{"id":5208,"date":"2017-05-25T01:00:00","date_gmt":"2017-05-24T17:00:00","guid":{"rendered":"http:\/\/swarma.org\/%swarma-paper%\/"},"modified":"2018-12-05T22:26:13","modified_gmt":"2018-12-05T14:26:13","slug":"%e7%9c%8balphago%e8%99%90%e6%9f%af%e6%b4%81%e4%b8%8d%e7%88%bd%ef%bc%9f-%e9%82%a3%e5%b0%b1%e8%a7%a3%e5%89%96%e5%ae%83%e4%ba%b2%e5%93%a5%ef%bc%81","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=5208","title":{"rendered":"\u770bAlphaGo\u8650\u67ef\u6d01\u4e0d\u723d\uff1f \u90a3\u5c31\u89e3\u5256\u5b83\u4eb2\u54e5\uff01"},"content":{"rendered":"<div class=\"bpp-post-content\">\n<section  style=\"display: none; height: 0px;\"><\/section>\n<div class=\"post-image\"><img      src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma8-1534232263.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/div>\n<blockquote style=\"font-size: 16px; white-space: normal; color: rgb(62, 62, 62); background-color: rgb(255, 255, 255);\">\n<p style=\"margin: 10px 0.5em; letter-spacing: 0.5px;\"><span style=\"color: rgb(0, 0, 0);\"><strong><span style=\"font-size: 13px;\">\u5f20\u6c5f&nbsp;<\/span><\/strong><\/span><span style=\"font-size: 13px;\">\u5317\u4eac\u5e08\u8303\u5927\u5b66\u526f\u6559\u6388\uff0c\u96c6\u667a\u4ff1\u4e50\u90e8\u3001AI\u5b66\u56ed\u521b\u59cb\u4eba\uff0c\u817e\u8baf\u7814\u7a76\u9662\u3001\u963f\u91cc\u7814\u7a76\u9662\u3001\u7f51\u7edc\u667a\u5e93\u4e13\u5bb6\u3001\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u8005\u4e0e\u5e03\u9053\u5e08\u3002<\/span><\/p>\n<\/blockquote>\n<section  class=\"mpa-template\" >\n<section donone=\"shifuMouseDownCard(&#39;shifu_c_029&#39;)\" label=\"Copyright Reserved by PLAYHUDONG.\" style=\"margin: 1em 0px; padding: 0px; max-width: 100%; color: rgb(123, 12, 0); font-size: 16px; white-space: normal; line-height: 25.6px; border-width: 0px; border-style: none; background-color: rgb(255, 255, 255); border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<p style=\"margin: 10px 0px 0px 1em; 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padding: 0px; max-width: 100%; border-width: 1px; border-style: solid; border-color: rgb(123, 12, 0); border-radius: 0.4em; color: rgb(123, 12, 0); font-size: 1em; box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section style=\"margin: 0px; padding: 1.4em 1em 1em; max-width: 100%; border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section style=\"margin: 0px; padding: 0px; max-width: 100%; font-size: 1em; font-weight: inherit; text-align: inherit; text-decoration: inherit; border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<p style=\"margin: 10px 0.5em; letter-spacing: 0.5px;\"><span style=\"font-size: 13px; color: rgb(136, 136, 136);\">\u6ca1\u9519\uff0cAlphaGo\u7684\u786e\u6709\u4e00\u4e2a\u540c\u7236\uff08Deep Mind\uff09\u7684\u4eb2\u54e5\u54e5\uff0c\u51fa\u751f\u4e8e2015\u5e74\u3002\u4ece\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u8bf4\uff0cAlphaGo\u7684\u8fd9\u4e2a\u54e5\u54e5\u6bd4Alpha\u72d7\u8fd8\u8981\u5389\u5bb3\uff0c\u56e0\u4e3a\u5b83\u66f4\u63a5\u8fd1\u6211\u4eec\u4eba\u7c7b\u8ffd\u6c42\u4eba\u5de5\u667a\u80fd\u7684\u7ec8\u6781\u76ee\u6807\uff1a\u901a\u7528\u4eba\u5de5\u667a\u80fd\u3002\u6240\u4ee5\uff0c\u8fd9\u4e2a\u54e5\u54e5\u4e00\u51fa\u751f\u5c31\u5f15\u8d77\u4e86\u5f53\u65f6\u7684\u8206\u8bba\u754c\u4e00\u7247\u54d7\u7136\u3002\u8fd9\u4e2a\u54e5\u54e5\u540d\u53ebDeep Q Network\uff0c\u7b80\u79f0DQN\u3002<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px;\"><span style=\"font-size: 13px;\"><img    style=\"letter-spacing: 0.5px; white-space: normal;\"   src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma4-1534232264.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/>\u5982\u679c\u4f60\u770b\u7740AlphaGo\u8650\u5f85\u54b1\u4eba\u7c7b\u56f4\u68cb\u51a0\u519b\u4e0d\u723d\uff0c\u90a3\u5c31\u6765\u4e00\u8d77\u628a\u5b83\u7684\u54e5\u54e5DQN\u89e3\u5256\u4e86\u5427\uff01<\/span><\/p>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px;\"><inherit><span style=\"font-size: 13px;\"><\/span><\/inherit><\/p>\n<section  class=\"mpa-template\" >\n<p style=\"max-width: 100%; min-height: 1em; color: rgb(62, 62, 62); font-size: 16px; white-space: normal; text-align: center; line-height: 3em; background-color: rgb(255, 255, 255); box-sizing: border-box !important; word-wrap: break-word !important;\"><img class=\"__bg_gif\"     style=\"margin: 0px; padding: 0px; max-width: 100%; height: auto !important; box-sizing: border-box !important; word-wrap: break-word !important; visibility: visible !important; width: 64px !important;\" width=\"100%\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma0-1534232264.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><br  \/><\/p>\n<\/section>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px; text-align: center;\"><inherit><span style=\"color: rgb(123, 12, 0);\"><strong><span style=\"color: rgb(123, 12, 0); font-size: 16px;\">\u4eba\u5de5\u667a\u80fd\u6253\u6e38\u620f<\/span><\/strong><\/span><\/inherit><\/p>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px;\"><span style=\"font-size: 13px;\"><br  \/><\/span><\/p>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px;\"><span style=\"font-size: 13px;\">\u8fd9\u4e2aDQN\u662f\u5e72\u561b\u7684\u5462\uff1f\u5b83\u662f\u4e00\u4e2a\u4e13\u95e8\u8d1f\u8d23\u6253\u6e38\u620f\u7684\u4eba\u5de5\u667a\u80fd\uff01\u53ef\u80fd\u4f60\u4f1a\u8ba4\u4e3a\u4eba\u5de5\u667a\u80fd\u6253\u6e38\u620f\u6ca1\u4ec0\u4e48\u4e86\u4e0d\u8d77\uff0c\u56e0\u4e3a\u6e38\u620f\u672c\u8eab\u4e0d\u5c31\u662f\u4e00\u79cd\u8ba1\u7b97\u673a\u7a0b\u5e8f\u5417\uff1f\u4f46\u5173\u952e\u662f\uff0c\u8fd9\u4e2a\u795e\u7ecf\u7f51\u7edc\u662f\u8981\u50cf\u4eba\u7c7b\u73a9\u5bb6\u4e00\u6837\u901a\u8fc7\u8bfb\u53d6\u5c4f\u5e55\u4e0a\u7684\u50cf\u7d20\u7ea7\u753b\u9762\u83b7\u53d6\u8f93\u5165\u4fe1\u606f\uff0c\u5e76\u76f4\u63a5\u8fdb\u884c\u5224\u65ad\u5e94\u8be5\u91c7\u53d6\u4ec0\u4e48\u884c\u52a8\u3002\u8be5\u7f51\u7edc\u9700\u8981\u4e00\u8fb9\u73a9\u4e00\u8fb9\u5b66\uff0c\u4ece\u800c\u8fbe\u5230\u4eba\u7c7b\u7684\u6c34\u5e73\u3002<\/span><\/p>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px;\"><inherit><br  \/><\/inherit><\/p>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px;\"><inherit><span style=\"font-size: 13px;\">\u8981\u77e5\u9053\u6700\u7ec8\u8bad\u7ec3\u5f97\u5230\u7684\u8fd9\u4e2aDQN\u7f51\u7edc\u6709\u591a\u725b\uff0c\u4e0d\u59a8\u8ba9\u6211\u4eec\u6765\u770b\u770b\u5b83\u662f\u5982\u4f55\u4e00\u70b9\u70b9\u5b66\u4f1a\u6253\u7816\u5757\u8fd9\u6b3e\u6e38\u620f\u7684\uff1a<\/span><\/inherit><\/p>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px; text-align: center;\"><img     style=\"border-width: 0px; border-style: initial; border-color: initial; cursor: pointer; width: 418px; height: 548px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma1-1534232264.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px;\"><span style=\"font-size: 13px;\">\u8fd9\u662fDQN\u7b97\u6cd5\u5728\u5f00\u59cb\u73a9\u6253\u7816\u5757\u6e38\u620f\u7684\u65f6\u5019\u7684\u8868\u73b0\uff0c\u5b83\u663e\u5f97\u975e\u5e38\u7b28\u62d9\uff0c\u7403\u62cd\u603b\u662f\u8eb2\u5728\u4e00\u4e2a\u89d2\u843d\u91cc\uff0c\u4e0d\u77e5\u9053\u53bb\u63a5\u7403\u3002<\/span><\/p>\n<p style=\"margin: 10px 0.5em; 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border-style: initial; border-color: initial; cursor: pointer; width: 610px; height: 389px;\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534232264-1.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/inherit><\/p>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px;\"><span style=\"font-size: 13px;\">\u6162\u6162\u5730\uff0c\u5b83\u7adf\u7136\u5b66\u4f1a\u4e86\u5c06\u4e00\u4fa7\u7684\u7816\u5757\u6253\u7a7f\uff0c\u7136\u540e\u8ba9\u5c0f\u7403\u5f39\u5230\u7816\u5757\u5e73\u53f0\u7684\u4e0a\u8fb9\uff0c\u4fdd\u8bc1\u6c42\u4e0d\u6389\u4e0b\u6765\u7684\u540c\u65f6\uff0c\u4e00\u76f4\u4e0d\u65ad\u5730\u6253\u7816\u5757\u5f97\u5206\u3002\u5173\u952e\u7684\u662f\uff0c\u8fd9\u79cd\u770b\u8d77\u6765\u80fd\u591f\u4f53\u73b0\u4e00\u5b9a\u667a\u529b\u7684\u7b56\u7565\u5e76\u4e0d\u662f\u4eba\u7c7b\u901a\u8fc7\u7f16\u7a0b\u544a\u8bc9DQN\u7684\uff0c\u800c\u662f\u5b83\u81ea\u5df1\u901a\u8fc7\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u5b66\u4e60\u51fa\u6765\u7684\u3002<\/span><\/p>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px;\"><span style=\"font-size: 13px;\">\u90a3\u4e48\uff0cDQN\u7a76\u7adf\u662f\u5982\u4f55\u5b66\u4e60\u5230\u8fd9\u79cd\u201c\u521b\u9020\u6027\u201d\u7684\u73a9\u6e38\u620f\u7b56\u7565\u7684\u5462\uff1f\u63a5\u4e0b\u6765\uff0c\u5c31\u8ba9\u6211\u4eec\u62ff\u51fa\u624b\u672f\u5200\uff0c\u89e3\u5256\u4e00\u4e0b\u8fd9\u4e2aDQN\u7b97\u6cd5\u3002<\/span><\/p>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px;\"><inherit><span style=\"font-size: 13px;\"><\/span><\/inherit><\/p>\n<section  class=\"mpa-template\" >\n<p style=\"max-width: 100%; min-height: 1em; color: rgb(62, 62, 62); font-size: 16px; white-space: normal; text-align: center; line-height: 3em; background-color: rgb(255, 255, 255); box-sizing: border-box !important; word-wrap: break-word !important;\"><img class=\"__bg_gif\"     style=\"margin: 0px; padding: 0px; max-width: 100%; height: auto !important; box-sizing: border-box !important; word-wrap: break-word !important; visibility: visible !important; width: 64px !important;\" width=\"100%\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534232264.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><br  \/><\/p>\n<\/section>\n<p style=\"text-align: center;\"><span style=\"color: rgb(123, 12, 0);\"><strong>Q\u4f30\u503c<br  \/><\/strong><\/span><\/p>\n<p><inherit><span style=\"font-size: 13px;\"><br  \/><\/span><\/inherit><\/p>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px;\"><inherit><span style=\"font-size: 13px;\">\u5176\u5b9e\uff0cDQN\u7684\u601d\u60f3\u6765\u6e90\u4e8e\u4e00\u79cd\u88ab\u53eb\u505aQ\u5b66\u4e60\uff08Q-learning\uff09\u7684\u53e4\u8001\u7b97\u6cd5\u3002\u8fd9\u79cd\u7b97\u6cd5\u7684\u57fa\u672c\u601d\u60f3\u662f\uff0c\u7ed9\u6253\u6e38\u620f\u7684\u4eba\u5de5\u667a\u80fd\u4e3b\u4f53\u8d4b\u4e88\u4e00\u4e2a\u4ef7\u503c\u51fd\u6570Q\u3002\u8fd9\u6837Q\u5c31\u53ef\u4ee5\u7ed9\u4e3b\u4f53\u6240\u9762\u4e34\u7684\u5f53\u524d\u73af\u5883\u72b6\u6001S\uff08\u6e38\u620f\u7684\u72b6\u6001\uff09\u548c\u4e3b\u4f53\u5f53\u524d\u6240\u91c7\u53d6\u7684\u884c\u52a8a\u4e00\u4e2a\u8bc4\u5206\uff0c\u5e76\u4e14\u4e3b\u4f53\u4f1a\u5728\u82e5\u5e72\u4e2a\u53ef\u80fd\u884c\u52a8\u4e2d\u9009\u62e9\u4e00\u4e2a\u8ba9Q\u51fd\u6570\u503c\u6700\u5927\u7684\u3002\u8fd9\u5c31\u597d\u6bd4\u4e00\u4e2a\u5c0f\u5b69\u5b50\uff0c\u5f53\u4ed6\u9762\u5bf9\u4e00\u4e2a\u964c\u751f\u7684\u73af\u5883\u7684\u65f6\u5019\uff0c\u5c31\u4f1a\u7ecf\u5e38\u95ee\u81ea\u5df1\uff0c\u6211\u73b0\u5728\u662f\u4e0d\u662f\u5e94\u8be5\u8eba\u5728\u5730\u4e0a\u6253\u4e2a\u6eda\u513f\uff1fQ\u51fd\u6570\u5c31\u662f\u5b83\u81ea\u5df1\u7684\u8bc4\u4ef7\u6807\u51c6\u3002\u5982\u679c\u4ed6\u7684Q\u51fd\u6570\u5bf9\u964c\u751f\u73af\u5883\uff0c\u6253\u6eda\u8fd9\u4e2a\u72b6\u6001\u3001\u52a8\u4f5c\u7ec4\u5408\u8bc4\u5206\u9ad8\u7684\u8bdd\uff0c\u5b83\u5c31\u771f\u7684\u4f1a\u8fd9\u6837\u505a\uff01<\/span><\/inherit><\/p>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px;\"><inherit><img  style=\"border-width: 0px; border-style: initial; border-color: initial; cursor: pointer; width: 610px; height: 174px;\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534232264-2.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/inherit><\/p>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px;\"><inherit><span style=\"font-size: 13px;\">\u8be5\u56fe\u662fDQN\u5b66\u4e60\u6253\u7816\u5757\u6e38\u620f\u7684\u65f6\u5019Q\u51fd\u6570\u503c\u968f\u65f6\u95f4\u7684\u53d8\u5316\u60c5\u51b5\uff0c\u6211\u4eec\u4f1a\u770b\u5230Q\u5728\u7f13\u6162\u4e0a\u5347<\/span><\/inherit><\/p>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px;\"><span style=\"font-size: 13px;\">\u4f46\u662f\uff0c\u5373\u4f7f\u5f15\u5165\u4e86Q\u51fd\u6570\uff0c\u6211\u4eec\u8fd8\u662f\u6ca1\u6709\u89e3\u51b3\u95ee\u9898\uff0c\u56e0\u4e3aQ\u51fd\u6570\u53c8\u600e\u4e48\u6765\u786e\u5b9a\u5462\uff1f<\/span><\/p>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px;\"><inherit><\/inherit><\/p>\n<section  class=\"mpa-template\" >\n<p style=\"max-width: 100%; min-height: 1em; color: rgb(62, 62, 62); font-size: 16px; white-space: normal; text-align: center; line-height: 3em; background-color: rgb(255, 255, 255); box-sizing: border-box !important; word-wrap: break-word !important;\"><img class=\"__bg_gif\"     style=\"margin: 0px; padding: 0px; max-width: 100%; height: auto !important; box-sizing: border-box !important; word-wrap: break-word !important; visibility: visible !important; width: 64px !important;\" width=\"100%\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma0-1534232265.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><br  \/><\/p>\n<\/section>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px; text-align: center;\"><inherit><span style=\"color: rgb(123, 12, 0);\"><strong><span style=\"color: rgb(123, 12, 0); font-size: 16px;\">Deep Q Network<\/span><\/strong><\/span><\/inherit><\/p>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px;\"><span style=\"font-size: 13px;\"><br  \/><\/span><\/p>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px;\"><span style=\"font-size: 13px;\">DeepMind\u7684\u5de5\u7a0b\u5e08\u4eec\u5728\u8fd9\u91cc\u5f15\u5165\u4e86\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\uff0c\u5b83\u4eec\u7528\u4e00\u4e2a\u591a\u5c42\u7684\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u6765\u5efa\u6a21\u8fd9\u4e2aQ\u51fd\u6570\uff0c\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/span><\/p>\n<p style=\"margin-left: 0.5em; margin-right: 0.5em;\"><img      src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534232265.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px;\"><span style=\"font-size: 13px;\">\u5982\u56fe\u6240\u793a\uff0c\u5de6\u8fb9\u7684\u795e\u7ecf\u5143\u8d1f\u8d23\u63a5\u6536\u6765\u81ea\u6e38\u620f\u5c4f\u5e55\u7684\u50cf\u7d20\u7ea7\u7684\u753b\u9762\uff08\u8fd9\u5c31\u662f\u73af\u5883\u72b6\u6001S\uff09\uff0c\u7136\u540e\u7f51\u7edc\u8fde\u63a5\u5230\u4e86\u4e00\u4e2a\u4e09\u5c42\u7684\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u3002\u6211\u4eec\u77e5\u9053\uff0c\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u662f\u4e2a\u8ba4\u56fe\u3001\u8bc6\u56fe\u7684\u9ad8\u624b\uff0c\u5b83\u4e0d\u4ec5\u53ef\u4ee5\u5bf9\u56fe\u50cf\u4e2d\u7684\u7269\u4f53\u8fdb\u884c\u51c6\u786e\u7684\u5206\u7c7b\uff0c\u800c\u4e14\u8fd8\u80fd\u591f\u4ece\u56fe\u50cf\u4e2d\u63d0\u53d6\u591a\u5c3a\u5ea6\u4fe1\u606f\uff0c\u4f8b\u5982\u4f4e\u5c42\u7684\u5377\u79ef\u5c42\u4f1a\u63d0\u53d6\u56fe\u50cf\u4e2d\u7684\u8fb9\u7f18\u3001\u68f1\u89d2\u7b49\u7279\u5f81\uff0c\u800c\u9ad8\u5c42\u7684\u5377\u79ef\u7f51\u5219\u53ef\u80fd\u4f1a\u63d0\u53d6\u4eba\u7269\u3001\u969c\u788d\u7269\u7b49\u5927\u5c3a\u5ea6\u9ad8\u5c42\u6b21\u7279\u5f81\u3002\u603b\u4e4b\uff0c\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u4f1a\u5e2e\u52a9\u667a\u80fd\u4e3b\u4f53\u8fdb\u884c\u5206\u8fa8\u56fe\u50cf\u3002<\/span><\/p>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px;\"><span style=\"font-size: 13px;\">\u7f51\u7edc\u7684\u8f93\u51fa\u5c42\u7531\u591a\u4e2a\u795e\u7ecf\u5143\u6784\u6210\uff0c\u6bcf\u4e00\u4e2a\u795e\u7ecf\u5143\u90fd\u5bf9\u5e94\u4e86\u4e00\u79cd\u53ef\u80fd\u7684\u884c\u52a8a\uff08\u4f8b\u5982\u7403\u62cd\u7684\u5de6\u79fb\u6216\u8005\u53f3\u79fb\uff09\uff0c\u8f93\u51fa\u7684\u6570\u503c\u5219\u8868\u793a\u5728\u5728\u8fd9\u79cd\u73af\u5883S\u548c\u884c\u52a8a\u7ec4\u5408\u4e0b\u7684Q\u51fd\u6570\u503c\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u6574\u4e2a\u7f51\u7edc\u5c31\u662f\u4e00\u4e2aQ\u51fd\u6570\u3002<\/span><\/p>\n<p><br  \/><\/p>\n<section  class=\"mpa-template\" >\n<p style=\"max-width: 100%; min-height: 1em; color: rgb(62, 62, 62); font-size: 16px; white-space: normal; text-align: center; line-height: 3em; background-color: rgb(255, 255, 255); box-sizing: border-box !important; word-wrap: break-word !important;\"><img class=\"__bg_gif\"     style=\"margin: 0px; padding: 0px; max-width: 100%; height: auto !important; box-sizing: border-box !important; word-wrap: break-word !important; visibility: visible !important; width: 64px !important;\" width=\"100%\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534232265.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><br  \/><\/p>\n<\/section>\n<p style=\"text-align: center;\"><inherit><span style=\"color: rgb(123, 12, 0);\"><strong>Q-learning<\/strong><\/span><\/inherit><\/p>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px;\"><span style=\"font-size: 13px;\"><br  \/><\/span><\/p>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px;\"><span style=\"font-size: 13px;\">\u6211\u4eec\u77e5\u9053\uff0c\u8fd9\u4e2a\u795e\u7ecf\u7f51\u7edc\u662f\u4e00\u4e2a\u5178\u578b\u7684\u524d\u9988\u795e\u7ecf\u7f51\u7edc\uff0c\u56e0\u6b64\uff0c\u5b83\u9700\u8981\u6709\u4e00\u4e2a\u76ee\u6807\u51fd\u6570\u6765\u6307\u5bfc\u5b83\u7684\u5b66\u4e60\u3002\u5728DQN\u4e2d\uff0c\u5b83\u7684\u76ee\u6807\u51fd\u6570\u662f\u4ec0\u4e48\u5462\uff1f\u7b54\u6848\u5c31\u5728\u4e8e\u8fd9\u4e2aQ\u51fd\u6570\u8981\u80fd\u5c3d\u53ef\u80fd\u5730\u5bf9\u4e3b\u4f53\u5728\u672a\u6765\u6240\u83b7\u5f97\u7684\u6fc0\u52b1\u8fdb\u884c\u51c6\u786e\u5730\u8bc4\u4f30\u3002\u8fd9\u91cc\u7684\u6fc0\u52b1\u65e2\u5305\u62ec\u6765\u81ea\u4e8e\u5916\u5728\u73af\u5883\u7684\u5916\u5728\u6fc0\u52b1\uff0c\u4f8b\u5982\u6e38\u620f\u5728\u4e0b\u4e00\u65f6\u523b\u6240\u83b7\u5f97\u7684\u79ef\u5206\uff0c\u4e5f\u5305\u62ec\u5185\u5728\u6fc0\u52b1\uff0c\u5373\u4e3b\u4f53\u7684Q\u51fd\u6570\u5bf9\u672a\u6765\u72b6\u6001\u548c\u884c\u52a8\u7684\u4f30\u8ba1\u503c\u3002\u6240\u4ee5\uff0c\u5f53\u73af\u5883\u7684\u5916\u5728\u6fc0\u52b1\u4e3a0\u7684\u65f6\u5019\uff0cDQN\u4ecd\u7136\u80fd\u591f\u5b66\u4e60\uff0c\u5b83\u5728\u5c3d\u53ef\u80fd\u5730\u505a\u5230\u8ba9\u81ea\u5df1\u7684Q\u51fd\u6570\u5728\u73b0\u5728\u548c\u672a\u6765\u7684\u9884\u4f30\u8981\u5c3d\u53ef\u80fd\u5730\u4e00\u81f4\uff01<\/span><\/p>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px;\"><span style=\"font-size: 13px;\">\u6211\u4eec\u8fd8\u662f\u7528\u5c0f\u5b69\u5b50\u7684\u4f8b\u5b50\u6765\u8bf4\u660e\u8fd9\u79cd\u4e00\u81f4\u6027\u3002\u5047\u8bbe\u5c0f\u5b69\u6765\u5230\u4e86\u4e00\u4e2a\u964c\u751f\u7684\u73af\u5883\uff0c\u5b83\u7684\u7236\u6bcd\u4e5f\u4e0d\u5728\u8eab\u8fb9\uff0c\u73af\u5883\u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b\u4e5f\u6ca1\u6709\u4efb\u4f55\u53cd\u9988\u4fe1\u606f\u3002\u90a3\u4e48\uff0c\u5c0f\u5b69\u5b50\u6240\u505a\u7684\u4efb\u4f55\u884c\u52a8\u90fd\u65e0\u6240\u8c13\u5ba2\u89c2\u7684\u597d\u8fd8\u662f\u574f\u3002\u8fd9\u4e2a\u65f6\u5019\uff0c\u5c0f\u5b69\u5b50\u4e5f\u5c31\u4f1a\u6162\u6162\u5730\u5efa\u7acb\u8d77\u4e00\u5957\u81ea\u5df1\u7684\u4ef7\u503c\u89c2\uff08Q\u51fd\u6570\uff09\uff0c\u5b83\u4f1a\u7ed9\u4ed6\u81ea\u5df1\u7684\u884c\u52a8\u4e00\u79cd\u610f\u4e49\uff08\u9009\u62e9\u4e00\u4e2a\u884c\u52a8\uff0c\u4ee5\u6700\u5927\u5316Q\uff09\u3002\u8fd9\u79cd\u4ef7\u503c\u89c2\u600e\u6837\u90fd\u884c\uff0c\u53ea\u8981\u5b83\u80fd\u4fdd\u6301\u524d\u540e\u4e00\u81f4\u3002\u76f4\u5230\uff0c\u8fd9\u5957\u4ef7\u503c\u89c2\u4e0e\u6765\u81ea\u73af\u5883\u7684\u53cd\u9988\u4e0d\u4e00\u81f4\u7684\u65f6\u5019\uff0c\u5b83\u624d\u4f1a\u8c03\u6574\u3002\u6bd4\u5982\uff0c\u5b83\u5f00\u59cb\u4ee5\u4e3a\u6ee1\u5730\u6253\u6eda\u5c31\u662f\u597d\u7684\uff0c\u4f46\u662f\u4e00\u65e6\u4ed6\u7684\u7236\u6bcd\u53d1\u73b0\uff0c\u6253\u4e86\u4ed6\u4e00\u987f\uff0c\u4ed6\u624d\u5f00\u59cb\u4fee\u6b63\u81ea\u5df1\u7684\u4ef7\u503c\u89c2\u3002\u8fd9\u5c31\u662fQ\uff0dlearning\u7b97\u6cd5\u7684\u672c\u8d28\u3002<\/span><\/p>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px;\"><span style=\"font-size: 13px;\">DQN\u5229\u7528\u795e\u7ecf\u7f51\u7edc\u7684\u65b9\u5f0f\u5b9e\u73b0\u4e86Q\u5b66\u4e60\u7b97\u6cd5\u3002\u795e\u7ecf\u7f51\u7edc\u7684\u597d\u5904\u662f\u5177\u6709\u975e\u5e38\u597d\u7684\u6cdb\u5316\u80fd\u529b\u3002\u8fd9\u6837\uff0c\u5373\u4f7f\u5f53DQN\u9047\u5230\u4e86\u4e00\u79cd\u4ece\u672a\u9047\u5230\u8fc7\u7684\u73af\u5883\u7684\u65f6\u5019\uff0c\u5b83\u4e5f\u80fd\u4f5c\u51fa\u6b63\u786e\u7684\u51b3\u7b56\u3002<\/span><\/p>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px;\"><inherit><span style=\"font-size: 13px;\"><\/span><\/inherit><\/p>\n<section  class=\"mpa-template\" >\n<p style=\"max-width: 100%; min-height: 1em; color: rgb(62, 62, 62); font-size: 16px; white-space: normal; text-align: center; line-height: 3em; background-color: rgb(255, 255, 255); box-sizing: border-box !important; word-wrap: break-word !important;\"><img class=\"__bg_gif\"     style=\"margin: 0px; padding: 0px; max-width: 100%; height: auto !important; box-sizing: border-box !important; word-wrap: break-word !important; visibility: visible !important; width: 64px !important;\" width=\"100%\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma10-1534232265.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><br  \/><\/p>\n<\/section>\n<p style=\"text-align: center;\"><inherit><\/inherit><inherit><span style=\"color: rgb(123, 12, 0);\"><strong>DQN\u7684\u8868\u73b0<\/strong><\/span><\/inherit><inherit><\/inherit><\/p>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px;\"><span style=\"font-size: 13px;\"><br  \/><\/span><\/p>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px;\"><span style=\"font-size: 13px;\">\u63a5\u4e0b\u6765\uff0c\u5c31\u8ba9\u6211\u4eec\u770b\u770b\uff0c\u8fd9\u4e2aDQN\u7b97\u6cd5\u7a76\u7adf\u80fd\u591f\u8868\u73b0\u5f97\u591a\u597d\uff01<\/span><\/p>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px;\"><inherit><img  style=\"border-width: 0px; border-style: initial; border-color: initial; cursor: pointer; width: 610px; height: 753px;\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma8-1534232265.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/inherit><\/p>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px;\"><span style=\"font-size: 13px;\">\u5728\u8fd9\u5f20\u56fe\u4e0a\uff0c\u84dd\u8272\u7684\u67f1\u5b50\u5c31\u662fDQN\u7b97\u6cd5\u7684\u8868\u73b0\u6210\u7ee9\uff0c\u800c\u7070\u8272\u7684\u67f1\u5b50\u662f2015\u5e74\u7684\u65f6\u5019\u6700\u597d\u7684\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u7684\u8868\u73b0\u3002\u6bcf\u4e2a\u67f1\u5b50\u4e2d\u7684\u767e\u5206\u6bd4\u6570\u503c\u662f\u8be5\u7b97\u6cd5\u4e0e\u4eba\u7c7b\u6700\u597d\u7684\u73a9\u5bb6\u76f8\u6bd4\u7684\u76f8\u5bf9\u8868\u73b0\u3002\u4e0d\u540c\u7684\u884c\u4ee3\u8868\u4e86\u4e0d\u540c\u7684\u6e38\u620f\u3002\u6211\u4eec\u53ef\u4ee5\u770b\u5230\uff0cDQN\u7b97\u6cd5\u53ef\u4ee5\u5728\u7edd\u5927\u591a\u6570\u6e38\u620f\u4e2d\u8868\u73b0\u5f97\u6bd4\u4eba\u7c7b\u8fd8\u597d\uff0c\u800c\u4e14\u50cfVideo Pinball\u548cBoxing\u8fd9\u4e9b\u6e38\u620f\u4e0a\uff0c\u8868\u73b0\u5df2\u7ecf\u8fdc\u8d85\u4eba\u7c7b\u3002<\/span><\/p>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px;\"><span style=\"font-size: 13px;\">DQN\u4e0d\u4ec5\u53ef\u4ee5\u7ed9\u51fa\u975e\u5e38\u9177\u70ab\u7684\u8868\u73b0\uff0c\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5b83\u8fd8\u53ef\u4ee5\u5b66\u4e60\u5f97\u5230\u5bf9\u4e0d\u540c\u6e38\u620f\u72b6\u6001\u7684\u8868\u5f81\uff0c\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/span><\/p>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px;\"><img     style=\"border-width: 0px; border-style: initial; border-color: initial; cursor: pointer; width: 610px; height: 533px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma9-1534232265.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><br  \/><\/p>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px;\"><inherit><span style=\"font-size: 13px;\">\u5728\u56fe\u4e2d\uff0c\u6bcf\u4e00\u4e2a\u70b9\u5c31\u4ee3\u8868\u4e00\u4e2a\u6e38\u620f\u72b6\u6001\uff08\u5916\u661f\u5165\u4fb5\u8005Space Invadar\uff09\uff0c\u4e24\u4e2a\u70b9\u5f7c\u6b64\u9760\u8fd1\u5c31\u8868\u793a\u8fd9\u4e24\u79cd\u72b6\u6001\u662f\u76f8\u4f3c\u7684\u3002\u6211\u4eec\u77e5\u9053\uff0cDQN\u7684\u795e\u7ecf\u7f51\u7edc\u4e0d\u4ec5\u53ef\u4ee5\u6b63\u786e\u5730\u4f30\u8ba1Q\u51fd\u6570\uff0c\u800c\u4e14\u8fd8\u80fd\u591f\u5728\u9690\u542b\u5c42\u5b66\u4e60\u5f97\u5230\u6bcf\u4e2a\u6e38\u620f\u72b6\u6001\u7684\u5411\u91cf\u8868\u793a\uff0c\u6211\u4eec\u5229\u7528tSNE\u628a\u8fd9\u4e2a\u9ad8\u7ef4\u7684\u5411\u91cf\u8fdb\u884c\u964d\u7ef4\u5e76\u53ef\u89c6\u5316\uff0c\u5c31\u5f97\u5230\u4e86\u8fd9\u5f20\u56fe\u3002<\/span><\/inherit><\/p>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px;\"><span style=\"font-size: 13px;\">\u81f3\u6b64\uff0c\u6211\u4eec\u5df2\u7ecf\u9886\u7565\u4e86DQN\u7b97\u6cd5\u7684\u6709\u6548\u6027\u3002\u7136\u800c\uff0c\u6709\u4e00\u70b9\u503c\u5f97\u5f3a\u8c03\u7684\u662f\uff0c\u8fd9\u79cdDQN\u7b97\u6cd5\u662f\u4e00\u79cd\u975e\u5e38\u901a\u7528\u7684\u7b97\u6cd5\u3002\u4e5f\u5c31\u662f\u8bf4\u5728\u4fdd\u6301\u4e00\u5957\u76f8\u540c\u7684\u8d85\u53c2\u6570\u4e0d\u53d8\u7684\u60c5\u51b5\uff0c\u6211\u4eec\u53ea\u9700\u8981\u8ba9\u5b83\u73a9\u4e0d\u540c\u7684\u6e38\u620f\uff0c\u5c31\u4f1a\u81ea\u52a8\u5b66\u4e60\u51fa\u6765\u4e0d\u540c\u7684\u5e94\u5bf9\u7b56\u7565\uff0c\u56e0\u6b64DQN\u53ef\u4ee5\u5f80\u901a\u7528\u4eba\u5de5\u667a\u80fd\u4e0a\u8fc8\u51fa\u4e00\u5927\u6b65\u3002<\/span><\/p>\n<p style=\"text-align: left; margin-left: 0.5em; margin-right: 0.5em;\"><br  \/><\/p>\n<p style=\"text-align: left; margin-left: 0.5em; margin-right: 0.5em;\"><inherit><span style=\"font-size: 14px;\"><strong><span style=\"font-size: 14px; color: rgb(123, 12, 0);\">\u53c2\u8003\u6587\u732e\uff1a<\/span><\/strong><\/span><\/inherit><\/p>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px; text-align: left;\"><span style=\"font-size: 13px;\">Mnih V, Kavukcuoglu K, Silver D, et al. Human-level control through deep reinforcement learning[J]. Nature, 2015, 518(7540): 529-533.<\/span><\/p>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px; text-align: left;\"><inherit><inherit><span style=\"font-size: 14px;\"><strong><span style=\"font-size: 14px; color: rgb(123, 12, 0);\"><br  \/><\/span><\/strong><\/span><\/inherit><\/inherit><\/p>\n<p style=\"margin: 10px 0.5em; line-height: 2em; letter-spacing: 0.5px; text-align: left;\"><inherit><\/inherit><inherit><inherit><span style=\"font-size: 14px;\"><strong><span style=\"font-size: 14px; color: rgb(123, 12, 0);\">\u63a8\u8350\u8bfe\u7a0b\uff1a<\/span><\/strong><\/span><\/inherit><\/inherit><inherit><\/inherit><\/p>\n<p style=\"margin-left: 0.5em; margin-right: 0.5em;\"><a style=\"font-size: 13px; text-decoration: underline;\"><span style=\"font-size: 13px;\"><\/span><\/a><\/p>\n<hr  \/>\n<p style=\"margin-left: 0.5em; margin-right: 0.5em;\"><br  \/><\/p>\n<p style=\"margin: 10px 0.5em;\"><span style=\"font-size: 13px;\"><strong>\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7b80\u4ecb<strong style=\"font-size: 13px; letter-spacing: 0.5px; white-space: normal;\">\u2014\u2014\u53f2\u96ea\u677e<\/strong><\/strong><\/span><br  \/><\/p>\n<p style=\"margin: 10px 0.5em;\"><span style=\"font-size: 13px;\"><strong><strong style=\"font-size: 13px; letter-spacing: 0.5px; white-space: normal;\">http:\/\/campus.swarma.org\/gcou=9<\/strong><\/strong><\/span><\/p>\n<p style=\"margin-left: 0.5em; margin-right: 0.5em; text-align: center;\"><img    style=\"width: 87%; height: auto !important;\"   src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma4-1534232266.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"margin-right: 0.5em; margin-left: 0.5em; white-space: normal; letter-spacing: 0.5px; text-align: left;\"><inherit><inherit><span style=\"font-size: 14px;\"><strong><span style=\"font-size: 14px; color: rgb(123, 12, 0);\"><br  \/><\/span><\/strong><\/span><\/inherit><\/inherit><\/p>\n<p style=\"margin-right: 0.5em; margin-left: 0.5em; white-space: normal; letter-spacing: 0.5px; text-align: left;\"><inherit><inherit><span style=\"font-size: 14px;\"><strong><span style=\"font-size: 14px; color: rgb(123, 12, 0);\">\u63a8\u8350\u76f4\u64ad\uff1a<\/span><\/strong><\/span><\/inherit><\/inherit><\/p>\n<p style=\"margin-right: 0.5em; margin-left: 0.5em; white-space: normal; letter-spacing: 0.5px; text-align: left;\"><inherit><inherit><span style=\"font-size: 14px;\"><strong><span style=\"font-size: 14px; color: rgb(123, 12, 0);\"><br  \/><\/span><\/strong><\/span><\/inherit><\/inherit><\/p>\n<hr  \/>\n<p style=\"margin-top: 10px; margin-right: 0.5em; margin-left: 0.5em; white-space: normal; letter-spacing: 0.5px;\"><span style=\"font-size: 13px;\"><strong>\u901a\u7528\u4eba\u5de5\u667a\u80fd\u4e4b\u68a6\u2014\u2014\u674e\u7199 &nbsp;&nbsp;<\/strong><span style=\"color: rgb(123, 12, 0);\"><strong>&nbsp;&nbsp;<\/strong><\/span><\/span><\/p>\n<p style=\"margin-top: 10px; margin-right: 0.5em; margin-left: 0.5em; white-space: normal; letter-spacing: 0.5px;\"><span style=\"font-size: 13px; color: rgb(0, 0, 0);\"><strong>2017\u5e745\u670827\u65e5\uff08\u5468\u4e94\uff09\u665a\u4e0a20:00\uff0d23:00<\/strong><\/span><\/p>\n<p style=\"margin-top: 10px; margin-right: 0.5em; margin-left: 0.5em; white-space: normal; letter-spacing: 0.5px;\"><span style=\"font-size: 13px; color: rgb(0, 0, 0);\"><strong>http:\/\/campus.swarma.org\/acvpublish\/broadcastone<\/strong><\/span><\/p>\n<p style=\"margin-right: 0.5em; margin-left: 0.5em; white-space: normal; letter-spacing: 0.5px;\"><span style=\"color: rgb(123, 12, 0);\"><strong><span style=\"font-size: 14px;\"><\/span><\/strong><\/span><\/p>\n<p style=\"white-space: normal; text-align: center;\"><img      style=\"width: 46%; height: auto !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma10-1534232266.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"margin-top: 10px; white-space: normal;\"><strong><span style=\"font-size: 14px;\"><\/span><\/strong><\/p>\n<hr style=\"white-space: normal;\"  \/>\n<p style=\"margin-top: 10px; white-space: normal;\"><strong style=\"font-size: 13px;\">\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7684\u4e09\u79cd\u65b9\u6cd5\u2014\u2014\u5f20\u6c5f<\/strong><br  \/><\/p>\n<p style=\"margin-top: 10px;\"><strong><span style=\"color: rgb(0, 0, 0); font-size: 13px;\">2017\u5e745\u670830\u65e5\u665a\u4e0a8:00<br  \/><\/span><\/strong><\/p>\n<p style=\"margin-top: 10px;\"><strong><span style=\"color: rgb(0, 0, 0); font-size: 13px;\">http:\/\/campus.swarma.org\/acvpublish\/broadcasttwo<\/span><\/strong><\/p>\n<p style=\"white-space: normal;\"><strong style=\"color: rgb(123, 12, 0); letter-spacing: 0.5px;\"><span style=\"font-size: 14px;\"><br  \/><\/span><\/strong><\/p>\n<p style=\"white-space: normal; text-align: center;\"><img      style=\"width: 46%; height: auto !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534232266.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p><br  \/><\/p>\n<section  class=\"mpa-template\" >\n<p style=\"max-width: 100%; min-height: 1em; color: rgb(62, 62, 62); font-size: 16px; white-space: normal; text-align: center; line-height: 3em; background-color: rgb(255, 255, 255); box-sizing: border-box !important; word-wrap: break-word !important;\"><img class=\"__bg_gif\"     style=\"margin: 0px; padding: 0px; max-width: 100%; height: auto !important; box-sizing: border-box !important; word-wrap: break-word !important; visibility: visible !important; width: 64px !important;\" width=\"100%\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma2-1534232266.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><br  \/><\/p>\n<\/section>\n<p style=\"margin-right: 0.5em; margin-left: 0.5em; white-space: normal; text-align: center; letter-spacing: 0.5px;\"><strong style=\"letter-spacing: 0.5px; text-align: center; white-space: normal;\"><span style=\"font-size: 16px; color: rgb(123, 12, 0);\">\u63a8\u8350\u9605\u8bfb<\/span><\/strong><\/p>\n<p style=\"margin-right: 0.5em; margin-left: 0.5em; white-space: normal; text-align: center; letter-spacing: 0.5px;\"><br  \/><\/p>\n<p style=\"margin-right: 0.5em; margin-left: 0.5em; white-space: normal; text-align: center; letter-spacing: 0.5px;\"><br  \/><\/p>\n<p style=\"margin-right: 0.5em; margin-left: 0.5em; white-space: normal; text-align: center; letter-spacing: 0.5px; margin-top: 10px;\"><span style=\"text-decoration: underline; font-size: 13px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485740&amp;idx=1&amp;sn=5868e582071ab63e90c44cbaabd6c450&amp;chksm=e89453a1dfe3dab7b4efc0f399cd9062f373da5764b9e790458bc84958dfd91a7de9d19cc943&amp;scene=21#wechat_redirect\" target=\"_blank\" data_ue_src=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485740&amp;idx=1&amp;sn=5868e582071ab63e90c44cbaabd6c450&amp;chksm=e89453a1dfe3dab7b4efc0f399cd9062f373da5764b9e790458bc84958dfd91a7de9d19cc943&amp;scene=21#wechat_redirect\" style=\"font-size: 13px; text-decoration: underline;\">\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u539f\u7406\u7684\u201c\u4ece\u8bed\u97f3\u5230\u8bed\u8a00\u201d\u8bfb\u4e66\u4f1a\u5f00\u8bb2<\/a><\/span><br  \/><\/p>\n<p style=\"margin-right: 0.5em; margin-left: 0.5em; white-space: normal; text-align: center; letter-spacing: 0.5px; margin-top: 10px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485769&amp;idx=1&amp;sn=17928ec512da74b250e356ccba25a750&amp;chksm=e89453c4dfe3dad2a9bc7d73f9957379b15a61ef77c6a4d8b5d680b88cef22f51329ffb13a31&amp;scene=21#wechat_redirect\" target=\"_blank\" data_ue_src=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485769&amp;idx=1&amp;sn=17928ec512da74b250e356ccba25a750&amp;chksm=e89453c4dfe3dad2a9bc7d73f9957379b15a61ef77c6a4d8b5d680b88cef22f51329ffb13a31&amp;scene=21#wechat_redirect\" style=\"text-decoration: underline; font-size: 13px;\"><span style=\"font-size: 13px;\">\u67ef\u6d01\u8f93\u4e86\uff0c\u6240\u4ee5\u6765\u5b66\u5b66AlphaGo\u80cc\u540e\u7684\u4eba\u5de5\u667a\u80fd\u5427&nbsp;<\/span><\/a><br  \/><\/p>\n<p style=\"margin-right: 0.5em; margin-left: 0.5em; white-space: normal; text-align: center; letter-spacing: 0.5px; margin-top: 10px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485769&amp;idx=4&amp;sn=8eb327f42836ab3ebbf14e5235eac449&amp;chksm=e89453c4dfe3dad2e3ad7c7662ee658337f8638dea2d1487a98e69fb85b3254ddb84128f1213&amp;scene=21#wechat_redirect\" target=\"_blank\" data_ue_src=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485769&amp;idx=4&amp;sn=8eb327f42836ab3ebbf14e5235eac449&amp;chksm=e89453c4dfe3dad2e3ad7c7662ee658337f8638dea2d1487a98e69fb85b3254ddb84128f1213&amp;scene=21#wechat_redirect\" style=\"text-decoration: underline; font-size: 13px;\"><span style=\"font-size: 13px;\">\u5de6\u53f3\u4e92\u640f\uff0c\u9752\u51fa\u4e8e\u84dd\u800c\u80dc\u4e8e\u84dd\uff1f\u2014\u963f\u5c14\u6cd5\u72d7\u539f\u7406\u89e3\u6790<\/span><\/a><br  \/><\/p>\n<p style=\"margin-right: 0.5em; margin-left: 0.5em; white-space: normal; text-align: center; letter-spacing: 0.5px; margin-top: 10px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485740&amp;idx=2&amp;sn=8210fa9a0275b40ebf490dd43e3f3ef9&amp;chksm=e89453a1dfe3dab718c59f14bf96816db86fd4366e59b640c846bb3efabe5748502e1fb3689f&amp;scene=21#wechat_redirect\" target=\"_blank\" data_ue_src=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485740&amp;idx=2&amp;sn=8210fa9a0275b40ebf490dd43e3f3ef9&amp;chksm=e89453a1dfe3dab718c59f14bf96816db86fd4366e59b640c846bb3efabe5748502e1fb3689f&amp;scene=21#wechat_redirect\" style=\"text-decoration: underline; font-size: 13px;\"><span style=\"font-size: 13px;\">2017\u5317\u4eac\u5e08\u8303\u5927\u5b66\u590d\u6742\u7cfb\u7edf\u6691\u671f\u5b66\u6821\u62db\u751f\u542f\u4e8b<\/span><\/a><br  \/><\/p>\n<p style=\"margin-right: 0.5em; margin-left: 0.5em; white-space: normal; text-align: center; letter-spacing: 0.5px; margin-top: 10px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485677&amp;idx=1&amp;sn=c87541996d9f734390b9c6b2ab9abde5&amp;chksm=e8945260dfe3db76d5839523786f649d4fe7222f7f2a3a35be5775e3dc8d032a4bffb1544eeb&amp;scene=21#wechat_redirect\" target=\"_blank\" data_ue_src=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485677&amp;idx=1&amp;sn=c87541996d9f734390b9c6b2ab9abde5&amp;chksm=e8945260dfe3db76d5839523786f649d4fe7222f7f2a3a35be5775e3dc8d032a4bffb1544eeb&amp;scene=21#wechat_redirect\" style=\"text-decoration: underline; font-size: 13px;\"><span style=\"font-size: 13px;\">\u63ea\u7740\u81ea\u5df1\u7684\u5934\u53d1\u79bb\u5f00\u5730\u7403\u2014\u2014AI\u89c6\u91ce\uff08\u4e00\uff09<\/span><\/a><br  \/><\/p>\n<p style=\"margin-right: 0.5em; margin-left: 0.5em; white-space: normal; text-align: center; letter-spacing: 0.5px; margin-top: 10px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485723&amp;idx=1&amp;sn=ef60e683e1d9377f0ebc583d761a0066&amp;chksm=e8945396dfe3da808b84c9dcafe65c02920b77847ed3831066a376c01112de6777a476a3de2e&amp;scene=21#wechat_redirect\" target=\"_blank\" data_ue_src=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485723&amp;idx=1&amp;sn=ef60e683e1d9377f0ebc583d761a0066&amp;chksm=e8945396dfe3da808b84c9dcafe65c02920b77847ed3831066a376c01112de6777a476a3de2e&amp;scene=21#wechat_redirect\" style=\"text-decoration: underline; font-size: 13px;\"><span style=\"font-size: 13px;\">\u900f\u89c6\u6df1\u5ea6\u5b66\u4e60\uff0c\u7545\u60f3\u672a\u6765\u5e94\u7528\u2014\u2014AI\u89c6\u91ce\uff08\u4e8c\uff09<\/span><\/a><br  \/><\/p>\n<p style=\"margin-right: 0.5em; margin-left: 0.5em; white-space: normal; text-align: center; letter-spacing: 0.5px; margin-top: 10px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485679&amp;idx=1&amp;sn=364fec8b0a805ed03cc27851de03c3b4&amp;chksm=e8945262dfe3db749eb76c65b5de80b161e0dff1d0eb115ca32c357ef0fe1f6d7316d15b3047&amp;scene=21#wechat_redirect\" target=\"_blank\" data_ue_src=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485679&amp;idx=1&amp;sn=364fec8b0a805ed03cc27851de03c3b4&amp;chksm=e8945262dfe3db749eb76c65b5de80b161e0dff1d0eb115ca32c357ef0fe1f6d7316d15b3047&amp;scene=21#wechat_redirect\" style=\"text-decoration: underline; font-size: 13px;\"><span style=\"font-size: 13px;\">\u96c6\u667a\u5fd7\u613f\u8005\u62db\u52df\u5566\uff01<\/span><\/a><br  \/><\/p>\n<p style=\"margin-right: 0.5em; margin-left: 0.5em; white-space: normal; text-align: center; letter-spacing: 0.5px; margin-top: 10px;\"><span style=\"text-decoration: underline; font-size: 13px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485723&amp;idx=2&amp;sn=6e974680c20e26daf7c16ac3db95b040&amp;chksm=e8945396dfe3da806b5ccf58776d9420649e6c188addae52ba08a3328b75f76bc76a1f0cfd30&amp;scene=21#wechat_redirect\" target=\"_blank\" data_ue_src=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485723&amp;idx=2&amp;sn=6e974680c20e26daf7c16ac3db95b040&amp;chksm=e8945396dfe3da806b5ccf58776d9420649e6c188addae52ba08a3328b75f76bc76a1f0cfd30&amp;scene=21#wechat_redirect\" style=\"font-size: 13px; text-decoration: underline;\">\u4ecePython\u5230Tensorflow&#8211;\u70b9\u4eae\u4f60\u7684AI\u6280\u80fd\u6811<\/a><\/span><\/p>\n<p style=\"margin-right: 0.5em; margin-left: 0.5em; white-space: normal; text-align: center; letter-spacing: 0.5px;\"><br  \/><\/p>\n<hr style=\"margin-right: 0.5em; margin-left: 0.5em; white-space: normal; letter-spacing: 0.5px;\"  \/>\n<p style=\"margin-right: 0.5em; margin-left: 0.5em; white-space: normal; text-align: center; letter-spacing: 0.5px;\"><br  \/><\/p>\n<section  class=\"mpa-template\" >\n<p style=\"max-width: 100%; min-height: 1em; color: rgb(62, 62, 62); font-size: 16px; white-space: normal; text-align: center; line-height: 3em; background-color: rgb(255, 255, 255); box-sizing: border-box !important; word-wrap: break-word !important;\"><img class=\"__bg_gif\"     style=\"margin: 0px; padding: 0px; max-width: 100%; height: auto !important; box-sizing: border-box !important; word-wrap: break-word !important; visibility: visible !important; width: 64px !important;\" width=\"100%\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534232266.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><br  \/><\/p>\n<\/section>\n<section   style=\"margin-right: 0.5em; margin-left: 0.5em; font-size: 16px; white-space: normal; color: rgb(62, 62, 62); line-height: 25.6px; letter-spacing: 0.5px; background-color: rgb(255, 255, 255);\">\n<section   style=\"margin-right: 0.5em; margin-left: 0.5em; line-height: 25.6px; text-align: center; outline: none;\">\n<section   style=\"margin-right: 0.5em; margin-left: 0.5em; line-height: 25.6px; outline: none;\">\n<section   style=\"outline: none;\">\n<section  style=\"margin-right: 0.5em; margin-left: 0.5em; font-size: 15px; outline: none;\">\n<section  style=\"line-height: 25.6px; border-color: rgb(123, 12, 0);\">\n<p style=\"margin-top: 10px; margin-bottom: 10px; padding-right: 3px; padding-left: 3px; transform: translate3d(0px, 0px, 0px); border-color: rgb(123, 12, 0); line-height: 1.5em;\"><strong><span style=\"font-size: 12px; color: rgb(136, 136, 136);\">\u96c6\u667aQQ\u7fa4\uff5c292641157<br  \/>\u5546\u52a1\u5408\u4f5c\uff5czhangqian@swarma.org<br  \/>\u6295\u7a3f\u8f6c\u8f7d\uff5cwangting@swarma.org<\/span><\/strong><\/p>\n<p style=\"margin-top: 10px; margin-bottom: 10px; padding-right: 3px; padding-left: 3px; transform: translate3d(0px, 0px, 0px); border-color: rgb(123, 12, 0); line-height: 1.5em;\"><strong><span style=\"font-size: 12px; color: rgb(136, 136, 136);\">\u7f51\u7ad9\uff1acampus.swama.org<\/span><\/strong><\/p>\n<section   style=\"margin-right: 0.5em; margin-left: 0.5em; outline: none;\">\n<h1 style=\"margin-top: 10px; margin-bottom: 10px; line-height: 1.75em;\"><strong style=\"font-size: 14px; white-space: pre-wrap; color: rgb(0, 112, 192); line-height: 25.6px;\"><strong style=\"line-height: 28px; white-space: normal; color: rgb(61, 170, 214); font-size: 20px;\"><span style=\"font-size: 14px; color: rgb(136, 136, 136);\"><span style=\"color: rgb(255, 76, 0);\">\u25c6&nbsp;<\/span><span style=\"color: rgb(0, 128, 255);\">\u25c6&nbsp;<\/span><span style=\"color: rgb(61, 170, 214);\">\u25c6<\/span><\/span><\/strong><\/strong><\/h1>\n<\/section>\n<p style=\"margin-right: 0.5em; margin-left: 0.5em; font-size: 19px; font-family: \u5fae\u8f6f\u96c5\u9ed1; color: rgb(71, 193, 168); 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