{"id":13459,"date":"2018-12-07T01:00:00","date_gmt":"2018-12-06T17:00:00","guid":{"rendered":"http:\/\/swarma.org\/ec4431424a\/"},"modified":"2018-12-10T09:52:07","modified_gmt":"2018-12-10T01:52:07","slug":"ec4431424a","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=13459","title":{"rendered":"\u8ba1\u7b97\u673a\u535a\u5f08\u91cc\u7a0b\u7891\uff1aAlphaZero\u5b8c\u6574\u8bba\u6587\u9996\u6b21\u53d1\u5e03\u5e76\u767b\u4e0aScience\u5c01\u9762"},"content":{"rendered":"<div class=\"bpp-post-content\">\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: center\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma1-1544187610.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<section class=\"mpa-template\">\n<section class=\"\">\n<section><span><strong><span>\u5bfc\u8bed<\/span><\/strong><\/span><\/section>\n<section>\n<section>\n<section>\n<p style=\"clear: both;min-height: 1em\"><span>\u4ece1997\u5e74\u201c\u6df1\u84dd\u201d\u51fb\u8d25\u56fd\u9645\u8c61\u68cb\u51a0\u519b\u5361\u65af\u5e15\u7f57\u592b\uff0c\u52302017\u5e74AlphaGo\u51fb\u8d25\u56f4\u68cb\u51a0\u519b\u67ef\u6d01\uff0cAI \u5728\u4e0e\u4eba\u7c7b\u5bf9\u6297\u8bad\u7ec3\u4e2d\u4e0d\u65ad\u63d0\u9ad8\uff0c\u800c\u8131\u80ce\u4e8e AlphaGo \u7684 AlphaZero \u5219\u5b8c\u5168\u8131\u79bb\u4e86\u4eba\u7c7b\u68cb\u8c31\u7684\u675f\u7f1a\uff0c\u901a\u8fc7\u81ea\u6211\u535a\u5f08\uff0c\u6210\u4e3a\u591a\u79cd\u68cb\u7c7b\u6e38\u620f\u7684\u738b\u8005\u3002\u5728\u6700\u65b0\u4e00\u671f Science \u4e2d\uff0c\u9996\u6b21\u5168\u65b9\u4f4d\u63ed\u793a\u4e86 AlphaZero \u80cc\u540e\u7684\u539f\u7406\u3002<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<blockquote>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u672c\u6587\u7ecfAI\u65b0\u5a92\u4f53\u91cf\u5b50\u4f4d\uff08\u516c\u4f17\u53f7ID\uff1aQbitAI\uff09\u6388\u6743\u8f6c\u8f7d\uff0c\u8f6c\u8f7d\u8bf7\u8054\u7cfb\u51fa\u5904\u3002<\/span><\/p>\n<\/blockquote>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u4e0d\u4ec5\u4f1a\u4e0b\u56f4\u68cb\uff0c\u8fd8\u81ea\u5b66\u6210\u624d\u6a2a\u626b\u56fd\u9645\u8c61\u68cb\u548c\u65e5\u672c\u5c06\u68cb\u7684DeepMind AlphaZero\uff0c\u767b\u4e0a\u4e86\u6700\u65b0\u4e00\u671f\u300a\u79d1\u5b66\u300b\u6742\u5fd7\u5c01\u9762\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u540c\u65f6\uff0c\u8fd9\u4e5f\u662f\u7ecf\u8fc7\u5b8c\u6574\u540c\u884c\u5ba1\u8bae\u7684AlphaZero\u8bba\u6587\uff0c\u9996\u6b21\u516c\u5f00\u53d1\u8868\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u8bba\u6587\u63cf\u8ff0\u4e86AlphaZero\u5982\u4f55\u5feb\u901f\u5b66\u4e60\u6bcf\u4e2a\u6e38\u620f\uff0c\u5982\u4f55\u4ece\u968f\u673a\u5bf9\u5f08\u5f00\u59cb\u8bad\u7ec3\uff0c\u5728\u6ca1\u6709\u5148\u9a8c\u77e5\u8bc6\u3001\u53ea\u77e5\u9053\u57fa\u672c\u89c4\u5219\u7684\u60c5\u51b5\u4e0b\uff0c\u6210\u4e3a\u53f2\u4e0a\u6700\u5f3a\u5927\u7684\u68cb\u7c7b\u4eba\u5de5\u667a\u80fd\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u300a\u79d1\u5b66\u300b\u6742\u5fd7\u8bc4\u4ef7\u79f0\uff0c\u80fd\u591f\u89e3\u51b3\u591a\u4e2a\u590d\u6742\u95ee\u9898\u7684\u5355\u4e00\u7b97\u6cd5\uff0c\u662f\u521b\u5efa\u901a\u7528\u673a\u5668\u5b66\u4e60\u7cfb\u7edf\uff0c\u89e3\u51b3\u5b9e\u9645\u95ee\u9898\u7684\u91cd\u8981\u4e00\u6b65\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>DeepMind\u8bf4\uff0c\u73b0\u5728AlphaZero\u5df2\u7ecf\u5b66\u4f1a\u4e86\u4e09\u79cd\u4e0d\u540c\u7684\u590d\u6742\u68cb\u7c7b\u6e38\u620f\uff0c\u5e76\u4e14\u53ef\u80fd\u5b66\u4f1a\u4efb\u4f55\u4e00\u79cd\u5b8c\u7f8e\u4fe1\u606f\u535a\u5f08\u7684\u6e38\u620f\uff0c\u8fd9\u201c\u8ba9\u6211\u4eec\u5bf9\u521b\u5efa\u901a\u7528\u5b66\u4e60\u7cfb\u7edf\u7684\u4f7f\u547d\u5145\u6ee1\u4fe1\u5fc3\u201d\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>AlphaZero\u5230\u5e95\u6709\u591a\u5389\u5bb3\uff1f\u518d\u603b\u7ed3\u4e00\u4e0b\u3002<\/span><\/p>\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: disc;margin-left: 8px;margin-right: 8px\">\n<li>\n<p style=\"line-height: 1.75em\"><span>\u5728\u56fd\u9645\u8c61\u68cb\u4e2d\uff0cAlphaZero\u8bad\u7ec34\u5c0f\u65f6\u5c31\u8d85\u8d8a\u4e86\u4e16\u754c\u51a0\u519b\u7a0b\u5e8fStockfish\uff1b<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 1.75em\"><span>\u5728\u65e5\u672c\u5c06\u68cb\u4e2d\uff0cAlphaZero\u8bad\u7ec32\u5c0f\u65f6\u5c31\u8d85\u8d8a\u4e86\u4e16\u754c\u51a0\u519b\u7a0b\u5e8fElmo\u3002<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 1.75em\"><span>\u5728\u56f4\u68cb\u4e2d\uff0cAlphaZero\u8bad\u7ec330\u5c0f\u65f6\u5c31\u8d85\u8d8a\u4e86\u4e0e\u674e\u4e16\u77f3\u5bf9\u6218\u7684AlphaGo\u3002<\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: center\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma2-1544187612.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<section class=\"mpa-template\">\n<section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\">\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\">\n<section>\n<section>\n<section>\n<section class=\"mpa-template\">\n<section>\n<section style=\"margin-top: 20px;max-width: 677px\">\n<section>\n<section><strong><\/p>\n<p><span><strong>AlphaZero\u6709\u4ec0\u4e48\u4e0d\u540c<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u56fd\u9645\u8c61\u68cb\u6709\u4ec0\u4e48\u96be\u7684\uff1f<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u5b9e\u9645\u4e0a\uff0c\u56fd\u9645\u8c61\u68cb\u662f\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6\u5f88\u65e9\u5c31\u5f00\u59cb\u7814\u7a76\u7684\u9886\u57df\u30021997\u5e74\uff0c\u6df1\u84dd\u51fb\u8d25\u4e86\u4eba\u7c7b\u56fd\u9645\u8c61\u68cb\u51a0\u519b\u5361\u65af\u5e15\u7f57\u592b\uff0c\u8fd9\u662f\u4e00\u4e2a\u4eba\u5de5\u667a\u80fd\u7684\u91cc\u7a0b\u7891\u3002\u6b64\u540e20\u5e74\uff0c\u56fd\u9645\u8c61\u68cb\u7684\u7b97\u6cd5\u5728\u8d85\u8d8a\u4eba\u7c7b\u540e\uff0c\u4e00\u76f4\u8fd8\u5728\u4e0d\u65ad\u5730\u8fdb\u6b65\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: center\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma8-1544187612.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u8fd9\u4e9b\u7b97\u6cd5\u90fd\u662f\u7531\u5f3a\u5927\u7684\u4eba\u7c7b\u68cb\u624b\u548c\u7a0b\u5e8f\u5458\u6784\u5efa\uff0c\u57fa\u4e8e\u624b\u5de5\u5236\u4f5c\u7684\u529f\u80fd\u548c\u7cbe\u5fc3\u8c03\u6574\u7684\u6743\u91cd\u6765\u8bc4\u4f30\u4f4d\u7f6e\uff0c\u5e76\u4e14\u7ed3\u5408\u4e86\u9ad8\u6027\u80fd\u7684alpha-beta\u641c\u7d22\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u800c\u63d0\u5230\u6e38\u620f\u6811\u7684\u590d\u6742\u6027\uff0c\u65e5\u672c\u5c06\u68cb\u6bd4\u56fd\u9645\u8c61\u68cb\u8fd8\u96be\u3002\u65e5\u672c\u5c06\u68cb\u7a0b\u5e8f\uff0c\u4f7f\u7528\u4e86\u7c7b\u4f3c\u56fd\u9645\u8c61\u68cb\u7684\u7b97\u6cd5\uff0c\u4f8b\u5982\u9ad8\u5ea6\u4f18\u5316\u7684alpha-beta\u641c\u7d22\uff0c\u4ee5\u53ca\u8bb8\u591a\u6709\u9488\u5bf9\u6027\u7684\u8bbe\u7f6e\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma3-1544187613.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>AlphaZero\u5219\u5b8c\u5168\u4e0d\u540c\uff0c\u5b83\u4f9d\u9760\u7684\u662f\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u3001\u901a\u7528\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u548c\u901a\u7528\u6811\u641c\u7d22\u7b97\u6cd5\u3002\u9664\u4e86\u57fa\u672c\u89c4\u5219\u4e4b\u5916\uff0c\u5b83\u5bf9\u8fd9\u4e9b\u68cb\u7c7b\u6e38\u620f\u4e00\u65e0\u6240\u77e5\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u5176\u4e2d\uff0c\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u53d6\u4ee3\u4e86\u624b\u5de5\u5199\u5c31\u7684\u8bc4\u4f30\u51fd\u6570\u548c\u4e0b\u6cd5\u6392\u5e8f\u542f\u53d1\u7b97\u6cd5\uff0c\u8499\u7279\u5361\u6d1b\u6811\u641c\u7d22\uff08MCTS\uff09\u7b97\u6cd5\u53d6\u4ee3\u4e86alpha-beta\u641c\u7d22\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>AlphaZero\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7684\u53c2\u6570\uff0c\u901a\u8fc7\u81ea\u6211\u535a\u5f08\u7684\u5f3a\u5316\u5b66\u4e60\u6765\u8bad\u7ec3\uff0c\u4ece\u968f\u673a\u521d\u59cb\u5316\u7684\u53c2\u6570\u5f00\u59cb\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u968f\u7740\u65f6\u95f4\u63a8\u79fb\uff0c\u7cfb\u7edf\u6e10\u6e10\u4ece\u8f93\u3001\u8d62\u4ee5\u53ca\u5e73\u5c40\u91cc\u9762\uff0c\u5b66\u4f1a\u8c03\u6574\u53c2\u6570\uff0c\u8ba9\u81ea\u5df1\u66f4\u61c2\u5f97\u9009\u62e9\u90a3\u4e9b\u6709\u5229\u4e8e\u8d62\u4e0b\u6bd4\u8d5b\u7684\u8d70\u6cd5\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u90a3\u4e48\uff0c\u56f4\u68cb\u548c\u56fd\u9645\u8c61\u68cb\u3001\u5c06\u68cb\u6709\u4ec0\u4e48\u4e0d\u540c\uff1f<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u56f4\u68cb\u7684\u5bf9\u5f08\u7ed3\u5c40\u53ea\u6709\u8f93\u8d62\u4e24\u79cd\uff0c\u800c\u56fd\u9645\u8c61\u68cb\u548c\u65e5\u672c\u5c06\u68cb\u90fd\u6709\u5e73\u5c40\u3002\u5176\u4e2d\uff0c\u56fd\u9645\u8c61\u68cb\u7684\u6700\u4f18\u7ed3\u679c\u88ab\u8ba4\u4e3a\u662f\u5e73\u5c40\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u6b64\u5916\uff0c\u56f4\u68cb\u7684\u843d\u5b50\u89c4\u5219\u76f8\u5bf9\u7b80\u5355\u3001\u5e73\u79fb\u4e0d\u53d8\uff0c\u800c\u56fd\u9645\u8c61\u68cb\u548c\u65e5\u672c\u5c06\u68cb\u7684\u89c4\u5219\u662f\u4e0d\u5bf9\u79f0\u7684\uff0c\u4e0d\u540c\u7684\u68cb\u5b50\u6709\u4e0d\u540c\u7684\u4e0b\u6cd5\uff0c\u4f8b\u5982\u58eb\u5175\u901a\u5e38\u53ea\u80fd\u5411\u524d\u79fb\u52a8\u4e00\u6b65\uff0c\u800c\u7687\u540e\u53ef\u4ee5\u56db\u9762\u516b\u65b9\u65e0\u9650\u5236\u7684\u79fb\u52a8\u3002\u800c\u4e14\u8fd9\u4e9b\u68cb\u5b50\u7684\u79fb\u52a8\u89c4\u5219\uff0c\u8fd8\u8ddf\u4f4d\u7f6e\u5bc6\u5207\u76f8\u5173\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\">\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: center\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma8-1544187613.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u5c3d\u7ba1\u5b58\u5728\u8fd9\u4e9b\u5dee\u5f02\uff0c\u4f46AlphaZero\u4e0e\u4e0b\u56f4\u68cb\u7684AlphaGo Zero\u4f7f\u7528\u4e86\u76f8\u540c\u67b6\u6784\u7684\u5377\u79ef\u7f51\u7edc\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>AlphaGo Zero\u7684\u8d85\u53c2\u6570\u901a\u8fc7\u8d1d\u53f6\u65af\u4f18\u5316\u8fdb\u884c\u8c03\u6574\u3002\u800c\u5728AlphaZero\u4e2d\uff0c\u8fd9\u4e9b\u8d85\u53c2\u6570\u3001\u7b97\u6cd5\u8bbe\u7f6e\u548c\u7f51\u7edc\u67b6\u6784\u90fd\u5f97\u5230\u4e86\u7ee7\u627f\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u9664\u4e86\u63a2\u7d22\u566a\u58f0\u548c\u5b66\u4e60\u7387\u4e4b\u5916\uff0cAlphaZero\u6ca1\u6709\u4e3a\u4e0d\u540c\u7684\u6e38\u620f\u505a\u7279\u522b\u7684\u8c03\u6574\u3002<\/span><\/p>\n<section class=\"mpa-template\">\n<section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<section>\n<section>\n<section>\n<section class=\"mpa-template\">\n<section>\n<section style=\"margin-top: 20px;max-width: 677px\">\n<section>\n<section><strong><\/p>\n<p><span><strong>5000\u4e2aTPU\u7ec3\u51fa\u6700\u5f3a\u5168\u80fd\u68cb\u624b<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<p style=\"clear: both;max-width: 677px;min-height: 17px\">\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u7cfb\u7edf\u9700\u8981\u591a\u957f\u65f6\u95f4\u53bb\u8bad\u7ec3\uff0c\u53d6\u51b3\u4e8e\u6bcf\u4e2a\u6e38\u620f\u6709\u591a\u96be\uff1a\u56fd\u9645\u8c61\u68cb\u5927\u7ea69\u5c0f\u65f6\uff0c\u5c06\u68cb\u5927\u7ea612\u5c0f\u65f6\uff0c\u56f4\u68cb\u5927\u7ea613\u5929\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u53ea\u662f\u8fd9\u4e2a\u8bad\u7ec3\u901f\u5ea6\u5f88\u96be\u590d\u73b0\uff0cDeepMind\u5728\u8fd9\u4e2a\u73af\u8282\uff0c\u6295\u5165\u4e865000\u4e2a\u4e00\u4ee3TPU\u6765\u751f\u6210\u81ea\u6211\u5bf9\u5f08\u6e38\u620f\uff0c16\u4e2a\u4e8c\u4ee3TPU\u6765\u8bad\u7ec3\u795e\u7ecf\u7f51\u7edc\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u8bad\u7ec3\u597d\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u7528\u6765\u6307\u5f15\u4e00\u4e2a\u641c\u7d22\u7b97\u6cd5\uff0c\u5c31\u662f\u8499\u7279\u5361\u6d1b\u6811\u641c\u7d22 (MCTS) \uff0c\u4e3a\u6bcf\u4e00\u6b65\u68cb\u9009\u51fa\u6700\u6709\u5229\u7684\u843d\u5b50\u4f4d\u7f6e\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u6bcf\u4e0b\u4e00\u6b65\u4e4b\u524d\uff0cAlphaZero\u4e0d\u662f\u641c\u7d22\u6240\u6709\u53ef\u80fd\u7684\u6392\u5e03\uff0c\u53ea\u662f\u641c\u7d22\u5176\u4e2d\u4e00\u5c0f\u90e8\u5206\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u6bd4\u5982\uff0c\u5728\u56fd\u9645\u8c61\u68cb\u91cc\uff0c\u5b83\u6bcf\u79d2\u641c\u7d226\u4e07\u79cd\u6392\u5e03\u3002\u5bf9\u6bd4\u4e00\u4e0b\uff0cStockfish\u6bcf\u79d2\u8981\u641c\u7d226\u5343\u4e07\u79cd\u6392\u5e03\uff0c\u5343\u500d\u4e4b\u5dee\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\">\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: center\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma7-1544187613.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<h6 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: center\"><span><strong><span style=\"font-size: 13px\">\u6bcf\u4e0b\u4e00\u6b65\uff0c\u9700\u8981\u505a\u591a\u5c11\u641c\u7d22\uff1f<\/span><\/strong><\/span><\/h6>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>AlphaZero\u4e0b\u68cb\u65f6\u641c\u7d22\u7684\u4f4d\u7f6e\u66f4\u5c11\uff0c\u9760\u7684\u662f\u8ba9\u795e\u7ecf\u7f51\u7edc\u7684\u9009\u62e9\u66f4\u96c6\u4e2d\u5728\u6700\u6709\u5e0c\u671b\u7684\u9009\u62e9\u4e0a\u3002DeepMind\u5728\u8bba\u6587\u4e2d\u4e3e\u4e86\u4e2a\u4f8b\u5b50\u6765\u5c55\u793a\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\">\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: center\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma2-1544187614.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u4e0a\u56fe\u5c55\u793a\u7684\u662f\u5728AlphaZero\u6267\u767d\u3001Stockfish\u6267\u9ed1\u7684\u4e00\u5c40\u56fd\u9645\u8c61\u68cb\u91cc\uff0c\u7ecf\u8fc7100\u6b21\u30011000\u6b21\u2026\u2026\u76f4\u5230100\u4e07\u6b21\u6a21\u62df\u4e4b\u540e\uff0cAlphaZero\u8499\u7279\u5361\u6d1b\u6811\u7684\u5185\u90e8\u72b6\u6001\u3002\u6bcf\u4e2a\u6811\u72b6\u56fe\u89e3\u90fd\u5c55\u793a\u4e8610\u4e2a\u6700\u5e38\u8bbf\u95ee\u7684\u72b6\u6001\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u7ecf\u8fc7\u5168\u9762\u8bad\u7ec3\u7684\u7cfb\u7edf\uff0c\u5c31\u548c\u5404\u4e2a\u9886\u57df\u91cc\u7684\u6700\u5f3aAI\u6bd4\u4e00\u6bd4\uff1a\u56fd\u9645\u8c61\u68cb\u7684Stockfish\uff0c\u5c06\u68cb\u7684Elmo\uff0c\u4ee5\u53ca\u56f4\u68cb\u7684\u524d\u8f88AlphaGo Zero\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u6bcf\u4f4d\u53c2\u8d5b\u9009\u624b\u90fd\u662f\u7528\u5b83\u6700\u521d\u8bbe\u8ba1\u4e2d\u9488\u5bf9\u7684\u786c\u4ef6\u6765\u8dd1\u7684\uff1a<\/span><span style=\"font-size: 15px\">Stockfish\u548cElmo\u90fd\u662f\u752844\u4e2aCPU\u6838\uff1bAlphaZero\u548cAlphaGo Zero\u7528\u7684\u90fd\u662f\u4e00\u53f0\u642d\u8f7d4\u679a\u521d\u4ee3TPU\u548c44\u4e2aCPU\u6838\u7684\u673a\u5668\u3002<\/span><span style=\"font-size: 15px\">(\u4e00\u679a\u521d\u4ee3TPU\u7684\u63a8\u7406\u901f\u5ea6\uff0c\u5927\u7ea6\u76f8\u5f53\u4e8e\u4e00\u4e2a\u82f1\u4f1f\u8fbeTitan V GPU\u3002)<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u53e6\u5916\uff0c\u6bcf\u573a\u6bd4\u8d5b\u7684\u65f6\u957f\u63a7\u5236\u57283\u5c0f\u65f6\u4ee5\u5185\uff0c\u6bcf\u4e00\u6b65\u68cb\u4e0d\u5f97\u8d85\u8fc715\u79d2\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u6bd4\u8d5b\u7ed3\u679c\u662f\uff0c\u65e0\u8bba\u56fd\u9645\u8c61\u68cb\u3001\u5c06\u68cb\u8fd8\u662f\u56f4\u68cb\uff0cAlphaGo\u90fd\u51fb\u8d25\u4e86\u5bf9\u624b\uff1a<\/span><\/p>\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: disc;margin-left: 8px;margin-right: 8px\">\n<li>\n<p style=\"line-height: 1.75em\"><span>\u56fd\u9645\u8c61\u68cb\uff0c\u5927\u6bd4\u5206\u51fb\u8d252016 TCEC\u51a0\u519bStockfish\uff0c\u5343\u573a\u53ea\u8f93155\u573a\u3002<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 1.75em\"><span>\u5c06\u68cb\uff0c\u5927\u6bd4\u5206\u51fb\u8d252017 CSA\u4e16\u754c\u51a0\u519bElmo\uff0c\u80dc\u738791.2%\u3002<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 1.75em\"><span>\u56f4\u68cb\uff0c\u51fb\u8d25\u81ea\u5b66\u6210\u624d\u7684\u524d\u8f88AlphaGo Zero\uff0c\u80dc\u738761%\u3002<\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\">\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: center\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma9-1544187614.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<section class=\"mpa-template\">\n<section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\">\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\">\n<section>\n<section>\n<section>\n<section class=\"mpa-template\">\n<section>\n<section style=\"margin-top: 20px;max-width: 677px\">\n<section>\n<section><strong><\/p>\n<p><span><strong>\u4e0d\u6309\u5957\u8def\u843d\u5b50<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<p style=\"clear: both;max-width: 677px;min-height: 17px\">\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u56e0\u4e3aAlphaZero\u81ea\u5df1\u5b66\u4e60\u4e86\u6bcf\u79cd\u68cb\u7c7b\uff0c\u4e8e\u662f\uff0c\u5b83\u5e76\u4e0d\u53d7\u4eba\u7c7b\u73b0\u6709\u5957\u8def\u7684\u5f71\u54cd\uff0c\u4ea7\u751f\u4e86\u72ec\u7279\u7684\u3001\u975e\u4f20\u7edf\u7684\u3001\u4f46\u5177\u6709\u521b\u9020\u529b\u548c\u52a8\u6001\u7684\u68cb\u8def\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u5728\u56fd\u9645\u8c61\u68cb\u91cc\uff0c\u5b83\u8fd8\u53d1\u5c55\u51fa\u81ea\u5df1\u7684\u76f4\u89c9\u548c\u7b56\u7565\uff0c\u589e\u52a0\u4e86\u4e00\u7cfb\u5217\u4ee4\u4eba\u5174\u594b\u7684\u65b0\u60f3\u6cd5\uff0c\u6539\u53d8\u4e86\u51e0\u4e2a\u4e16\u7eaa\u4ee5\u6765\u5bf9\u56fd\u9645\u8c61\u68cb\u6218\u7565\u7684\u601d\u8003\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u56fd\u9645\u8c61\u68cb\u4e16\u754c\u51a0\u519b\u5361\u65af\u5e15\u7f57\u592b\u4e5f\u5728\u300a\u79d1\u5b66\u300b\u4e0a\u64b0\u6587\u8868\u793a\uff0cAlphaZero\u5177\u5907\u52a8\u6001\u3001\u5f00\u653e\u7684\u98ce\u683c\uff0c\u201c\u5c31\u50cf\u6211\u4e00\u6837\u201d\u3002\u4ed6\u6307\u51fa\u901a\u5e38\u56fd\u9645\u8c61\u68cb\u7a0b\u5e8f\u4f1a\u8ffd\u6c42\u5e73\u5c40\uff0c\u4f46AlphaZero\u770b\u8d77\u6765\u66f4\u559c\u6b22\u98ce\u9669\u3001\u66f4\u5177\u4fb5\u7565\u6027\u3002\u5361\u65af\u5e15\u7f57\u592b\u8868\u793a\uff0cAlphaZero\u7684\u68cb\u98ce\u53ef\u80fd\u66f4\u63a5\u8fd1\u672c\u6e90\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u5361\u65af\u5e15\u7f57\u592b\u8bf4\uff0cAlphaZero\u4ee5\u4e00\u79cd\u6df1\u523b\u800c\u6709\u7528\u7684\u65b9\u5f0f\u8d85\u8d8a\u4e86\u4eba\u7c7b\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\">\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: center\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma9-1544187615.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u56fd\u9645\u8c61\u68cb\u5927\u5e08\u9a6c\u4fee\u00b7\u8428\u5fb7\u52d2\uff08Matthew Sadler\uff09\u548c\u5973\u6027\u56fd\u9645\u5927\u5e08\u5a1c\u5854\u838e\u00b7\u91cc\u6839\uff08Natasha Regan\uff09\u5373\u5c06\u4e8e2019\u5e741\u6708\u51fa\u7248\u65b0\u4e66\u300a\u68cb\u7c7b\u53d8\u9769\u8005\uff08Game Changer\uff09\u300b\uff0c\u5728\u8fd9\u672c\u4e66\u4e2d\uff0c\u4ed6\u4eec\u5206\u6790\u4e86\u6570\u4ee5\u5343\u8ba1\u7684AlphaZero\u68cb\u8c31\uff0c\u8ba4\u4e3aAlphaZero\u7684\u68cb\u8def\u4e0d\u50cf\u4efb\u4f55\u4f20\u7edf\u7684\u56fd\u9645\u8c61\u68cb\u5f15\u64ce\uff0c\u9a6c\u4fee\u00b7\u8428\u5fb7\u52d2\u8bc4\u4ef7\u5b83\u4e3a\u201c\u5c31\u50cf\u4ee5\u524d\u7ffb\u770b\u4e00\u4e9b\u5389\u5bb3\u68cb\u624b\u7684\u79d8\u5bc6\u7b14\u8bb0\u672c\u3002\u201d<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\">\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: center\">\n<div class=\"bp-video\">\n<div class=\"player\"><\/div>\n<\/div>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u68cb\u624b\u4eec\u89c9\u5f97\uff0cAlphaZero\u73a9\u8fd9\u4e9b\u6e38\u620f\u7684\u98ce\u683c\u6700\u8ff7\u4eba\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u56fd\u9645\u8c61\u68cb\u7279\u7ea7\u5927\u5e08\u9a6c\u4fee\u00b7\u8428\u5fb7\u52d2\u8bf4\uff1a\u201c\u5b83\u7684\u68cb\u5b50\u5e26\u7740\u76ee\u7684\u548c\u63a7\u5236\u529b\u5305\u56f4\u5bf9\u624b\u7684\u738b\u7684\u65b9\u5f0f\u201d\uff0c\u6700\u5927\u9650\u5ea6\u5730\u63d0\u9ad8\u4e86\u81ea\u8eab\u68cb\u5b50\u7684\u6d3b\u52a8\u6027\u548c\u79fb\u52a8\u6027\uff0c\u540c\u65f6\u6700\u5927\u9650\u5ea6\u5730\u51cf\u5c11\u4e86\u5bf9\u624b\u68cb\u5b50\u7684\u6d3b\u52a8\u548c\u79fb\u52a8\u6027\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u4e0e\u76f4\u89c9\u76f8\u53cd\uff0cAlphaZero\u4f3c\u4e4e\u5bf9\u201c\u6750\u6599\u201d\u7684\u91cd\u89c6\u7a0b\u5ea6\u8f83\u4f4e\uff0c\u8fd9\u4e00\u60f3\u6cd5\u662f\u73b0\u4ee3\u6e38\u620f\u7684\u57fa\u7840\uff0c\u6bcf\u4e00\u4e2a\u68cb\u5b50\u90fd\u5177\u6709\u4ef7\u503c\uff0c\u5982\u679c\u73a9\u5bb6\u5728\u68cb\u76d8\u4e0a\u7684\u67d0\u4e2a\u68cb\u5b50\u4ef7\u503c\u9ad8\u4e8e\u53e6\u4e00\u4e2a\uff0c\u90a3\u4e48\u5b83\u5c31\u5177\u6709\u7269\u8d28\u4f18\u52bf\u3002AlphaZero\u613f\u610f\u5728\u6e38\u620f\u65e9\u671f\u727a\u7272\u68cb\u5b50\uff0c\u4ee5\u83b7\u5f97\u957f\u671f\u6536\u76ca\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u201c\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u662f\uff0c\u5b83\u8bbe\u6cd5\u5c06\u81ea\u5df1\u7684\u98ce\u683c\u5f3a\u52a0\u4e8e\u5404\u79cd\u5404\u6837\u7684\u4f4d\u7f6e\u548c\u7a7a\u7f3a\uff0c\u201d\u9a6c\u4fee\u8bf4\u4ed6\u4e5f\u89c2\u5bdf\u5230\uff0cAlphaZero\u4ee5\u975e\u5e38\u523b\u610f\u7684\u65b9\u5f0f\u53d1\u6325\u4f5c\u7528\uff0c\u4e00\u5f00\u59cb\u5c31\u4ee5\u201c\u975e\u5e38\u4eba\u6027\u5316\u7684\u575a\u5b9a\u76ee\u6807\u201d\u5f00\u59cb\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u201c\u4f20\u7edf\u5f15\u64ce\u975e\u5e38\u5f3a\u5927\uff0c\u51e0\u4e4e\u4e0d\u4f1a\u51fa\u73b0\u660e\u663e\u9519\u8bef\uff0c\u4f46\u5728\u9762\u5bf9\u6ca1\u6709\u5177\u4f53\u548c\u53ef\u8ba1\u7b97\u89e3\u51b3\u65b9\u6848\u7684\u4f4d\u7f6e\u65f6\uff0c\u4f1a\u53d1\u751f\u504f\u5dee\uff0c\u201d\u4ed6\u8bf4\u3002 \u201c\u6b63\u662f\u5728\u8fd9\u6837\u7684\u4f4d\u7f6e\uff0cAlphaZero\u624d\u80fd\u4f53\u73b0\u51fa\u2018\u611f\u89c9\u2019\uff0c\u2018\u6d1e\u5bdf\u2019\u6216\u2018\u76f4\u89c9\u2019\u3002\u201d<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\">\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma3-1544187615.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u8fd9\u79cd\u72ec\u7279\u7684\u80fd\u529b\uff0c\u5728\u5176\u4ed6\u4f20\u7edf\u7684\u56fd\u9645\u8c61\u68cb\u7a0b\u5e8f\u4e2d\u770b\u4e0d\u5230\uff0c\u5e76\u4e14\u5df2\u7ecf\u7ed9\u6700\u8fd1\u4e3e\u529e\u7684\u4e16\u754c\u56fd\u9645\u8c61\u68cb\u9526\u6807\u8d5b\u63d0\u4f9b\u4e86\u65b0\u7684\u89c1\u89e3\u548c\u8bc4\u8bba\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u201c\u770b\u770bAlphaZero\u7684\u5206\u6790\u4e0e\u9876\u7ea7\u56fd\u9645\u8c61\u68cb\u5f15\u64ce\u751a\u81f3\u9876\u7ea7\u5927\u5e08\u7ea7\u68cb\u624b\u7684\u5206\u6790\u6709\u4f55\u4e0d\u540c\uff0c\u8fd9\u771f\u662f\u4ee4\u4eba\u7740\u8ff7\uff0c\u201d\u5973\u68cb\u624b\u5a1c\u5854\u838e\u00b7\u91cc\u6839\u8bf4\u3002 \u201cAlphaZero\u53ef\u4ee5\u6210\u4e3a\u6574\u4e2a\u56fd\u9645\u8c61\u68cb\u5708\u5f3a\u5927\u7684\u6559\u5b66\u5de5\u5177\u3002\u201d<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>AlphaZero\u7684\u6559\u80b2\u610f\u4e49\uff0c\u65e9\u57282016\u5e74AlphaGo\u5bf9\u6218\u674e\u4e16\u77f3\u65f6\u5c31\u5df2\u7ecf\u770b\u5230\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u5728\u6bd4\u8d5b\u671f\u95f4\uff0cAlphaGo\u53d1\u6325\u51fa\u4e86\u8bb8\u591a\u6781\u5177\u521b\u9020\u6027\u7684\u80dc\u5229\u6b65\u6cd5\uff0c\u5305\u62ec\u5728\u7b2c\u4e8c\u573a\u6bd4\u8d5b\u4e2d\u768437\u6b65\uff0c\u8fd9\u63a8\u7ffb\u4e86\u4e4b\u524d\u6570\u767e\u5e74\u7684\u601d\u8003\u3002\u8fd9\u79cd\u4e0b\u6cd5\u4ee5\u53ca\u5176\u4ed6\u8bb8\u591a\u4e0b\u6cd5\uff0c\u5df2\u7ecf\u88ab\u5305\u62ec\u674e\u4e16\u77f3\u672c\u4eba\u5728\u5185\u7684\u6240\u6709\u7ea7\u522b\u7684\u68cb\u624b\u7814\u7a76\u8fc7\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u4ed6\u5bf9\u7b2c37\u6b65\u8fd9\u6837\u8bc4\u4ef7\uff1a\u201c\u6211\u66fe\u8ba4\u4e3aAlphaGo\u662f\u57fa\u4e8e\u6982\u7387\u8ba1\u7b97\u7684\uff0c\u5b83\u53ea\u662f\u4e00\u53f0\u673a\u5668\u3002\u4f46\u5f53\u6211\u770b\u5230\u8fd9\u4e00\u4e3e\u52a8\u65f6\uff0c\u6211\u6539\u53d8\u4e86\u60f3\u6cd5\u3002\u5f53\u7136AlphaGo\u662f\u6709\u521b\u9020\u6027\u7684\u3002\u201c<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\">\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: center\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma8-1544187615.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<section class=\"mpa-template\">\n<section>\n<section class=\"mpa-template\">\n<section>\n<p style=\"margin-right: 8px;margin-left: 8px;clear: both;max-width: 677px;min-height: 17px\">\n<p style=\"margin-right: 8px;margin-left: 8px;clear: both;max-width: 677px;min-height: 17px\">\n<section style=\"margin-top: 20px;max-width: 677px\">\n<section>\n<section><strong><\/p>\n<p><span><strong>\u4e0d\u4ec5\u4ec5\u662f\u68cb\u624b<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<p style=\"clear: both;max-width: 677px;min-height: 17px\">\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>DeepMind\u5728\u535a\u5ba2\u4e2d\u8bf4AlphaZero\u4e0d\u4ec5\u4ec5\u662f\u56fd\u9645\u8c61\u68cb\u3001\u5c06\u68cb\u6216\u56f4\u68cb\u3002\u5b83\u662f\u4e3a\u4e86\u521b\u5efa\u80fd\u591f\u89e3\u51b3\u5404\u79cd\u73b0\u5b9e\u95ee\u9898\u7684\u667a\u80fd\u7cfb\u7edf\uff0c\u5b83\u9700\u8981\u7075\u6d3b\u9002\u5e94\u65b0\u7684\u72b6\u51b5\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u8fd9\u6b63\u662fAI\u7814\u7a76\u4e2d\u7684\u4e00\u9879\u91cd\u5927\u6311\u6218\uff1a\u7cfb\u7edf\u80fd\u591f\u4ee5\u975e\u5e38\u9ad8\u7684\u6807\u51c6\u638c\u63e1\u7279\u5b9a\u6280\u80fd\uff0c\u4f46\u5728\u7565\u5fae\u4fee\u6539\u4efb\u52a1\u540e\u5f80\u5f80\u4f1a\u5931\u8d25\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>AlphaZero\u73b0\u5728\u80fd\u591f\u638c\u63e1\u4e09\u79cd\u4e0d\u540c\u7684\u590d\u6742\u6e38\u620f\uff0c\u5e76\u53ef\u80fd\u638c\u63e1\u4efb\u4f55\u5b8c\u7f8e\u4fe1\u606f\u6e38\u620f\uff0c\u89e3\u51b3\u4e86\u4ee5\u4e0a\u95ee\u9898\u4e2d\u91cd\u8981\u7684\u4e00\u6b65\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u4ed6\u4eec\u8ba4\u4e3a\uff0cAlphaZero\u7684\u521b\u9020\u6027\u89c1\u89e3\uff0c\u52a0\u4e0aDeepMind\u5728AlphaFold\u7b49\u5176\u4ed6\u9879\u76ee\u4e2d\u770b\u5230\u7684\u4ee4\u4eba\u9f13\u821e\u7684\u7ed3\u679c\uff0c\u5e26\u6765\u4e86\u521b\u5efa\u901a\u7528\u5b66\u4e60\u7cfb\u7edf\u7684\u4fe1\u5fc3\uff0c\u6709\u52a9\u4e8e\u627e\u5230\u4e00\u4e9b\u65b0\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u53bb\u89e3\u51b3\u6700\u91cd\u8981\u548c\u6700\u590d\u6742\u7684\u79d1\u5b66\u95ee\u9898\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>DeepMind\u7684Alpha\u5bb6\u65cf\u4ece\u6700\u521d\u7684\u56f4\u68cb\u7b97\u6cd5AlphaGo\uff0c\u51e0\u7ecf\u8fdb\u5316\uff0c\u5f62\u6210\u4e86\u4e00\u4e2a\u5bb6\u65cf\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\">\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: center\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma4-1544187616.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u521a\u521a\u63d0\u5230\u7684AlphaFold\uff0c\u6700\u8fd1\u53ef\u4ee5\u8bf4\u5173\u6ce8\u5ea6\u7206\u8868\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u5b83\u80fd\u6839\u636e\u57fa\u56e0\u5e8f\u5217\u6765\u9884\u6d4b\u86cb\u767d\u8d28\u76843D\u7ed3\u6784\uff0c\u8fd8\u5728\u6709\u201c\u86cb\u767d\u8d28\u7ed3\u6784\u9884\u6d4b\u5965\u8fd0\u4f1a\u201d\u4e4b\u79f0\u7684CASP\u6bd4\u8d5b\u4e2d\u593a\u51a0\uff0c\u529b\u538b\u5176\u4ed697\u4e2a\u53c2\u8d5b\u8005\u3002\u8fd9\u662f\u201c\u8bc1\u660e\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u9a71\u52a8\u3001\u52a0\u901f\u79d1\u5b66\u8fdb\u5c55\u91cd\u8981\u91cc\u7a0b\u7891\u201d\uff0cDeepMInd CEO\u54c8\u8428\u6bd4\u65af\u5f62\u5bb9\u4e3a\u201c\u706f\u5854\u201d\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u4ece2016\u5e74AlphaGo\u8bba\u6587\u53d1\u8868\u5728\u300a\u81ea\u7136\u300b\u4e0a\uff0c\u5230\u4eca\u5929AlphaZero\u767b\u4e0a\u300a\u79d1\u5b66\u300b\uff0cAlpha\u5bb6\u65cf\u9664\u4e86\u6700\u65b0\u51fa\u7089\u7684AlphaFold\u4e4b\u5916\uff0cAlphaGo\u3001AlphaGo Zero\u548cAlphaZero\u5df2\u7ecf\u5168\u90e8\u5728\u9876\u7ea7\u671f\u520aNature\u548cScience\u4e0a\u4eae\u76f8\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u671f\u5f85\u8f70\u52a8\u79d1\u7814\u754c\u7684AlphaFold\u8bba\u6587\u65e9\u65e5\u9732\u9762\u3002<\/span><\/p>\n<section class=\"mpa-template\">\n<section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<section>\n<section>\n<section>\n<section class=\"mpa-template\">\n<section>\n<p style=\"margin-right: 8px;margin-left: 8px;clear: both;max-width: 677px;min-height: 17px\">\n<section style=\"margin-top: 20px;max-width: 677px\">\n<section>\n<section><strong><\/p>\n<p><span><strong>AlphaZero\u8bba\u6587<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<p style=\"clear: both;max-width: 677px;min-height: 17px\">\n<\/section>\n<p><span style=\"font-size: 15px\">\u8fd9\u7bc7\u520a\u8f7d\u5728\u300a\u79d1\u5b66\u300b\u4e0a\u7684\u8bba\u6587\uff0c\u9898\u4e3a\uff1a<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>A general reinforcement learning algorithm that masters chess, shogi, and <\/span><span>Go<\/span><span> through self-play<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u4f5c\u8005\u5305\u62ec\uff1aDavid Silver\u3001Thomas Hubert\u3001Julian Schrittwieser\u3001Ioannis Antonoglou\u3001Matthew Lai\u3001Arthur Guez\u3001Marc Lanctot\u3001Laurent Sifre\u3001Dharshan Kumaran\u3001Thore Graepel\u3001Timothy Lillicrap\u3001Karen Simonyan\u3001Demis Hassabis\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u300a\u79d1\u5b66\u300b\u520a\u8f7d\u7684\u8bba\u6587\u5728\u6b64\uff1ahttp:\/\/science.sciencemag.org\/content\/362\/6419\/1140<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u68cb\u5c40\u53ef\u4ee5\u5728\u6b64\u4e0b\u8f7d\uff1ahttps:\/\/deepmind.com\/research\/alphago\/alphazero-resources\/<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>DeepMind\u8fd8\u7279\u522b\u5199\u4e86\u4e00\u4e2a\u535a\u5ba2\uff0c\u4f20\u9001\u95e8\uff1ahttps:\/\/deepmind.com\/blog\/alphazero-shedding-new-light-grand-games-chess-shogi-and-go\/<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<section>\n<section class=\"V5\">\n<section>\n<section>\n<section>\n<section class=\"V5\">\n<section class=\"mpa-template\">\n<blockquote>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u6765\u6e90\uff1a\u91cf\u5b50\u4f4d<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u7f16\u8f91\uff1a\u6768\u6e05\u6021<\/span><\/p>\n<\/blockquote>\n<\/section>\n<section>\n<section class=\"V5\">\n<section>\n<section>\n<section style=\"font-size: 16px;font-family: \u5fae\u8f6f\u96c5\u9ed1\">\n<section class=\"V5\">\n<p style=\"margin: 10px 8px;line-height: 1.75em\">\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"mpa-template\">\n<section style=\"margin-top: 20px\">\n<section>\n<section><strong><\/p>\n<p><span><strong>\u63a8\u8350\u9605\u8bfb<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;text-align: center;line-height: 2em\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247492192&amp;idx=1&amp;sn=239be13ddad1bebccb9eb21a8c361964&amp;chksm=e897b8eddfe031fb0c739ac15f3326a0e4b812ea9262325836a5aacfafc56ed7c4d23094292e&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 13px;text-decoration: underline\"><strong><span style=\"font-size: 13px\">DeepMind\u56fe\u7f51\u7edc\u5e93\uff0c\u89e3\u51b3\u5173\u7cfb\u63a8\u7406\u95ee\u9898\uff01<\/span><\/strong><strong><span style=\"font-size: 13px\"><\/span><\/strong><\/a><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;text-align: center;line-height: 2em\"><strong style=\"font-size: 13px;text-decoration: underline\"><span style=\"font-size: 13px\"><strong style=\"text-decoration: underline;text-align: center;font-size: 13px\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247490941&amp;idx=1&amp;sn=aa17a7a1ea35a0b205ddd85db809a941&amp;chksm=e89447f0dfe3cee6f634c04bdb07449f53acb5c755494448f6e394b02d51e72b80b45f3718ac&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"text-decoration: underline;text-align: center;font-size: 13px\">Nature \u4eba\u7c7b\u884c\u4e3a<\/a>\uff1a<\/strong><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247490941&amp;idx=1&amp;sn=aa17a7a1ea35a0b205ddd85db809a941&amp;chksm=e89447f0dfe3cee6f634c04bdb07449f53acb5c755494448f6e394b02d51e72b80b45f3718ac&amp;scene=21#wechat_redirect\" target=\"_blank\">\u8111\u529b\u7ecf\u6d4e\u5b66\u957f\u6587\u7efc\u8ff0<\/a><\/span><\/strong><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247490941&amp;idx=1&amp;sn=aa17a7a1ea35a0b205ddd85db809a941&amp;chksm=e89447f0dfe3cee6f634c04bdb07449f53acb5c755494448f6e394b02d51e72b80b45f3718ac&amp;scene=21#wechat_redirect\" target=\"_blank\"><strong style=\"font-size: 13px;text-decoration: underline\"><span style=\"font-size: 13px\"><\/span><\/strong><span style=\"font-size: 13px\"><span style=\"text-decoration:underline\"><\/span><\/span><\/a><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;text-align: center;line-height: 2em\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247487879&amp;idx=1&amp;sn=3bd398d7e420b1abc9baed986d4287d0&amp;chksm=e8944b0adfe3c21c93da1598c17879d1a700a6aa8002f4e7be3995a0cd4894e2ae026ee2b5fa&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 13px;text-decoration: underline\"><strong><span style=\"font-size: 13px\">DeepMind \u590d\u73b0\u5927\u8111\u7a7a\u95f4\u5bfc\u822a\u65b9\u5f0f\uff01<\/span><\/strong><strong><span style=\"font-size: 13px\"><\/span><\/strong><\/a><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;text-align: center;line-height: 2em\"><span style=\"text-decoration: underline\"><strong><span style=\"text-decoration: underline;font-size: 13px\"><strong><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247486885&amp;idx=1&amp;sn=bae50252574865f45a482ab788287ded&amp;chksm=e8945728dfe3de3eea5f7962060f3531821e27e34a708cd4c71d2ed5863f8f5fafd50422e211&amp;scene=21#wechat_redirect\" target=\"_blank\"> \u4eba\u5de5\u667a\u80fd\u4e0e\u6df1\u5ea6\u5b66\u4e60-2017\u5e74\u5ea6\u5927\u4e8b\u4ef6<\/a><\/strong><\/span><\/strong><\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;text-align: center;line-height: 2em\"><span style=\"text-decoration: underline\"><strong><span><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247486851&amp;idx=1&amp;sn=2ee019589fa690c9b431400015e6a1cd&amp;chksm=e894570edfe3de1822cc01cffbc7e958e79d12cc425e13c678c09285ae344ef98c50f6421b81&amp;scene=21#wechat_redirect\" target=\"_blank\">\u5927\u6570\u4e4b\u9053\u2014\u2014\u4eba\u8111\u4e0e\u7535\u8111\u7684\u5bf9\u6bd4<\/a><\/span><\/strong><\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;text-align: center;line-height: 2em\"><span style=\"font-size: 14px;text-decoration: underline;letter-spacing: 2px\"><strong><span style=\"letter-spacing: 1px\"><\/span><\/strong><\/span><\/p>\n<section class=\"\">\n<section class=\"\" style=\"font-size: 17px;letter-spacing: 0.544px\">\n<section class=\"mpa-template\">\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u660e\u65e5\u76f4\u64ad\u9884\u544a\uff1a<\/strong><\/span><\/p>\n<p><span><strong>\u65b0\u4e66\u300a\u6df1\u5ea6\u601d\u8003\u300b<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"text-align: center\">\n<p><strong><span>\u96c6\u667a\u4ff1\u4e50\u90e8\u9996\u90e8\u8bd1\u4f5c<\/span><\/strong><\/p>\n<p><strong><span><strong><span><strong><span>\u5361\u65af\u5e15\u7f57\u592b\u9996\u6b21\u5766\u9732\u5bf9\u6218\u201c\u6df1\u84dd\u201d\u7ec6\u8282<\/span><\/strong><\/span><\/strong><\/span><\/strong><\/p>\n<p><strong><span>\u5e26\u4f60\u91cd\u6e29\u4eba\u7c7b\u667a\u529b\u7b2c\u4e00\u6b21\u88ab\u4eba\u5de5\u667a\u80fd\u516c\u7136\u78be\u538b\u7684\u77ac\u95f4<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<p><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247494004&amp;idx=1&amp;sn=5dda76355baa3c583fdcb9238cbe48a0&amp;chksm=e897b3f9dfe03aefaeec8c8cddacda74a11a32589875870b10fab181095e162cadc12df25b04&amp;scene=21#wechat_redirect\" target=\"_blank\"><span class=\"js_jump_icon h5_image_link\"><img class=\"\" style=\"width: 677px !important\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma0-1544187616.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/span><\/a><\/p>\n<p><span>\u70b9\u51fb\u56fe\u7247\u4e86\u89e3\u76f4\u64ad\u8be6\u60c5<\/span><\/p>\n<\/p>\n<p><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247494004&amp;idx=1&amp;sn=5dda76355baa3c583fdcb9238cbe48a0&amp;chksm=e897b3f9dfe03aefaeec8c8cddacda74a11a32589875870b10fab181095e162cadc12df25b04&amp;scene=21#wechat_redirect\" target=\"_blank\">12\u67088\u65e5\uff08\u672c\u5468\u516d\uff0914\uff1a30-16\uff1a00<\/a><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;text-align: center\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247494004&amp;idx=1&amp;sn=5dda76355baa3c583fdcb9238cbe48a0&amp;chksm=e897b3f9dfe03aefaeec8c8cddacda74a11a32589875870b10fab181095e162cadc12df25b04&amp;scene=21#wechat_redirect\" target=\"_blank\"><span style=\"font-size: 15px\"><\/span><\/a><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247494004&amp;idx=1&amp;sn=5dda76355baa3c583fdcb9238cbe48a0&amp;chksm=e897b3f9dfe03aefaeec8c8cddacda74a11a32589875870b10fab181095e162cadc12df25b04&amp;scene=21#wechat_redirect\" target=\"_blank\"><span style=\"font-size: 15px\">\u53c2\u4e0e\u76f4\u64ad\u8ba8\u8bba<\/span><\/a><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247494004&amp;idx=1&amp;sn=5dda76355baa3c583fdcb9238cbe48a0&amp;chksm=e897b3f9dfe03aefaeec8c8cddacda74a11a32589875870b10fab181095e162cadc12df25b04&amp;scene=21#wechat_redirect\" target=\"_blank\"><span style=\"font-size: 15px\">\u5c31\u6709<\/span><\/a><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247494004&amp;idx=1&amp;sn=5dda76355baa3c583fdcb9238cbe48a0&amp;chksm=e897b3f9dfe03aefaeec8c8cddacda74a11a32589875870b10fab181095e162cadc12df25b04&amp;scene=21#wechat_redirect\" target=\"_blank\"><span style=\"font-size: 15px\">\u673a\u4f1a\u83b7\u8d60\u300a\u6df1\u5ea6\u601d\u8003\u300b\u65b0\u4e66\uff01<\/span><\/a><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;text-align: center\">\n<section class=\"mpa-template\">\n<section class=\"mpa-template\">\n<p style=\"clear: both;min-height: 1em\">\n<hr \/>\n<div class=\"post-image\"><img class=\"__bg_gif\" width=\"100%\" style=\"letter-spacing: 0.5px;height: auto !important;width: 64px !important\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma2-1544187617.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/div>\n<p style=\"clear: both;min-height: 1em\">\n<section>\n<section style=\"margin-right: 0.5em;margin-left: 0.5em;line-height: 25.6px;text-align: center\">\n<section style=\"margin-right: 0.5em;margin-left: 0.5em;line-height: 25.6px\">\n<section>\n<section style=\"margin-right: 0.5em;margin-left: 0.5em;font-size: 15px\">\n<section>\n<p><strong><span>\u96c6\u667a\u4ff1\u4e50\u90e8QQ\u7fa4\uff5c877391004<\/span><\/strong><\/p>\n<p><strong><span>\u5546\u52a1\u5408\u4f5c\u53ca\u6295\u7a3f\u8f6c\u8f7d\uff5cswarma@swarma.org<\/span><\/strong><\/p>\n<section style=\"margin-right: 0.5em;margin-left: 0.5em\">\n<h1 style=\"margin-top: 10px;margin-bottom: 10px;font-size: 16px;line-height: 1.75em\"><strong><strong><span><span>\u25c6<\/span><span>\u25c6<\/span><span>\u25c6<\/span><\/span><\/strong><\/strong><\/h1>\n<\/section>\n<p><span><strong><span style=\"font-size: 14px\">\u641c\u7d22\u516c\u4f17\u53f7\uff1a\u96c6\u667a\u4ff1\u4e50\u90e8<\/span><\/strong><\/span><\/p>\n<p><span><strong><span style=\"font-size: 14px\"><\/span><\/strong><\/span><\/p>\n<p><span><strong><span style=\"font-size: 14px\">\u52a0\u5165\u201c\u6ca1\u6709\u56f4\u5899\u7684\u7814\u7a76\u6240\u201d<\/span><\/strong><\/span><\/p>\n<section>\n<div class=\"post-image\"><img class=\"\" width=\"auto\" style=\"height: auto !important;width: auto !important\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma5-1544187617.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/div>\n<\/section>\n<p style=\"clear: both;min-height: 1em\"><span style=\"font-size: 14px\">\u8ba9\u82f9\u679c\u7838\u5f97\u66f4\u731b\u70c8\u4e9b\u5427\uff01<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;text-align: center\">\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<blockquote class=\"keep-source\">\n<p>\u539f\u6587\u59cb\u53d1\u4e8e\u5fae\u4fe1\u516c\u4f17\u53f7\uff08                         \u96c6\u667a\u4ff1\u4e50\u90e8                      \uff09\uff1a<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?timestamp=1544187607&amp;src=3&amp;ver=1&amp;signature=lIjTv2DCz-zz83op6Vubp3uYSyFZU2dt818Go0BrdEvx7rT-ECRljKErJTGg2fn564jKMkFB2WOVa34-aTb9opPBnoZejRgRjxNwd60dxaMD*teQJisGLJsklNesVfuNUN3rNvGGLSYdL*MTRHwsjigC0zNI8YmHzE5Q*YqTmro=\">\u96c6\u667a<\/a><\/p>\n<\/blockquote>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5bfc\u8bed \u4ece1997\u5e74\u201c\u6df1\u84dd\u201d\u51fb\u8d25\u56fd\u9645\u8c61\u68cb\u51a0\u519b\u5361\u65af\u5e15\u7f57\u592b\uff0c\u52302017\u5e74AlphaGo\u51fb\u8d25\u56f4\u68cb\u51a0\u519b\u67ef\u6d01\uff0cAI \u5728\u4e0e\u4eba\u7c7b\u5bf9\u6297\u8bad\u7ec3\u4e2d\u4e0d\u65ad\u63d0\u9ad8\uff0c\u800c\u8131\u80ce\u4e8e AlphaGo \u7684 AlphaZero \u5219\u5b8c\u5168\u8131\u79bb\u4e86\u4eba\u7c7b\u68cb\u8c31\u7684\u675f\u7f1a\uff0c\u901a\u8fc7\u81ea\u6211\u535a\u5f08\uff0c\u6210\u4e3a\u591a\u79cd\u68cb\u7c7b\u6e38\u620f\u7684\u738b\u8005\u3002\u5728\u6700\u65b0\u4e00\u671f Science \u4e2d\uff0c\u9996\u6b21\u5168\u65b9\u4f4d\u63ed\u793a\u4e86 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