{"id":264,"date":"2016-05-07T21:31:01","date_gmt":"2016-05-07T21:31:01","guid":{"rendered":"http:\/\/blogs.softwareclue.com\/?p=264"},"modified":"2016-05-07T21:31:01","modified_gmt":"2016-05-07T21:31:01","slug":"deepmind%e6%88%90%e5%91%98%e3%80%81%e8%b0%b7%e6%ad%8c%e8%b5%84%e6%b7%b1%e5%91%98%e5%b7%a5%ef%bc%9a%e7%a5%9e%e7%bb%8f%e7%bd%91%e7%bb%9c%e5%ba%8f%e5%88%97%e5%ad%a6%e4%b9%a0%e7%aa%81%e7%a0%b4%e5%8f%8a","status":"publish","type":"post","link":"http:\/\/blog.softwareclues.com\/zh\/deepmind%e6%88%90%e5%91%98%e3%80%81%e8%b0%b7%e6%ad%8c%e8%b5%84%e6%b7%b1%e5%91%98%e5%b7%a5%ef%bc%9a%e7%a5%9e%e7%bb%8f%e7%bd%91%e7%bb%9c%e5%ba%8f%e5%88%97%e5%ad%a6%e4%b9%a0%e7%aa%81%e7%a0%b4%e5%8f%8a","title":{"rendered":"DeepMind\u6210\u5458\u3001\u8c37\u6b4c\u8d44\u6df1\u5458\u5de5\uff1a\u795e\u7ecf\u7f51\u7edc\u5e8f\u5217\u5b66\u4e60\u7a81\u7834\u53ca\u53d1\u5c55"},"content":{"rendered":"<p><em id=\"post-date\" class=\"rich_media_meta rich_media_meta_text\">2016-05-02<\/em> <span class=\"rich_media_meta rich_media_meta_text rich_media_meta_nickname\">\u65b0\u667a\u5143<\/span><\/p>\n<p>\u6587\u7ae0\u6765\u6e90\uff1aO&#8217;Reilly \u62a5\u544a\u300aThe Future of Machine Intelligence\uff09<\/p>\n<p>\u4f5c\u8005\uff1aDavid Beyer<\/p>\n<p>\u9898\u76ee\uff1aOriol : Sequence-to-Sequence Machine Learning<\/p>\n<p>\u4e0b\u8f7d: <a href=\"http:\/\/blogs.softwareclue.com\/wp-content\/uploads\/2016\/05\/future-of-machine-intelligence.pdf\">future-of-machine-intelligence<\/a><\/p>\n<p><strong>\u3010\u65b0\u667a\u5143\u5bfc\u8bfb\u3011<\/strong>\u8c37\u6b4cCEO\u5728\u7ed9\u6295\u8d44\u4eba\u7684\u4fe1\u4e2d\u5199\u9053\u8c37\u6b4c\u641c\u7d22\u5c06\u66f4\u5177\u6709\u60c5\u666f\u610f\u8bc6\uff0c\u5176\u5173\u952e\u6280\u672f\u81ea\u7136\u662f\u6df1\u5ea6\u5b66\u4e60\u3002\u672c\u6587\u4e2d\uff0c\u8c37\u6b4c\u8d44\u6df1\u5458\u5de5\u3001DeepMind \u6210\u5458\u00a0Oriol Vinyals \u5168\u9762\u5256\u6790\u795e\u7ecf\u7f51\u7edc\u5e8f\u5217\u5b66\u4e60\u7684\u4f18\u52bf\u3001\u74f6\u9888\u53ca\u89e3\u51b3\u65b9\u6848\u3002\u4ed6\u6307\u51fa\u673a\u5668\u7ffb\u8bd1\u5b9e\u8d28\u4e0a\u662f\u57fa\u4e8e\u5e8f\u5217\u7684\u6df1\u5ea6\u5b66\u4e60\u95ee\u9898\uff0c\u5176\u56e2\u961f\u5e0c\u671b\u7528\u673a\u5668\u5b66\u4e60\u66ff\u4ee3\u542f\u53d1\u5f0f\u7b97\u6cd5\uff0c\u6700\u540e\u63a8\u6d4b\u673a\u5668\u9605\u8bfb\u5e76\u7406\u89e3\u6587\u672c\u5c06\u5728\u672a\u6765\u51e0\u5e74\u5b9e\u73b0\u3002<\/p>\n<p>\u6587\u7ae0\u6765\u6e90\uff1aO&#8217;Reilly \u62a5\u544a\u300aThe Future of Machine Intelligence\uff09<\/p>\n<p>\u4f5c\u8005\uff1aDavid Beyer<\/p>\n<p>\u9898\u76ee\uff1aOriol Vinyals: Sequence-to-Sequence Machine Learning<\/p>\n<p><strong>\u5173\u6ce8\u65b0\u667a\u5143\u516c\u4f17\u53f7\uff0c\u56de\u590d\u201c0502\u201d\u4e0b\u8f7d\u62a5\u544a\u5168\u6587<\/strong><\/p>\n<p>\u53d7\u8bbf\u8005 Oriol Vinyals \u662f Google \u7684\u7814\u7a76\u79d1\u5b66\u5bb6\uff0c\u5728 DeepMind \u56e2\u961f\u5de5\u4f5c\uff0c\u66fe\u524d\u5728 Google Brain \u56e2\u961f\u5de5\u4f5c\u3002\u4ed6\u5728\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821\u62ff\u5230 EECS \u535a\u58eb\u5b66\u4f4d\uff0c\u5728\u52a0\u5dde\u5927\u5b66\u5723\u5730\u4e9a\u54e5\u5206\u6821\u62ff\u5230\u7855\u58eb\u5b66\u4f4d\u3002<\/p>\n<section>\n<section class=\"Powered-by-XIUMI V5\">\n<section class=\"\">\n<section class=\"\">\n<section><\/section>\n<section><\/section>\n<\/section>\n<section class=\"\">\n<section><strong>\u8981 \u00a0 \u70b9<\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section class=\"\">\n<section class=\"\">\n<section class=\"Powered-by-XIUMI V5\">\n<section class=\"\">\n<section class=\"\">\n<section>\u4f7f\u7528\u795e\u7ecf\u7f51\u7edc\u7684<strong>\u5e8f\u5217\u5230\u5e8f\u5217\u5b66\u4e60<\/strong>\uff08Sequence-to-sequence learning\uff09\u5728\u4e00\u4e9b\u9886\u57df\u62e5\u6709\u6700\u524d\u6cbf\u7684\u8868\u73b0\uff0c\u6bd4\u5982\u673a\u5668\u7ffb\u8bd1\u3002<\/p>\n<p>\u867d\u7136\u5f88\u5f3a\u5927\uff0c\u5e8f\u5217\u5230\u5e8f\u5217\u7684\u5b66\u4e60\u65b9\u6cd5\u4e5f\u53d7\u5230\u4e00\u4e9b\u56e0\u7d20\u7684\u5236\u7ea6\uff0c\u5305\u62ec\u8ba1\u7b97\u80fd\u529b\u3002<strong>\u957f\u77ed\u671f\u8bb0\u5fc6\uff08LSTM\uff09<\/strong>\u5728\u63a8\u52a8\u8be5\u9886\u57df\u524d\u8fdb\u65b9\u9762\u4f5c\u4e86\u5f88\u5927\u8d21\u732e\u3002<\/p>\n<p>\u9664\u4e86\u56fe\u50cf\u548c\u6587\u672c\u7406\u89e3\uff0c\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u53ef\u4ee5\u5b66\u4f1a\u4e3a\u4e00\u4e9b\u8457\u540d\u7684\u7b97\u6cd5\u96be\u9898\u201c\u7f16\u5199\u201d\u89e3\u51b3\u65b9\u6848\uff0c\u5176\u4e2d\u5305\u62ec<strong>\u90ae\u5dee\u95ee\u9898<\/strong>\uff08Salesman Problem\uff09\u3002<\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"tn-Powered-by-XIUMI\">\n<section class=\"tn-Powered-by-XIUMI\">\n<section class=\"tn-Powered-by-XIUMI\"><strong>\u673a\u5668\u7ffb\u8bd1\u662f\u57fa\u4e8e\u5e8f\u5217\u7684\u6df1\u5ea6\u5b66\u4e60\u95ee\u9898<\/strong><\/section>\n<\/section>\n<\/section>\n<p>\u3010O&#8217;Reilly\u3011\u8ba9\u6211\u4eec\u5148\u4e86\u89e3\u4e00\u4e0b\u4f60\u7684\u80cc\u666f\u5427\u3002<\/p>\n<p>\u3010Oriol Vinyals\u3011\u6211\u6765\u81ea\u897f\u73ed\u7259\u5df4\u585e\u7f57\u90a3\uff0c\u5728\u90a3\u91cc\u6211\u5b8c\u6210\u4e86\u6570\u5b66\u548c\u901a\u4fe1\u5de5\u7a0b\u7684\u672c\u79d1\u5b66\u4e60\u3002\u5f88\u65e9\uff0c\u6211\u5c31\u77e5\u9053\u81ea\u5df1\u60f3\u8981\u5230\u7f8e\u56fd\u5b66\u4e60 AI\u3002\u6211\u5728\u5361\u8010\u57fa\u6885\u9686\u5927\u5b66\u5f85\u4e86\uff19\u4e2a\u6708\uff0c\u5728\u90a3\u91cc\u6211\u5b8c\u6210\u4e86\u672c\u79d1\u6bd5\u4e1a\u8bba\u6587\u3002\u4e4b\u540e\u6211\u5728\u52a0\u5dde\u5927\u5b66\u5723\u5730\u4e9a\u54e5\u5206\u6821\u62ff\u5230\u7855\u58eb\u5b66\u4f4d\uff0c\u7136\u540e 2009\u5e74\u5728\u4f2f\u514b\u5229\u62ff\u5230\u535a\u58eb\u5b66\u4f4d\u3002<\/p>\n<p>\u8bfb\u535a\u671f\u95f4\uff0c\u5728 Google \u5b9e\u4e60\u65f6\uff0c\u6211\u9047\u5230\u4e86 Geoffrey Hinton \u5e76\u548c\u4ed6\u4e00\u8d77\u5de5\u4f5c\uff1b\u8fd9\u6bb5\u7ecf\u5386\u50ac\u5316\u4e86\u6211\u5bf9\u6df1\u5ea6\u5b66\u4e60\u7684\u5174\u8da3\u3002\u52a0\u4e0a\u6211\u5728\u5fae\u8f6f\u548c Google \u6109\u5feb\u7684\u5b9e\u4e60\u7ecf\u5386\uff0c\u5f53\u65f6\u6211\u4fbf\u4e0b\u5b9a\u51b3\u5fc3\u8981\u5728\u4ea7\u4e1a\u754c\u5de5\u4f5c\u30022013 \u5e74\u6211\u5168\u804c\u52a0\u5165 Google\u3002\u6211\u8d77\u521d\u5bf9\u8bed\u97f3\u8bc6\u522b\u548c\u4f18\u5316 (\u91cd\u70b9\u653e\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u548c\u7406\u89e3\u4e0a) \u6709\u7740\u6d53\u539a\u7684\u5174\u8da3\uff0c\u540e\u6765\u8f6c\u5230\u4f7f\u7528\u6df1\u5ea6\u5b66\u4e60\u89e3\u51b3\u8fd9\u4e9b\u4ee5\u53ca\u522b\u7684\u95ee\u9898\u8fd9\u65b9\u9762\uff0c\u5305\u62ec\u6700\u8fd1\u57fa\u4e8e\u6570\u636e\u6765\u8ba9\u7b97\u6cd5\u81ea\u52a8\u5b66\u4e60\u7684\u5de5\u4f5c\u3002<\/p>\n<p>\u3010O&#8217;Reilly\u3011\u80fd\u4e0d\u80fd\u8c08\u4e00\u4e0b\u4f60\u7684\u5173\u6ce8\u70b9\u7684\u53d8\u5316\uff0c\u65e2\u7136\u4f60\u79bb\u5f00\u4e86\u8bed\u8a00\u8bc6\u522b\u9886\u57df\u3002\u73b0\u5728\u6700\u8ba9\u4f60\u5174\u594b\u7684\u662f\u54ea\u4e9b\u9886\u57df\uff1f<\/p>\n<p>\u3010Oriol Vinyals\u3011\u6211\u7684\u8bed\u8a00\u8bc6\u522b\u80cc\u666f\u6fc0\u53d1\u4e86\u6211\u5bf9\u5e8f\u5217\u7684\u5174\u8da3\u3002\u6700\u8fd1\uff0cIlya Sutskever, Quoc Le\uff0c\u8fd8\u6709\u6211\u53d1\u8868\u4e86\u4e00\u7bc7\u6587\u7ae0\uff0c\u662f\u5173\u4e8e\u5e8f\u5217\u5230\u5e8f\u5217\u6620\u5c04\u7684\uff0c<strong>\u53ef\u4ee5\u4f7f\u7528\u5faa\u73af\u795e\u7ecf\u7f51\u7edc(recurrent neural net) \u8fdb\u884c\u4ece\u6cd5\u8bed\u5230\u82f1\u8bed\u7684\u673a\u5668\u7ffb\u8bd1<\/strong>\u3002<\/p>\n<p>\u4f5c\u4e3a\u80cc\u666f\uff0c\u76d1\u7763\u5b66\u4e60\u5728\u8f93\u5165\u548c\u8f93\u51fa\u662f\u77e2\u91cf\u7684\u60c5\u5f62\u4e0b\u53d6\u5f97\u4e86\u6210\u529f\u3002\u5f80\u8fd9\u4e9b\u7ecf\u5178\u7684\u6a21\u578b\u8f93\u5165\u56fe\u7247\uff0c\u53ef\u4ee5\u8f93\u51fa\u76f8\u5e94\u7684\u7c7b\u522b\u6807\u7b7e\u3002\u76f4\u5230\u4e0d\u4e45\u524d\uff0c\u6211\u4eec\u8fd8\u4e0d\u80fd\u901a\u8fc7\u8f93\u5165\u56fe\u7247\u5c31\u5f97\u5230\u4e00\u4e2a\u5355\u8bcd\u5e8f\u5217\u4f5c\u4e3a\u5bf9\u8fd9\u5e45\u56fe\u7247\u7684\u63cf\u8ff0\u3002\u76ee\u524d\u7684\u5feb\u901f\u8fdb\u5c55\u662f\u5f97\u76ca\u4e8e\u53ef\u4ee5\u83b7\u53d6\u5e26\u6709\u56fe\u7247\u63cf\u8ff0\u7684\u9ad8\u8d28\u91cf\u6570\u636e\u96c6 (MSCOCO)\uff0c\u4ee5\u53ca\u4e0e\u6b64\u5e76\u884c\u7684\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u7684\u590d\u5174\u3002<\/p>\n<p><strong>\u6211\u4eec\u7684\u5de5\u4f5c\u628a\u673a\u5668\u7ffb\u8bd1\u95ee\u9898\u91cd\u5851\u4e3a\u57fa\u4e8e\u5e8f\u5217\u7684\u6df1\u5ea6\u5b66\u4e60\u95ee\u9898\u3002\u7ed3\u679c\u8868\u660e\u6df1\u5ea6\u5b66\u4e60\u53ef\u4ee5\u628a\u82f1\u8bed\u7684\u5355\u8bcd\u5e8f\u5217\u6620\u5c04\u4e3a\u897f\u73ed\u7259\u8bed\u7684\u5355\u8bcd\u5e8f\u5217\u3002\u7531\u4e8e\u6df1\u5ea6\u5b66\u4e60\u4ee4\u4eba\u5403\u60ca\u7684\u80fd\u529b\uff0c\u6211\u4eec\u53ef\u4ee5\u76f8\u5f53\u5feb\u5730\u8fbe\u5230\u9886\u57df\u524d\u6cbf\u6c34\u5e73\u3002\u8fd9\u4e9b\u7ed3\u679c\u672c\u8eab\u6697\u793a\u4e86\u65b0\u7684\u5e94\u7528\uff0c\u6bd4\u5982\uff0c\u81ea\u52a8\u628a\u89c6\u9891\u63d0\u70bc\u6210\u56db\u4e2a\u63cf\u8ff0\u6027\u53e5\u5b50\u3002<\/strong><\/p>\n<section class=\"tn-Powered-by-XIUMI\">\n<section class=\"tn-Powered-by-XIUMI\">\n<section><strong>\u5e8f\u5217\u5230\u5e8f\u5217\u7684\u74f6\u9888\u53ca\u89e3\u51b3\u65b9\u6cd5\u00a0<\/strong><\/section>\n<\/section>\n<\/section>\n<p>\u3010O&#8217;Reilly\u3011\u5e8f\u5217\u5230\u5e8f\u5217\u8fd9\u79cd\u65b9\u6cd5\u5728\u4ec0\u4e48\u5730\u65b9\u5de5\u4f5c\u5f97\u4e0d\u597d\uff1f<\/p>\n<p>&nbsp;<\/p>\n<p>\u3010Oriol Vinyals\u3011\u5047\u8bbe\u4f60\u8981\u628a\u4e00\u4e2a\u82f1\u8bed\u53e5\u5b50\u7ffb\u8bd1\u6210\u6cd5\u8bed\u3002\u4f60\u53ef\u4ee5\u4f7f\u7528\u4e00\u4e2a\u5de8\u5927\u7684\u653f\u6cbb\u8a00\u8bba\u548c\u8fa9\u8bba\u8bed\u6599\u5e93\u4f5c\u4e3a\u8bad\u7ec3\u6570\u636e\u3002\u5e94\u7528\u5f97\u5f53\u7684\u8bdd\uff0c\u4f60\u53ef\u4ee5\u628a\u653f\u6cbb\u8a00\u8bba\u8f6c\u5316\u4e3a\u4efb\u4f55\u522b\u7684\u8bed\u8a00\u3002\u4f46\u662f\uff0c\u5f53\u4f60\u8bd5\u56fe\u628a\u2014\u2014\u6bd4\u5982\u8bf4\u2014\u2014\u838e\u58eb\u6bd4\u4e9a\u5f0f\u7684\u82f1\u8bed\u2014\u2014\u7ffb\u8bd1\u6210\u6cd5\u8bed\u7684\u65f6\u5019\uff0c\u4f60\u4f1a\u9047\u5230\u95ee\u9898\u3002\u8fd9\u79cd\u9886\u57df\u5207\u6362\u5bf9\u6df1\u5ea6\u5b66\u4e60\u65b9\u6cd5\u538b\u529b\u6bd4\u8f83\u5927\uff0c\u800c\u4f20\u7edf\u673a\u5668\u7ffb\u8bd1\u7cfb\u7edf\u662f\u57fa\u4e8e\u89c4\u5219\u7684\uff0c\u8fd9\u8ba9\u5b83\u4eec\u80fd\u9002\u5e94\u8fd9\u79cd\u5207\u6362\u3002<\/p>\n<p>\u8fd8\u6709\u66f4\u591a\u7684\u96be\u70b9\u3002\u5f53\u5e8f\u5217\u957f\u5ea6\u8d85\u8fc7\u4e00\u5b9a\u503c\u65f6\uff0c\u6211\u4eec\u7f3a\u4e4f\u76f8\u5e94\u7684\u8ba1\u7b97\u80fd\u529b\u3002\u5f53\u524d\u7684\u6a21\u578b\u53ef\u4ee5\u628a\u957f\u5ea6\u4e3a 200 \u7684\u5e8f\u5217\u4e0e\u5bf9\u5e94\u7684\u540c\u6837\u957f\u5ea6\u7684\u5e8f\u5217\u5339\u914d\u3002\u5f53\u5e8f\u5217\u53d8\u957f\uff0c\u8fd0\u884c\u65f6\u95f4\u4e5f\u53d8\u957f\u3002\u867d\u7136\u76ee\u524d\u6211\u4eec\u88ab\u5c40\u9650\u4e8e\u76f8\u5bf9\u8f83\u77ed\u7684\u6587\u6863\uff0c\u6211\u76f8\u4fe1\u968f\u7740\u65f6\u95f4\u63a8\u79fb\u8fd9\u4e2a\u9650\u5236\u4f1a\u8d8a\u6765\u8d8a\u5bbd\u677e\u3002\u6b63\u5982 GPU \u538b\u7f29\u4e86\u5927\u800c\u590d\u6742\u7684\u6a21\u578b\u7684\u8fd0\u884c\u65f6\u95f4\uff0c\u5185\u5b58\u548c\u8ba1\u7b97\u80fd\u529b\u7684\u63d0\u9ad8\u4f1a\u8ba9\u53ef\u8ba1\u7b97\u7684\u5e8f\u5217\u8d8a\u6765\u8d8a\u957f\u3002<\/p>\n<p>\u9664\u4e86\u8ba1\u7b97\u7684\u74f6\u9888\uff0c\u66f4\u957f\u7684\u5e8f\u5217\u8fd8\u5e26\u6765\u4e86\u6709\u8da3\u7684\u6570\u5b66\u95ee\u9898\u3002\u82e5\u5e72\u5e74\u524d Hochreiter \u5f15\u5165\u4e86\u68af\u5ea6\u6d88\u5931\u7684\u6982\u5ff5\u3002\u5f53\u4f60\u9605\u8bfb\u6570\u5343\u4e2a\u5355\u8bcd\uff0c\u4f60\u5f88\u5bb9\u6613\u5fd8\u6389\u4e09\u5343\u4e2a\u5355\u8bcd\u524d\u7684\u4fe1\u606f\uff1b\u5982\u679c\u4e0d\u8bb0\u5f97\u7b2c\u4e09\u7ae0\u7684\u5173\u952e\u60c5\u8282\u8f6c\u6362\uff0c(\u5c0f\u8bf4\u7684) \u7ed3\u5c40\u5c31\u5931\u53bb\u610f\u4e49\u3002\u4ece\u7ed3\u679c\u4e0a\u8bb2\uff0c\u6311\u6218\u6765\u81ea\u8bb0\u5fc6\u3002\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u4e00\u822c\u80fd\u8bb0\u4f4f 10 \u5230 15 \u4e2a\u8bcd\u3002\u4f46\u5982\u679c\u4f60\u628a\u4e00\u4e2a\u77e9\u9635\u4e58 15 \u6b21\uff0c\u8f93\u51fa\u4f1a\u6536\u7f29\u5230 0\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u68af\u5ea6\u6d88\u5931\uff0c\u5b66\u4e60\u53d8\u5f97\u4e0d\u53ef\u80fd\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u8fd9\u4e2a\u95ee\u9898\u7684\u4e00\u79cd\u91cd\u8981\u89e3\u51b3\u65b9\u6848\u4f9d\u8d56\u4e8e\u957f\u77ed\u671f\u8bb0\u5fc6 (LSTM)\u3002<\/strong>\u8fd9\u79cd\u7ed3\u6784\u5bf9\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u505a\u4e86\u806a\u660e\u7684\u4fee\u6539\uff0c\u8ba9\u5b83\u4eec\u80fd\u8bb0\u4f4f\u8fdc\u8d85\u6b63\u5e38\u6781\u9650\u7684\u4e1c\u897f\u3002\u6211\u89c1\u8fc7\u80fd\u8bb0\u4f4f 300 \u5230 400 \u4e2a\u8bcd\u7684 LSTM\u3002\u867d\u7136\u5df2\u7ecf\u76f8\u5f53\u957f\u4e86\uff0c\u8fd9\u6837\u7684\u589e\u957f\u53ea\u662f\u4e2a\u5f00\u59cb\uff0c\u4ee5\u540e\u7684\u795e\u7ecf\u7f51\u7edc\u5c06\u80fd\u5904\u7406\u65e5\u5e38\u751f\u6d3b\u89c4\u6a21\u7684\u6587\u672c\u3002<\/p>\n<p>\u9000\u4e00\u6b65\u8bb2\uff0c\u8fd1\u51e0\u5e74\u6211\u4eec\u770b\u5230\u51fa\u73b0\u4e86\u4e00\u4e9b\u5904\u7406\u8bb0\u5fc6\u95ee\u9898\u7684\u6a21\u578b\u3002\u6211\u4e2a\u4eba\u5c1d\u8bd5\u8fc7\u6dfb\u52a0\u8fd9\u79cd\u8bb0\u5fc6\u5230\u795e\u7ecf\u7f51\u7edc\uff1a\u4e0e\u5176\u628a\u6240\u6709\u4e1c\u897f\u585e\u8fdb\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u7684\u9690\u542b\u6001\uff0c\u8bb0\u5fc6\u8ba9\u4f60\u56de\u5fc6\u8d77\u4e4b\u524d\u89c1\u8fc7\u7684\u8bcd\uff0c\u4ece\u800c\u5e2e\u52a9\u89e3\u51b3\u624b\u5934\u7684\u4f18\u5316\u4efb\u52a1\u3002\u867d\u7136\u8fd9\u4e9b\u5e74\u8fdb\u5c55\u8fc5\u901f\uff0c\u66f4\u6df1\u5c42\u7684\u3001\u5173\u4e8e\u77e5\u8bc6\u8868\u8fbe\u7a76\u7adf\u610f\u5473\u7740\u4ec0\u4e48\u8fd9\u4e00\u6311\u6218\u4ecd\u7136\u5b58\u5728\uff0c\u5e76\u4e14\u5176\u672c\u8eab\u4ecd\u65e7\u662f\u4e00\u4e2a\u5f00\u653e\u95ee\u9898\u3002\u5c3d\u7ba1\u5982\u6b64\uff0c\u6211\u76f8\u4fe1\u63a5\u4e0b\u6765\u6211\u4eec\u4f1a\u770b\u5230\u6cbf\u7740\u8fd9\u4e9b\u65b9\u5411\u7684\u91cd\u5927\u8fdb\u5c55\u3002<\/p>\n<section class=\"tn-Powered-by-XIUMI\">\n<section class=\"tn-Powered-by-XIUMI\">\n<section class=\"tn-Powered-by-XIUMI\"><strong>\u7528\u673a\u5668\u5b66\u4e60\u4ee3\u66ff\u542f\u53d1\u5f0f\u7b97\u6cd5<\/strong><\/section>\n<\/section>\n<\/section>\n<p>\u3010O&#8217;Reilly\u3011\u8ba9\u6211\u4eec\u6362\u4e2a\u8bdd\u9898\uff0c\u8c08\u8c08\u4f60\u5728\u7b97\u6cd5\u751f\u6210\u65b9\u9762\u7684\u5de5\u4f5c\u3002\u4f60\u80fd\u4e0d\u80fd\u8bb2\u8bb2\u8fd9\u4e9b\u52aa\u529b\u80cc\u540e\u7684\u5386\u53f2\u548c\u52a8\u673a\uff1f<\/p>\n<p>\u3010Oriol Vinyals\u3011\u4e00\u4e2a\u5c55\u793a\u76d1\u7763\u5b66\u4e60\u80fd\u529b\u7684\u7ecf\u5178\u7ec3\u4e60\u6d89\u53ca\u5230\u628a\u4e00\u4e9b\u7ed9\u5b9a\u70b9\u5206\u5272\u4e3a\u4e0d\u540c\u7c7b\u522b\uff1a\u8fd9\u662f A \u7c7b\uff0c\u8fd9\u662f B \u7c7b\uff0c\u7b49\u7b49\u3002XOR (\u5f02\u6216) (the\u201cexclusive or\u201d logical connective) \u95ee\u9898\u7279\u522b\u6709\u6559\u76ca\u3002\u76ee\u6807\u662f\u8981\u5b66\u4f1a\u5f02\u6216\u64cd\u4f5c\uff0c\u4e5f\u5c31\u662f\uff0c\u7ed9\u5b9a\u4e24\u4e2a\u4e8c\u8fdb\u5236\u4f4d\u4f5c\u4e3a\u8f93\u5165\uff0c\u5b66\u4e60\u6b63\u786e\u7684\u8f93\u51fa\u3002\u7cbe\u786e\u5730\u8bb2\uff0c\u8fd9\u6d89\u53ca\u5230\u4e24\u4e2a\u4f4d\u4e5f\u5c31\u662f\u56db\u4e2a\u5b9e\u4f8b\uff1a00\uff0c01\uff0c10\uff0c11\u3002\u5bf9\u4e8e\u8fd9\u4e9b\u4f8b\u5b50\uff0c\u8f93\u51fa\u662f 0\uff0c1\uff0c1\uff0c0\u3002\u8fd9\u4e2a\u95ee\u9898\u4e0d\u662f\u7ebf\u6027\u6a21\u578b\u80fd\u89e3\u51b3\u7684\uff0c\u4f46\u6df1\u5ea6\u5b66\u4e60\u53ef\u4ee5\u3002\u5373\u4fbf\u5982\u6b64\uff0c\u76ee\u524d\u8ba1\u7b97\u80fd\u529b\u7684\u9650\u5236\u6392\u9664\u4e86\u66f4\u590d\u6742\u7684\u95ee\u9898\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u6700\u8fd1\uff0cWojciech Zaremba (\u6211\u4eec\u7ec4\u7684\u4e00\u4e2a\u5b9e\u4e60\u751f) \u53d1\u8868\u4e86\u4e00\u7bc7\u6587\u7ae0\uff0c\u6807\u9898\u662f\u201cLearningto Execute\u201d\uff0c\u63cf\u8ff0\u4e86\u4e00\u4e2a\u57fa\u4e8e\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u7684\u4ece Python \u7a0b\u5e8f\u5230\u6267\u884c\u8fd9\u4e9b\u7a0b\u5e8f\u7684\u7ed3\u679c\u7684\u6620\u5c04\u3002\u8fd9\u4e2a\u6a21\u578b\u53ef\u4ee5\u4ec5\u4ec5\u901a\u8fc7\u9605\u8bfb\u6e90\u4ee3\u7801\u6765\u9884\u6d4b Python \u7a0b\u5e8f\u7684\u7ed3\u679c\u3002\u8fd9\u4e2a\u95ee\u9898\u867d\u7136\u770b\u8d77\u6765\u7b80\u5355\uff0c\u63d0\u4f9b\u4e86\u4e00\u4e2a\u826f\u597d\u5f00\u7aef\u3002\u4e8e\u662f\u6211\u628a\u6ce8\u610f\u529b\u8f6c\u5411\u4e00\u4e2a NP-hard \u95ee\u9898\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u6211\u4eec\u8003\u8651\u7684\u662f\u4e00\u4e2a\u9ad8\u5ea6\u590d\u6742\u4e14\u8d44\u6e90\u9700\u6c42\u9ad8\u7684\u65b9\u6cd5\uff0c<strong>\u7528\u6765\u6c42\u89e3\u7ecf\u8fc7\u6240\u6709\u70b9\u7684\u6700\u77ed\u8def\u5f84\u7684\u95ee\u9898\uff0c\u4e5f\u5c31\u662f\u8457\u540d\u7684\u90ae\u5dee\u95ee\u9898\u3002<\/strong>\u8fd9\u4e2a\u95ee\u9898\u4ece\u63d0\u51fa\u5f00\u59cb\uff0c\u5c31\u5438\u5f15\u4e86\u5927\u91cf\u89e3\u6cd5\uff1b\u4eba\u4eec\u53d1\u660e\u4e86\u5404\u79cd\u542f\u53d1\u5f0f\u7b97\u6cd5\uff0c\u5728\u6548\u7387\u548c\u7cbe\u5ea6\u4e4b\u95f4\u6c42\u5f97\u5e73\u8861\u3002\u5728\u6211\u4eec\u7684\u60c5\u5f62\uff0c\u6211\u4eec\u7814\u7a76\u4e86\u6df1\u5ea6\u5b66\u4e60\u7cfb\u7edf\u662f\u5426\u80fd\u4ec5\u4ec5\u57fa\u4e8e\u8bad\u7ec3\u6570\u636e\u63a8\u65ad\u51fa\u4e0e\u5df2\u6709\u6587\u732e\u6bd4\u80a9\u7684\u542f\u53d1\u5f0f\u7b97\u6cd5\u3002<\/p>\n<p>\u51fa\u4e8e\u6548\u7387\u7684\u8003\u8651\uff0c\u6211\u4eec\u53ea\u8003\u8651 10 \u4e2a\u57ce\u5e02\uff0c\u800c\u4e0d\u662f\u5e38\u89c1\u768410000 \u6216 100000 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Vinyals\u3011\u6bd4\u5982\u5728\u7f16\u7a0b\u7ade\u8d5b\u4e2d\u3002\u5f00\u59cb\u662f\u4e00\u6bb5\u95ee\u9898\u9648\u8ff0\uff0c\u7528\u76f4\u767d\u7684\u82f1\u8bed\u5199\uff1a\u201c\u5728\u8fd9\u4e2a\u7a0b\u5e8f\u4e2d\uff0c\u4f60\u9700\u8981\u627e\u51fa A\uff0cB\uff0cC\uff0c\u5728 X\uff0cY\uff0c\u4ee5\u53ca Z \u7684\u524d\u63d0\u4e0b\u3002\u201d \u4f60\u7f16\u7801\u4f60\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u7136\u540e\u5728\u670d\u52a1\u5668\u4e0a\u6d4b\u8bd5\u3002\u4e0e\u6b64\u4e0d\u540c\u7684\u662f\uff0c\u60f3\u8c61\u4e00\u4e0b\uff0c\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u8bfb\u5165\u8fd9\u6837\u4e00\u4e2a\u81ea\u7136\u8bed\u8a00\u5199\u7684\u95ee\u9898\u9648\u8ff0\uff0c\u7136\u540e\u5b66\u5230\u4e00\u4e2a\u81f3\u5c11\u80fd\u7ed9\u51fa\u8fd1\u4f3c\u89e3\u7684\u7b97\u6cd5\uff0c\u751a\u81f3\u80fd\u7ed9\u51fa\u7cbe\u786e\u89e3\u3002\u8fd9\u4e2a\u56fe\u666f\u53ef\u80fd\u542c\u8d77\u6765\u592a\u9065\u8fdc\u3002\u8bb0\u4f4f\uff0c\u4ec5\u4ec5\u51e0\u5e74\u524d\uff0c\u8bfb\u5165 Python 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