\u6784\u4e86\u4e00\u4e2a\u900f\u8fc7\u4e8c\u7ef4\u77e9\u9635\u6765\u89e3\u51b3\u62bd\u8c61\u95ee\u9898\u7684\u795e\u7ecf\u7f51\u7edc\u6280\u672f\u3002\u800c\u56fe\u50cf\u8bc6\u522b\u4e0d\u518d\u9700\u8981\u50cf\u8fc7\u53bb\u4e00\u6837\u900f\u8fc7\u4eba\u5de5\u5148\u627e\u51fa\u56fe\u50cf\u7279\u5f81\u7ed9\u795e\u7ecf\u7f51\u7edc\u5b66\u4e60\uff0c\u800c\u662f\u900f\u8fc7\u5377\u79ef\u7f51\u7edc\u7ed3\u6784\uff0c\u5b83\u4eec\u53ef\u4ee5\u81ea\u5df1\u4ece\u6570\u636e\u4e2d\u627e\u51fa\u7279\u5f81\uff0c\u800c\u4e14\u5377\u79ef\u5c42\u8d8a\u591a\uff0c\u80fd\u591f\u8fa8\u8bc6\u7684\u7279\u5f81\u5c31\u8d8a\u9ad8\u9636\u8d8a\u62bd\u8c61\u3002\u6240\u4ee5\u4f60\u8981\u8bad\u7ec3\u795e\u7ecf\u7f51\u7edc\u4ece\u7167\u7247\u4e2d\u8fa8\u8bc6\u732b\u6216\u72d7\uff0c\u4f60\u4e0d\u518d\u9700\u8981\u81ea\u5df1\u627e\u51fa\u732b\u6216\u72d7\u7684\u7279\u5f81\u6ce8\u8bb0\uff0c\u800c\u662f\u53ea\u8981\u628a\u5927\u91cf\u7684\u732b\u6216\u72d7\u7684\u7167\u7247\u4ea4\u7ed9\u795e\u7ecf\u7f51\u7edc\uff0c\u5b83\u81ea\u5df1\u4f1a\u627e\u51fa\u732b\u6216\u72d7\u7684\u62bd\u8c61\u5b9a\u4e49\u3002<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section><img decoding=\"async\" src=\"http:\/\/www.52shuxue.com\/uploadfile\/2016\/0318\/20160318044200919.jpg\" alt=\"\" \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section>\n<section>\n<section>\u8bb2\u5230\u8fd9\u91cc\u6709\u6ca1\u6709\u53d1\u73b0\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u4f5c\u56fe\u50cf\u8bc6\u522b\u4e0e\u56f4\u68cb\u6709\u751a\u4e48\u76f8\u4f3c\u6027\uff1f\u6ca1\u9519\uff0c\u56f4\u68cb\u662f\u4e00\u4e2a19*19\u7684\u65b9\u9635\uff0c\u800c\u56f4\u68cb\u4e5f\u662f\u4e00\u4e2a\u89c4\u5219\u4e0d\u50cf\u8c61\u68cb\u6216\u897f\u6d0b\u68cb\u822c\u7684\u660e\u786e\uff0c\u800c\u4e14\u5177\u5907\u4e86\u5f88\u9ad8\u7684\u9700\u8981\u900f\u8fc7\u76f4\u89c9\u624d\u80fd\u5224\u65ad\u843d\u5b50\u7684\u7279\u6027\u3002\u8fd9\u4e2a\u65f6\u5019\uff0c\u6df1\u5ea6\u5b66\u4e60\u5c31\u80fd\u53d1\u6325\u6781\u4f73\u7684\u4f5c\u7528\uff0c\u56e0\u4e3a\u7a0b\u5e8f\u8bbe\u8ba1\u5e08\u4e0d\u9700\u8981\u81ea\u5df1\u628a\u56f4\u68cb\u7684\u6e38\u620f\u89c4\u5219\u8f93\u5165\u7ed9\u8ba1\u7b97\u673a\uff0c\u5b83\u53ef\u4ee5\u900f\u8fc7\u5927\u91cf\u7684\u68cb\u8c31\u81ea\u5df1\u627e\u51fa\u5bf9\u5e94\u7684\u903b\u8f91\u4e0e\u62bd\u8c61\u6982\u5ff5\u3002<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section>\n<section>\n<section>\n<section>\u4e3a\u4ec0\u4e48\u56f4\u68cb\u6bd4\u8f83\u56f0\u96be?<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section>\n<section>\n<section>\u4e3a\u4ec0\u4e48\u6df1\u84dd\u53ef\u4ee5\u5728\u897f\u6d0b\u68cb\u8d62\u8fc7\u4eba\u7c7b\u4f46\u662f\u5374\u65e0\u6cd5\u8d62\u56f4\u68cb\uff0c\u8fd9\u662f\u56e0\u4e3a\u6df1\u84dd\u900f\u8fc7\u5f3a\u5927\u7684\u8ba1\u7b97\u80fd\u529b\uff0c\u5c06\u672a\u6765\u5c40\u52bf\u7684\u6811\u72b6\u67b6\u6784\uff0c\u63a8\u5bfc\u51fa\u540e\u9762\u80dc\u8d1f\u7684\u53ef\u80fd\u6027\u3002\u4f46\u662f\u5404\u4f4d\u8981\u77e5\u9053\uff0c\u4ee5\u897f\u6d0b\u68cb\u6216\u4e2d\u56fd\u8c61\u68cb\u6765\u8bf4\uff0c\u5b83\u7684\u5206\u652f\u56e0\u5b50\u5927\u6982\u662f40\u5de6\u53f3\uff0c\u8fd9\u8868\u793a\u9884\u6d4b\u4e4b\u540e20\u6b65\u7684\u52a8\u4f5c\u9700\u8981\u8ba1\u7b9740\u768420\u6b21\u65b9(\u8fd9\u662f\u591a\u5927\uff0c\u5c31\u7b97\u662f1GHz\u7684\u5904\u7406\u5668\uff0c\u4e5f\u8981\u8ba1\u7b973486528500050735\u5e74\uff0c\u8bf7\u6ce8\u610f\uff0c\u8fd9\u8fd8\u662f\u6bd4\u8f83\u7b80\u5355\u7684\u897f\u6d0b\u68cb)\uff0c\u6240\u4ee5\u4ed6\u5229\u7528\u4e86\u50cf\u662fMinMax\u641c\u7d22\u7b97\u6cd5\u4ee5\u53caAlpha-Beta\u4fee\u526a\u6cd5\u6765\u7f29\u51cf\u53ef\u80fd\u7684\u8ba1\u7b97\u8303\u56f4\uff0c\u57fa\u672c\u4e0a\u662f\u6839\u636e\u4e0a\u5c42\u7684\u80dc\u7387\uff0c\u53ef\u80fd\u80dc\u7684\u90e8\u5206\u591a\u7b97\u51e0\u5c42\u3001\u8f93\u7684\u5c11\u7b97\uff0c\u65e0\u5173\u80dc\u8d1f\u4e0d\u7b97\uff0c\u5229\u7528\u66b4\u529b\u89e3\u9898\u6cd5\u6765\u627e\u51fa\u6700\u4f73\u7b56\u7565\u3002\u4f46\u662f\u5f88\u4e0d\u5e78\u7684\u662f\uff0c\u56f4\u68cb\u7684\u5206\u652f\u56e0\u5b50\u662f250\uff0c\u4ee5\u56f4\u68cb19*19\u7684\u65b9\u9635\uff0c\u5171\u6709361\u4e2a\u843d\u5b50\u70b9\uff0c\u6240\u4ee5\u6574\u4e2a\u56f4\u68cb\u68cb\u5c40\u7684\u603b\u6392\u5217\u7ec4\u5408\u6570\u9ad8\u8fbe10\u7684171\u6b21\u65b9\uff0c\u6709\u4e0d\u5c11\u62a5\u5bfc\u8bf4\u8fd9\u6bd4\u5168\u5b87\u5b99\u7684\u539f\u5b50\u6570\u8fd8\u591a\uff0c\u8fd9\u662f\u91c7\u7528\u4e86\u4e4b\u524d\u7684\u4e00\u4e2a\u53e4\u8001\u7684\u7814\u7a76\u8bf4\u5168\u5b87\u5b99\u539f\u5b50\u6570\u662f10\u768475\u6b21\u65b9\uff0c\u4e0d\u8fc7\u6211\u5bf9\u6b64\u53ea\u662f\u7b11\u7b11\uff0c\u6211\u89c9\u5f97\u8fd9\u4e5f\u662f\u4f4e\u4f30\u4e86\u5b87\u5b99\u4e4b\u5927\u5427\u3002<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section>\n<section>\n<section>\n<section>AlphaGo\u7684\u4e3b\u8981\u673a\u5236<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section>\n<section>\n<section>\u5728\u67b6\u6784\u4e0a\uff0cAlphaGo\u53ef\u4ee5\u8bf4\u662f\u62e5\u6709\u4e24\u4e2a\u5927\u8111\uff0c\u4e24\u4e2a\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784\u51e0\u4e4e\u76f8\u540c\u7684\u4e24\u4e2a\u72ec\u7acb\u7f51\u7edc\uff1a\u7b56\u7565\u7f51\u7edc\u4e0e\u8bc4\u4ef7\u7f51\u7edc\uff0c\u8fd9\u4e24\u4e2a\u7f51\u7edc\u57fa\u672c\u4e0a\u662f\u4e2a13\u5c42\u7684\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u6240\u6784\u6210\uff0c\u5377\u79ef\u6838\u5927\u5c0f\u4e3a5*5\uff0c\u6240\u4ee5\u57fa\u672c\u4e0a\u4e0e\u5b58\u53d6\u56fa\u5b9a\u957f\u5bbd\u50cf\u7d20\u7684\u56fe\u50cf\u8bc6\u522b\u795e\u7ecf\u7f51\u7edc\u4e00\u6837\uff0c\u53ea\u4e0d\u8fc7\u6211\u4eec\u5c06\u77e9\u9635\u7684\u8f93\u5165\u503c\u6362\u6210\u4e86\u68cb\u76d8\u4e0a\u5404\u4e2a\u5750\u6807\u70b9\u7684\u843d\u5b50\u72b6\u51b5\u3002<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section><img decoding=\"async\" src=\"http:\/\/www.52shuxue.com\/uploadfile\/2016\/0318\/20160318043917836.jpg\" alt=\"\" \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section>\n<section>\n<section>\u7b2c\u4e00\u4e2a\u5927\u8111\u300c\u7b56\u7565\u7f51\u7edc\u300d\u57fa\u672c\u4e0a\u5c31\u662f\u4e00\u4e2a\u5355\u7eaf\u7684\u76d1\u7763\u5f0f\u5b66\u4e60\uff0c\u7528\u6765\u5224\u65ad\u5bf9\u624b\u6700\u53ef\u80fd\u7684\u843d\u5b50\u4f4d\u7f6e\u3002\u4ed6\u7684\u505a\u6cd5\u662f\u5927\u91cf\u7684\u8f93\u5165\u8fd9\u4e2a\u4e16\u754c\u4e0a\u804c\u4e1a\u68cb\u624b\u7684\u68cb\u8c31\uff0c\u7528\u6765\u9884\u6d4b\u5bf9\u624b\u6700\u6709\u53ef\u80fd\u7684\u843d\u5b50\u4f4d\u7f6e\u3002\u5728\u8fd9\u4e2a\u7f51\u7edc\u4e2d\uff0c\u5b8c\u5168\u4e0d\u7528\u53bb\u601d\u8003\u300c\u8d62\u300d\u8fd9\u4ef6\u4e8b\uff0c\u53ea\u9700\u8981\u80fd\u591f\u9884\u6d4b\u5bf9\u624b\u7684\u843d\u5b50\u5373\u53ef\u3002\u76ee\u524dAlphaGo\u9884\u6d4b\u5bf9\u624b\u843d\u5b50\u4f4d\u7f6e\u7684\u6b63\u786e\u7387\u662f57%(\u8fd9\u662f\u520a\u767b\u5728Nature\u6587\u7ae0\u65f6\u7684\u6570\u636e\uff0c\u73b0\u5728\u60f3\u5fc5\u66f4\u9ad8\u4e86)\u3002\u90a3\u5404\u4f4d\u53ef\u80fd\u8ba4\u4e3aAlphaGo\u7684\u5f31\u70b9\u662f\u5426\u5e94\u8be5\u5c31\u5728\u7b56\u7565\u7f51\u7edc\uff0c\u4e00\u65b9\u9762\u662f\u9884\u6d4b\u51c6\u786e\u7387\u4e0d\u9ad8\uff0c\u518d\u8005\u662f\u5982\u679c\u4e0b\u4e86\u4e4b\u524d\u4ed6\u6ca1\u770b\u8fc7\u7684\u68cb\u5c40\u662f\u4e0d\u662f\u5c31\u6709\u673a\u4f1a\u53ef\u4ee5\u8d62\u8fc7\u4ed6\u3002\u53ef\u60dc\u5e76\u4e0d\u662f\uff0c\u56e0\u4e3aAlphaGo\u7684\u7b56\u7565\u7f51\u7edc\u6709\u505a\u4e86\u4e24\u4e2a\u5c42\u9762\u589e\u5f3a\uff0c\u7b2c\u4e00\u4e2a\u5c42\u9762\u662f\u5229\u7528\u4e86\u540d\u4e3a\u589e\u5f3a\u7b56\u7565\u7f51\u7edc(reinforced-learning (RL) policy network)\u7684\u6280\u672f\uff0c\u4ed6\u5148\u4f7f\u7528\u90e8\u5206\u6837\u672c\u8bad\u7ec3\u51fa\u4e00\u4e2a\u57fa\u7840\u7248\u672c\u7684\u7b56\u7565\u7f51\u7edc\uff0c\u4ee5\u53ca\u4f7f\u7528\u5b8c\u6574\u6837\u672c\u5efa\u7acb\u51fa\u6765\u7684\u8fdb\u9636\u7248\u7b56\u7565\u7f51\u7edc\uff0c\u7136\u540e\u8ba9\u4e24\u4e2a\u7f51\u7edc\u5bf9\u5f08\uff0c\u540e\u8005\u8fdb\u9636\u7248\u7b56\u7565\u7f51\u7edc\u7b49\u4e8e\u662f\u7ad9\u5728\u57fa\u7840\u7248\u524d\u7684\u300c\u9ad8\u624b\u300d\uff0c\u56e0\u6b64\u53ef\u4ee5\u8ba9\u57fa\u7840\u7f51\u7edc\u53ef\u4ee5\u5feb\u901f\u7684\u719f\u5373\u5230\u9ad8\u624b\u53ef\u80fd\u843d\u5b50\u7684\u4f4d\u7f6e\u6570\u636e\uff0c\u8fdb\u800c\u53c8\u4ea7\u751f\u4e00\u4e2a\u589e\u5f3a\u7248\uff0c\u8fd9\u4e2a\u589e\u5f3a\u7248\u53c8\u53d8\u6210\u539f\u6709\u8fdb\u9636\u7248\u7684\u300c\u9ad8\u624b\u300d\uff0c\u4ee5\u6b64\u5faa\u73af\u4fee\u6b63\uff0c\u5c31\u53ef\u4ee5\u4e0d\u65ad\u7684\u63d0\u5347\u5bf9\u4e8e\u5bf9\u624b(\u9ad8\u624b)\u843d\u5b50\u7684\u9884\u6d4b\u3002\u7b2c\u4e8c\u4e2a\u5c42\u9762\u5219\u662f\u73b0\u5728\u7684\u7b56\u7565\u7f51\u7edc\u4e0d\u518d\u9700\u8981\u572819*19\u7684\u65b9\u683c\u4e2d\u627e\u51fa\u6700\u53ef\u80fd\u843d\u5b50\u4f4d\u7f6e\uff0c\u6539\u826f\u8fc7\u7684\u7b56\u7565\u7f51\u7edc\u53ef\u4ee5\u5148\u900f\u8fc7\u5377\u79ef\u6838\u6392\u9664\u6389\u4e00\u4e9b\u533a\u57df\u4e0d\u53bb\u8fdb\u884c\u8ba1\u7b97\uff0c\u7136\u540e\u518d\u6839\u636e\u5269\u4f59\u533a\u57df\u627e\u51fa\u6700\u53ef\u80fd\u4f4d\u7f6e\uff0c\u867d\u7136\u8fd9\u53ef\u80fd\u964d\u4f4eAlphaGo\u7b56\u7565\u7f51\u7edc\u7684\u5a01\u529b\uff0c\u4f46\u662f\u8fd9\u79cd\u673a\u5236\u5374\u80fd\u8ba9AlphaGo\u8ba1\u7b97\u901f\u5ea6\u63d0\u53471000\u500d\u4ee5\u4e0a\u3002\u4e5f\u6b63\u56e0\u4e3aAlpha Go\u4e00\u76f4\u662f\u6839\u636e\u6574\u4f53\u5c40\u52bf\u6765\u731c\u6d4b\u5bf9\u624b\u7684\u53ef\u80fd\u843d\u5b50\u9009\u62e9\uff0c\u4e5f\u56e0\u6b64\u4eba\u7c7b\u800d\u7684\u5c0f\u5fc3\u673a\u50cf\u662f\u523b\u610f\u4e0b\u51e0\u6b65\u5e0c\u671b\u6270\u4e71\u8ba1\u7b97\u673a\u7684\u843d\u5b50\u4f4d\u7f6e\uff0c\u5176\u5b9e\u90fd\u662f\u6ca1\u6709\u610f\u4e49\u7684\u3002<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section><img decoding=\"async\" src=\"http:\/\/www.52shuxue.com\/uploadfile\/2016\/0318\/20160318043926335.jpg\" alt=\"\" \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section>\n<section>\n<section>\u7b2c\u4e8c\u4e2a\u5927\u8111\u662f\u8bc4\u4ef7\u7f51\u7edc\u3002\u5728\u8bc4\u4ef7\u7f51\u7edc\u4e2d\u5219\u662f\u5173\u6ce8\u5728\u76ee\u524d\u5c40\u52bf\u7684\u72b6\u51b5\u4e0b\uff0c\u6bcf\u4e2a\u843d\u5b50\u4f4d\u7f6e\u7684\u300c\u6700\u540e\u300d\u80dc\u7387(\u8fd9\u4e5f\u662f\u6211\u6240\u8c13\u7684\u6574\u4f53\u68cb\u5c40)\uff0c\u800c\u975e\u662f\u77ed\u671f\u7684\u653b\u57ce\u7565\u5730\u3002\u4e5f\u5c31\u662f\u8bf4\u7b56\u7565\u7f51\u7edc\u662f\u5206\u7c7b\u95ee\u9898(\u5bf9\u65b9\u4f1a\u4e0b\u5728\u54ea)\uff0c\u8bc4\u4ef7\u7f51\u7edc\u662f\u8bc4\u4f30\u95ee\u9898(\u6211\u4e0b\u5728\u8fd9\u7684\u80dc\u7387\u662f\u591a\u5c11)\u3002\u8bc4\u4ef7\u7f51\u7edc\u5e76\u4e0d\u662f\u4e00\u4e2a\u7cbe\u786e\u89e3\u7684\u8bc4\u4ef7\u673a\u5236\uff0c\u56e0\u4e3a\u5982\u679c\u8981\u7b97\u51fa\u7cbe\u786e\u89e3\u53ef\u80fd\u4f1a\u8017\u8d39\u6781\u5927\u91cf\u7684\u8ba1\u7b97\u80fd\u529b\uff0c\u56e0\u6b64\u5b83\u53ea\u662f\u4e00\u4e2a\u8fd1\u4f3c\u89e3\u7684\u7f51\u7edc\uff0c\u800c\u4e14\u900f\u8fc7\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u7684\u65b9\u5f0f\u6765\u8ba1\u7b97\u51fa\u5377\u79ef\u6838\u8303\u56f4\u7684\u5e73\u5747\u80dc\u7387(\u8fd9\u4e2a\u505a\u6cd5\u7684\u76ee\u7684\u4e3b\u8981\u662f\u8981\u5c06\u8bc4\u4ef7\u51fd\u6570\u5e73\u6ed1\u5316\uff0c\u540c\u65f6\u907f\u514d\u8fc7\u5ea6\u5b66\u4e60\u7684\u95ee\u9898)\uff0c\u6700\u7ec8\u7b54\u6848\u4ed6\u4f1a\u7559\u5230\u6700\u540e\u7684\u8499\u5229\u5361\u7f57\u641c\u7d22\u6811\u4e2d\u89e3\u51b3\u3002\u5f53\u7136\uff0c\u8fd9\u91cc\u63d0\u5230\u7684\u80dc\u7387\u4f1a\u8ddf\u5411\u4e0b\u9884\u6d4b\u7684\u6b65\u6570\u4f1a\u6709\u5173\uff0c\u5411\u4e0b\u9884\u6d4b\u7684\u6b65\u6570\u8d8a\u591a\uff0c\u8ba1\u7b97\u5c31\u8d8a\u5e9e\u5927\uff0cAlphaGo\u76ee\u524d\u6709\u80fd\u529b\u81ea\u5df1\u5224\u65ad\u9700\u8981\u5c55\u5f00\u7684\u9884\u6d4b\u6b65\u6570\u3002\u4f46\u662f\u5982\u4f55\u80fd\u786e\u4fdd\u8fc7\u53bb\u7684\u6837\u672c\u80fd\u591f\u6b63\u786e\u53cd\u6620\u80dc\u7387\uff0c\u800c\u4e14\u4e0d\u53d7\u5230\u5bf9\u5f08\u53cc\u65b9\u5b9e\u529b\u7684\u4e8b\u524d\u5224\u65ad(\u53ef\u80fd\u4e0b\u5728\u67d0\u5904\u4f1a\u8d62\u4e0d\u662f\u56e0\u4e3a\u4e0b\u5728\u8fd9\u8be5\u8d62\uff0c\u800c\u662f\u8fd9\u4e2a\u4eba\u6bd4\u8f83\u5389\u5bb3)\uff0c\u56e0\u6b64\u3002\u8fd9\u4e2a\u90e8\u5206\u5b83\u4eec\u662f\u900f\u8fc7\u4e24\u53f0AlphaGo\u5bf9\u5f08\u7684\u65b9\u5f0f\u6765\u89e3\u51b3\uff0c\u56e0\u4e3a\u4e24\u53f0AlphaGo\u7684\u5b9e\u529b\u53ef\u4ee5\u5f53\u4f5c\u662f\u76f8\u540c\u7684\uff0c\u90a3\u4e48\u6700\u540e\u7684\u8f93\u8d62\u4e00\u5b9a\u8ddf\u539f\u6765\u7684\u4e24\u4eba\u5b9e\u529b\u65e0\u5173\uff0c\u800c\u662f\u8ddf\u4e0b\u7684\u4f4d\u7f6e\u6709\u5173\u3002\u4e5f\u56e0\u6b64\u8bc4\u4ef7\u7f51\u7edc\u5e76\u4e0d\u662f\u900f\u8fc7\u8fd9\u4e16\u754c\u4e0a\u5df2\u77e5\u7684\u68cb\u8c31\u4f5c\u4e3a\u8bad\u7ec3\uff0c\u56e0\u4e3a\u4eba\u7c7b\u5bf9\u5955\u4f1a\u53d7\u5230\u53cc\u65b9\u5b9e\u529b\u7684\u5f71\u54cd\uff0c\u900f\u8fc7\u4e24\u53f0\u5bf9\u4e00\u7684\u65b9\u5f0f\uff0c\u4ed6\u5728\u4e0e\u6b27\u6d32\u68cb\u738b\u5bf9\u5f08\u65f6\uff0c\u6240\u4f7f\u7528\u7684\u8bad\u7ec3\u7ec4\u6837\u672c\u53ea\u67093000\u4e07\u4e2a\u68cb\u8c31\uff0c\u4f46\u662f\u5728\u4e0e\u674e\u4e16\u77f3\u6bd4\u8d5b\u65f6\u5374\u5df2\u7ecf\u589e\u52a0\u52301\u4ebf\u3002\u7531\u4e8e\u4eba\u7c7b\u5bf9\u5955\u52a8\u5219\u6570\u5c0f\u65f6\uff0c\u4f46\u662fAlphaGo\u95f4\u5bf9\u5955\u53ef\u80fd\u5c31\u4e00\u79d2\u5b8c\u6210\u6570\u5c40\uff0c\u8fd9\u79cd\u65b9\u5f0f\u53ef\u4ee5\u5feb\u901f\u5730\u7d2f\u79ef\u51fa\u6b63\u786e\u7684\u8bc4\u4ef7\u6837\u672c\u3002\u6240\u4ee5\u5148\u524d\u63d0\u5230\u673a\u5668\u4e0b\u56f4\u68cb\u6700\u5927\u56f0\u96be\u70b9\u8bc4\u4ef7\u673a\u5236\u7684\u90e8\u5206\u5c31\u662f\u8fd9\u6837\u900f\u8fc7\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u6765\u89e3\u51b3\u6389\u3002<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section><img decoding=\"async\" src=\"http:\/\/www.52shuxue.com\/uploadfile\/2016\/0318\/20160318043933167.jpg\" alt=\"\" \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section>\n<section>\n<section>AlphaGo\u6280\u672f\u7684\u6700\u540e\u73af\u8282\u5c31\u662f\u8499\u5730\u5361\u7f57\u641c\u7d22\u6811\uff0c\u76f8\u8f83\u4e8e\u4ee5\u524d\u6df1\u84dd\u6240\u4f7f\u7528\u7684\u641c\u7d22(\u642d\u914dMinMax\u641c\u7d22\u7b97\u6cd5\u4ee5\u53caAlpha-Beta\u4fee\u526a\u6cd5\uff0c\u8fd9\u91cc\u5c31\u4e0d\u518d\u8d58\u8ff0)\uff0c\u7531\u4e8e\u6211\u4eec\u5e76\u975e\u5177\u6709\u65e0\u9650\u5927\u7684\u8ba1\u7b97\u80fd\u529b(\u8bf7\u6ce8\u610f\uff0c\u5982\u679c\u662f\u6709\u9650\u7684\u6392\u5217\u7ec4\u5408\uff0c\u8499\u5730\u5361\u7f57\u641c\u7d22\u6811\u7684\u786e\u6709\u53ef\u80fd\u9488\u5bf9\u6240\u6709\u7ec4\u5408\u8fdb\u884c\u901a\u76d8\u8bc4\u4f30\uff0c\u4f46\u662f\u5728\u56f4\u68cb\u7684\u573a\u666f\u4e0b\u662f\u6ca1\u6709\u529e\u6cd5\u7684\uff0c\u5c31\u7b97\u8fd9\u6837\u505a\uff0c\u6050\u6015\u4e5f\u4f1a\u9020\u6210\u8ba1\u7b97\u65f6\u95f4\u7684\u5927\u5e45\u589e\u52a0)\uff0c\u56e0\u6b64\u4e0d\u53ef\u80fd\u662f\u9002\u7528\u4e8e\u65e7\u7684\u65b9\u6cd5\uff0c\u4e0d\u8fc7\u5728\u524d\u9762\u7b56\u7565\u7f51\u7edc\u4ee5\u53ca\u8bc4\u4ef7\u7f51\u7edc\u4e2d\uff0cAlphaGo\u5df2\u7ecf\u53ef\u4ee5\u9488\u5bf9\u63a5\u4e0b\u6765\u7684\u843d\u5b50(\u5305\u62ec\u5bf9\u65b9)\u53ef\u80fd\u6027\u7f29\u5c0f\u5230\u4e00\u4e2a\u53ef\u63a7\u7684\u8303\u56f4\uff0c\u63a5\u4e0b\u6765\u4ed6\u5c31\u53ef\u4ee5\u5feb\u901f\u5730\u8fd0\u7528\u8499\u5730\u5361\u7f57\u641c\u7d22\u6811\u6765\u6709\u9650\u7684\u7ec4\u5408\u4e2d\u8ba1\u7b97\u6700\u4f73\u89e3\u3002\u4e00\u822c\u6765\u8bf4\u8499\u5730\u5361\u7f57\u641c\u7d22\u6811\u5305\u62ec4\u4e2a\u6b65\u9aa4\uff1a<\/section>\n<section><strong>1.\u9009\u53d6\uff1a<\/strong>\u9996\u5148\u6839\u636e\u76ee\u524d\u7684\u72b6\u6001\uff0c\u9009\u62e9\u51e0\u79cd\u53ef\u80fd\u7684\u5bf9\u624b\u843d\u5b50\u6a21\u5f0f\u3002<\/section>\n<section><strong>2.\u5c55\u5f00\uff1a<\/strong>\u6839\u636e\u5bf9\u624b\u7684\u843d\u5b50\uff0c\u5c55\u5f00\u81f3\u6211\u4eec\u80dc\u7387\u6700\u5927\u7684\u843d\u5b50\u6a21\u5f0f(\u6211\u4eec\u79f0\u4e4b\u4e3a\u4e00\u9636\u8499\u5730\u5361\u7f57\u6811)\u3002\u6240\u4ee5\u5728AlphaGo\u7684\u641c\u7d22\u6811\u4e2d\u5e76\u4e0d\u4f1a\u771f\u7684\u5c55\u5f00\u6240\u6709\u7ec4\u5408\u3002<\/section>\n<section><strong>3.\u8bc4\u4f30\uff1a<\/strong>\u5982\u4f55\u8bc4\u4f30\u6700\u4f73\u884c\u52a8(AlphaGo\u8be5\u4e0b\u5728\u54ea?)\uff0c\u4e00\u79cd\u65b9\u5f0f\u662f\u5c06\u884c\u52a8\u540e\u7684\u68cb\u5c40\u4e22\u5230\u8bc4\u4ef7\u7f51\u7edc\u6765\u8bc4\u4f30\u80dc\u7387\uff0c\u7b2c\u4e8c\u79cd\u65b9\u5f0f\u5219\u662f\u505a\u66f4\u6df1\u5ea6\u7684\u8499\u5730\u5361\u7f57\u6811(\u591a\u9884\u6d4b\u51e0\u9636\u53ef\u80fd\u7684\u7ed3\u679c)\u3002\u8fd9\u4e24\u79cd\u65b9\u6cd5\u6240\u8bc4\u4f30\u7684\u7ed3\u679c\u53ef\u80fd\u622a\u7136\u4e0d\u540c\uff0cAlphaGo\u4f7f\u7528\u4e86\u6df7\u5408\u7cfb\u6570(mixing \u00a0 \u00a0 \u00a0coefficient)\u6765\u5c06\u4e24\u79cd\u8bc4\u4f30\u7ed3\u679c\u6574\u5408\uff0c\u76ee\u524d\u5728Nature\u520a\u51fa\u7684\u6df7\u5408\u7cfb\u6570\u662f50%-50%(\u4f46\u662f\u6211\u731c\u5b9e\u9645\u4e00\u5b9a\u4e0d\u662f)<\/section>\n<section><strong>4.\u5012\u4f20\u5bfc\uff1a<\/strong>\u5728\u51b3\u5b9a\u6211\u4eec\u6700\u4f73\u884c\u52a8\u4f4d\u7f6e\u540e\uff0c\u5f88\u5feb\u5730\u6839\u636e\u8fd9\u4e2a\u4f4d\u7f6e\u5411\u4e0b\u900f\u8fc7\u7b56\u7565\u7f51\u7edc\u8bc4\u4f30\u5bf9\u624b\u53ef\u80fd\u7684\u4e0b\u4e00\u6b65\uff0c\u4ee5\u53ca\u5bf9\u5e94\u7684\u641c\u7d22\u8bc4\u4f30\u3002\u6240\u4ee5AlphaGo\u5176\u5b9e\u6700\u6050\u6016\u7684\u662f\uff0c\u674e\u4e16\u77f3\u5728\u601d\u8003\u81ea\u5df1\u8be5\u4e0b\u54ea\u91cc\u7684\u65f6\u5019\uff0c\u4e0d\u4f46AlphaGo\u53ef\u80fd\u65e9\u5c31\u731c\u51fa\u4e86\u4ed6\u53ef\u80fd\u4e0b\u7684\u4f4d\u7f6e\uff0c\u800c\u4e14\u6b63\u5229\u7528\u4ed6\u5728\u601d\u8003\u7684\u65f6\u95f4\u7ee7\u7eed\u5411\u4e0b\u8ba1\u7b97\u540e\u9762\u7684\u68cb\u8def\u3002<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section><img decoding=\"async\" src=\"http:\/\/www.52shuxue.com\/uploadfile\/2016\/0318\/20160318043942118.jpg\" alt=\"\" \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section>\n<section>\n<section>\u6839\u636eAlphaGo\u56e2\u961f\u7684\u5b9e\u6d4b\uff0c\u5982\u679c\u5355\u72ec\u4f7f\u7528\u4e00\u4e2a\u5927\u8111\u6216\u662f\u8499\u5229\u5361\u7f57\u641c\u7d22\u6811\u6280\u672f\uff0c\u90fd\u80fd\u8fbe\u5230\u4e1a\u4f59(\u6bb5)\u7684\u7b49\u7ea7(\u6b27\u6d32\u68cb\u738b\u6a0a\u6469\u5f3a\u5ea6\u7b49\u7ea7\u5927\u6982\u662f\u57282500~2600\uff0c\u800c\u674e\u4e16\u77f3\u662f\u57283500\u4ee5\u4e0a)\u3002\u4f46\u662f\u5f53\u8fd9\u4e9b\u6280\u672f\u6574\u5408\u5c31\u80fd\u5448\u73b0\u66f4\u5f3a\u5927\u7684\u529b\u91cf\u3002\u4f46\u662f\u5728\u520a\u767bNature\u8bba\u6587\u65f6\u4ed6\u7684\u9884\u4f30\u5f3a\u5ea6\u5927\u6982\u4e5f\u53ea\u6709\u804c\u4e1a3~4\u6bb5(\u674e\u4e16\u77f3\u662f9\u6bb5)\uff0c\u4e0d\u8fc7\u521a\u521a\u63d0\u5230\u4ed6\u900f\u8fc7\u589e\u5f3a\u6280\u672f\u5f3a\u5316\u7b56\u7565\u7f51\u7edc\u3001\u900f\u8fc7\u4e24\u53f0AlphaGo\u6765\u4f18\u5316\u8bc4\u4ef7\u7f51\u7edc\uff0c\u8fd9\u90fd\u53ef\u4ee5\u8ba9\u4ed6\u53ef\u4ee5\u5728\u77ed\u65f6\u95f4\u53d8\u5f97\u66f4\u52a0\u5f3a\u5927\u3002\u800c\u4e14\u8ba1\u7b97\u673a\u6ca1\u6709\u60c5\u611f\u4e5f\u4e0d\u6015\u538b\u529b\uff0c\u66f4\u4e0d\u4f1a\u56e0\u4e3a\u5bf9\u624b\u8868\u73b0\u800c\u8f7b\u654c(AlphaGo\u7684\u7b56\u7565\u7f51\u7edc\u4e00\u5411\u53ea\u9884\u6d4b\u5f3a\u8005)\uff0c\u6240\u4ee5\u4eba\u7c7b\u5c31\u7b97\u6709\u66f4\u5f3a\u5927\u7684\u5b9e\u529b\u4e5f\u672a\u5fc5\u80fd\u591f\u627f\u53d7\u8f93\u8d62\u538b\u529b\u800c\u505a\u6700\u597d\u7684\u53d1\u6325\u3002<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section><img decoding=\"async\" src=\"http:\/\/www.52shuxue.com\/uploadfile\/2016\/0318\/20160318043955481.jpg\" alt=\"\" \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section>\n<section>\n<section>\u00a0<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section>\n<section>\n<section>\n<section>\u674e\u4e16\u77f3\u6709\u6ca1\u6709\u8d62\u7684\u673a\u4f1a?<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section>\n<section>\n<section>\u5728\u5f88\u591a\u8bc4\u8bba\u4e2d\uff0c\u6211\u89c9\u5f97\u5bf9\u4e8eAlphaGo\u90fd\u6709\u5f88\u591a\u4e0d\u6b63\u786e\u7684\u731c\u6d4b\uff0c\u9996\u5148\u662fAlphaGo\u6709\u6ca1\u6709\u300c\u6574\u4f53\u68cb\u5c40\u300d\u8bc4\u4f30\u7684\u80fd\u529b\uff0c\u5fc5\u987b\u8bf4\u7684\u662f\u4ee5\u6574\u53f0AlphaGo\u6765\u8bf4\u662f\u6709\u7684\uff0c\u8fd9\u4e3b\u8981\u662f\u6765\u81ea\u4e8e\u8bc4\u4ef7\u7f51\u7edc\u7684\u8ba1\u7b97\u7ed3\u679c(\u56e0\u4e3a\u5b83\u8ba1\u7b97\u7684\u662f\u6700\u540e\u80dc\u7387)\uff0c\u4f46\u662f\u83b7\u5f97\u7684\u662f\u4e2a\u6c60\u5316\u533a\u57df\u7684\u5e73\u6ed1\u5316\u540e\u5e73\u5747\u80dc\u7387\u3002\u5728AlphaGo\u7684\u7b56\u7565\u7f51\u7edc\u4e3b\u8981\u662f\u9488\u5bf9\u5bf9\u624b\u63a5\u4e0b\u6765\u7684\u843d\u5b50\u8fdb\u884c\u8bc4\u4f30\uff0c\u81f3\u4e8e\u8499\u5730\u5361\u7f57\u641c\u7d22\u6811\u5219\u662f\u4f7f\u7528\u4e86\u8bc4\u4ef7\u7f51\u7edc\u7684\u53c2\u6570(\u8131\u673a\u8bad\u7ec3\u7684\u7ed3\u679c)\u4ee5\u53ca\u6839\u636e\u76ee\u524d\u72b6\u6001\u5b9e\u65f6\u8ba1\u7b97\u4ef7\u503c\u5dee\u5f02\u7684Rollouts\u6280\u672f\uff0c\u6240\u4ee5\u53ef\u4ee5\u505a\u51fa\u5177\u6709\u6574\u4f53\u68cb\u5c40\u8003\u8651\u7684\u6a21\u62df\u8bd5\u7b97\u3002\u4f46\u662f\u4eba\u7c7b\u5bf9\u4e8e\u300c\u6574\u4f53\u68cb\u5c40\u300d\u7684\u638c\u63a7\u662f\u900f\u8fc7\u76f4\u89c9\uff0c\u8fd9\u4e00\u70b9\u5e94\u8be5\u8fd8\u662f\u6bd4\u8ba1\u7b97\u673a\u5f3a\u5927\uff0c\u800c\u4e14\u5982\u679c\u5229\u7528\u76ee\u524dAlphaGo\u662f\u900f\u8fc7\u5377\u79ef\u6838\u6c60\u5316\u8fc7\u540e\u7ed3\u679c\u8bc4\u4f30\u5e73\u5747\u80dc\u7387(\u4e3b\u8981\u662f\u4e3a\u4e86\u5e73\u6ed1\u5316\u4ee5\u53ca\u907f\u514d\u8fc7\u5ea6\u5b66\u4e60)\uff0c\u5982\u679c\u674e\u4e16\u77f3\u6709\u529e\u6cd5\u5229\u7528AlphaGo\u4f1a\u9884\u6d4b\u4ed6\u7684\u884c\u4e3a\u505a\u540e\u9762\u51b3\u7b56\uff0c\u4f5c\u51fa\u9677\u9631\uff0c\u6765\u5236\u9020\u80dc\u7387\u8bc4\u4f30\u7684\u8bef\u533a(\u5728\u6c60\u5316\u8303\u56f4\u5185\u5e73\u5747\u662f\u9ad8\u80dc\u7387\uff0c\u4f46\u662f\u67d0\u4e2a\u4f4d\u5b50\u4e0b\u9519\u5c31\u9020\u6210\u300c\u6574\u4f53\u68cb\u5c40\u300d\u7ffb\u8986\u7684\u72b6\u51b5\uff0c\u8fd9\u5c31\u662f\u80dc\u7387\u9884\u6d4b\u7684\u8bef\u533a)\uff0c\u90a3\u4e48\u4eba\u7c7b\u5c31\u6709\u53ef\u80fd\u83b7\u80dc(\u5f53\u7136\u5566\uff0c\u6211\u8fd9\u91cc\u53ea\u662f\u63d0\u51fa\u53ef\u80fd\u6027\uff0c\u4f46\u662f\u77e5\u6613\u884c\u96be\uff0c\u8fd9\u6837\u7684\u884c\u52a8\u7684\u5b9e\u9645\u6267\u884c\u53ef\u80fd\u6027\u662f\u504f\u4f4e\u7684)\u3002\u73b0\u5728\u674e\u4e16\u77f3\u5fc5\u8f93\u7684\u539f\u56e0\u5728\u4e8e\u5b83\u4e00\u76f4\u5728\u731c\u6d4bAlphaGo\u7684\u68cb\u8def\uff0c\u4f46\u662f\u4e8b\u5b9e\u4e0a\u53cd\u800c\u662fAlphaGo\u4e00\u76f4\u5728\u9760\u731c\u6d4b\u674e\u4e16\u77f3\u7684\u4e0b\u4e00\u6b65\u6765\u505a\u51b3\u7b56\uff0c\u6240\u4ee5\u4ed6\u5e94\u8be5\u6539\u53d8\u601d\u8def\uff0c\u900f\u8fc7\u81ea\u5df1\u7684\u5047\u52a8\u4f5c\u6765\u8bf1\u9a97AlphaGo\uff0c\u8fd9\u624d\u6709\u53ef\u80fd\u6709\u80dc\u5229\u7684\u53ef\u80fd\u6027\u3002<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section>\n<section>\n<section>\n<section>\u5f31\u4eba\u5de5\u667a\u80fd\u4e0e\u5f3a\u4eba\u5de5\u667a\u80fd<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section>\n<section>\n<section>\u73b0\u5728\u8ba1\u7b97\u673a\u5728\u56f4\u68cb\u8fd9\u4e2a\u53f7\u79f0\u4eba\u7c7b\u6700\u540e\u7684\u5821\u5792\u4e2d\u80dc\u8fc7\u4e86\u4eba\u7c7b\uff0c\u90a3\u6211\u4eec\u662f\u4e0d\u662f\u8981\u62c5\u5fc3\u4eba\u5de5\u667a\u80fd\u7edf\u6cbb\u4eba\u7c7b\u7684\u4e00\u5929\u5230\u6765\uff0c\u5176\u5b9e\u4e0d\u5fc5\u675e\u4eba\u5fe7\u5929\uff0c\u56e0\u4e3a\u5728\u4eba\u5de5\u667a\u80fd\u7684\u5206\u7c7b\u4e0a\u6765\u8bf4\uff0c\u533a\u5206\u4e3a\u5f31\u4eba\u5de5\u667a\u80fd(Artificial Narrow Intelligence)\u4e0e\u5f3a\u4eba\u5de5\u667a\u80fd(Artificial General Intelligence)(\u4e8b\u5b9e\u4e0a\u8fd8\u6709\u4eba\u63d0\u51fa\u9ad8\u4eba\u5de5\u667a\u80fdArtificial Super 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