{"id":3694,"date":"2017-10-20T07:34:00","date_gmt":"2017-10-19T23:34:00","guid":{"rendered":"http:\/\/www.yuntou8.com\/?p=3694"},"modified":"2017-10-20T07:34:00","modified_gmt":"2017-10-19T23:34:00","slug":"%e7%ba%af%e8%87%aa%e5%ad%a6%e7%9a%84alphago%e5%88%b0%e5%ba%95%e6%9c%89%e5%a4%9a%e5%bc%ba%e5%a4%a7%ef%bc%9f%e4%ba%ba%e7%b1%bb%e4%bc%9a%e5%8f%98%e5%be%97%e5%a4%9a%e4%bd%99%e5%90%97%ef%bc%9f","status":"publish","type":"post","link":"http:\/\/www.yuntou8.com\/?p=3694","title":{"rendered":"\u7eaf\u81ea\u5b66\u7684AlphaGo\u5230\u5e95\u6709\u591a\u5f3a\u5927\uff1f\u4eba\u7c7b\u4f1a\u53d8\u5f97\u591a\u4f59\u5417\uff1f"},"content":{"rendered":"

\u6253\u8d25\u67ef\u6d01\u3001\u529f\u6210\u540d\u9000\u7684 144 \u5929\u540e\uff0cAlphaGo \u518d\u6b21\u5237\u5c4f\u7684\u539f\u56e0\u4e0d\u518d\u53ea\u662f\u68cb\u4e0b\u5f97\u597d\u90a3\u4e48\u7b80\u5355\u3002 <\/p>\n

2016 \u5e74 3 \u6708\uff0c\u674e\u4e16\u4e6d 1-4 \u8d25\u7ed9\u4e86\u6765\u81ea\u82f1\u56fd\u7684\u56f4\u68cb\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf AlphaGo\u3002<\/p>\n

2017 \u5e74 1 \u6708 4 \u65e5\uff0c\u5728\u53d6\u5f97\u4e86 59 \u573a\u8fde\u80dc\u4e4b\u540e\uff0c\u5316\u540d Master \u7684\u795e\u79d8\u68cb\u624b\u5728\u7559\u8a00\u677f\u4e0a\u627f\u8ba4\u4e86\u81ea\u5df1\u7684\u8eab\u4efd\u3002<\/p>\n

2017 \u5e74 5 \u6708\uff0c\u5728\u4e2d\u56fd\u4e4c\u9547 \u00b7\u56f4\u68cb\u5cf0\u4f1a\u4e0a\uff0cAlphaGo \u5bf9\u9635\u4eba\u7c7b\u4e16\u754c\u6392\u540d\u7b2c\u4e00\u7684\u68cb\u624b\u67ef\u6d01\uff0c\u4e09\u5c40\u5168\u80dc\u3002<\/p>\n

\u4ee5\u4e0a\u5c31\u662f AlphaGo \u5728\u79d1\u6280\u5708\u5927\u89c4\u6a21\u5237\u5c4f\u7684\u4e09\u6b21\u4e8b\u4ef6\u3002<\/p>\n

\u5f53\u5176\u7814\u53d1\u56e2\u961f DeepMind \u5728\u4e4c\u9547\u5ba3\u5e03 AlphaGo \u6b63\u5f0f\u9000\u5f79\u65f6\uff0c\u6240\u6709\u4eba\u90fd\u4ee5\u4e3a\u8fd9\u662f\u4e00\u4e2a\u521b\u9020\u4e86\u5386\u53f2\u7684\u56f4\u68cb\u300c\u68cb\u624b\u300d\u4f20\u5947\u7684\u7ed3\u675f\uff0c\u4f46\u6ca1\u60f3\u5230\u7684\u662f\uff0c2017 \u5e74 10 \u6708 19 \u65e5\u7684\u6e05\u6668\uff0c\u79d1\u6280\u5708\u548c\u56f4\u68cb\u5708\u518d\u4e00\u6b21\uff0c\u96c6\u4f53\u88ab AlphaGo \u5237\u5c4f\u3002<\/p>\n

\u4ece\u96f6\u5f00\u59cb\u7eaf\u81ea\u5b66\u7684 AlphaGo<\/h2>\n

\u6839\u636e DeepMind \u7684\u5b98\u65b9\u7f51\u7ad9\uff0cAlphaGo \u63a8\u51fa\u4e86\u6700\u65b0\u7684\u5347\u7ea7\u7248\uff0c\u540d\u4e3a AlphaGo Zero\uff0c\u8fd9\u4e2a\u7248\u672c\u5b8c\u5168\u4f9d\u9760\u673a\u5668\u81ea\u5df1\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\uff0c\u5728\u6446\u8131\u4e86\u5927\u91cf\u7684\u4eba\u7c7b\u68cb\u8c31\u540e\uff0c\u673a\u5668\u6839\u636e\u56f4\u68cb\u7684\u89c4\u5219\u5de6\u53f3\u4e92\u640f\uff0c\u5728\u4e09\u5929\u4e4b\u5185\u5c31\u8d85\u8d8a\u4e86\u53bb\u5e74\u4e09\u6708\u5bf9\u9635\u674e\u4e16\u4e6d\u7684\u7248\u672c\uff0c\u63a5\u7740\u5728\u7b2c 21 \u5929\u6218\u80dc\u4e86\u5bf9\u9635\u67ef\u6d01\u7684\u7248\u672c\uff0c\u5230\u7b2c 40 \u5929\uff0c\u5728\u5bf9\u9635\u6b64\u524d\u6700\u5148\u8fdb\u7684\u7248\u672c\u65f6\uff0c\u5df2\u7ecf\u80fd\u4fdd\u6301 90% \u7684\u80dc\u7387\u3002<\/p>\n

DeepMind \u5b98\u65b9\u8868\u793a\uff0c\u8fd9\u6beb\u65e0\u7591\u95ee\u662f\u53f2\u4e0a\u6700\u5f3a\u7684\u56f4\u68cb\u68cb\u624b\u3002<\/p>\n

\u4f46\u4f60\u4e5f\u77e5\u9053\uff0c\u4ec5\u4ec5\u662f\u68cb\u827a\u7684\u5347\u7ea7\u4e0d\u8db3\u4ee5\u8ba9\u5b83\u4e00\u591c\u4e4b\u95f4\u9738\u5360\u4e2d\u5916\u5a92\u7684\u5934\u6761\uff0c\u662f\u4ec0\u4e48\u8ba9\u518d\u6b21\u5347\u7ea7\u7684 AlphaGo \u5438\u5f15\u4e86\u8fd9\u4e48\u591a\u4eba\u7684\u5173\u6ce8\u5462\uff1f<\/strong><\/p>\n

\n

\u67ef\u6d01\u548c\u53e4\u529b\u7eb7\u7eb7\u8f6c\u53d1\u5fae\u535a\u611f\u6168\u673a\u5668\u7684\u5f3a\u5927<\/p>\n

DeepMind \u5728\u81ea\u5df1\u7684\u5b98\u7f51\u4e0a\u53d1\u8868\u4e86\u4e00\u7bc7\u535a\u5ba2\u6587\u7ae0\uff0c\u540c\u65f6\u8868\u793a\u65b0\u7248\u672c AlphaGo \u7684\u7814\u7a76\u8bba\u6587\u5df2\u5728\u6743\u5a01\u5b66\u672f\u671f\u520a\u300a\u81ea\u7136\u300b\u4e0a\u53d1\u8868\u3002\u5bf9\u5b66\u754c\u6765\u8bf4\uff0c\u8fd9\u662f\u4e00\u4e2a\u975e\u5e38\u91cd\u78c5\u7684\u6d88\u606f\uff0c\u603b\u7ed3\u6765\u8bf4\u8fd9\u4e2a\u7248\u672c\u7279\u522b\u7684\u539f\u56e0\u6709\u4e09\uff1a<\/p>\n

\n

1\u3001AlphaGo Zero \u53ea\u4f7f\u7528\u56f4\u68cb\u68cb\u76d8\u4e0a\u7684\u9ed1\u5b50\u548c\u767d\u5b50\u4f5c\u4e3a\u8f93\u5165\uff0c\u800c AlphaGo \u4e4b\u524d\u7684\u7248\u672c\u4e2d\u5305\u542b\u4e86\u5c11\u91cf\u4eba\u5de5\u8bbe\u8ba1\u7684\u529f\u80fd\u3002<\/p>\n

2\u3001\u5b83\u4f7f\u7528\u7684\u662f\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u800c\u4e0d\u662f\u4e24\u4e2a\u3002AlphaGo \u7684\u65e9\u671f\u7248\u672c\u4f7f\u7528\u300c\u8d70\u68cb\u7f51\u7edc\uff08policy network\uff09\u300d\u6765\u9009\u62e9\u4e0b\u4e00\u4e2a\u52a8\u4f5c\u548c\u4e00\u4e2a\u300c\u4ef7\u503c\u7f51\u7edc\uff08value network\uff09\u300d\u6765\u9884\u6d4b\u6e38\u620f\u7684\u8d62\u5bb6\u3002AlphaGo Zero \u5408\u5e76\u4e86\u4e24\u8005\uff0c\u4f7f\u5176\u80fd\u591f\u66f4\u6709\u6548\u5730\u8fdb\u884c\u8bad\u7ec3\u548c\u8bc4\u4f30\u3002<\/p>\n

3\u3001AlphaGo Zero \u4e0d\u4f7f\u7528\u300cRollout\u300d\u2014\u2014\u5176\u4ed6\u56f4\u68cb\u7a0b\u5e8f\u4f7f\u7528\u7684\u5feb\u901f\u3001\u968f\u673a\u7684\u6e38\u620f\u6765\u9884\u6d4b\u54ea\u4e2a\u73a9\u5bb6\u5c06\u4ece\u5f53\u524d\u7684\u68cb\u5c40\u4e2d\u83b7\u80dc\u3002\u76f8\u53cd\uff0c\u5b83\u4f9d\u8d56\u4e8e\u9ad8\u8d28\u91cf\u7684\u795e\u7ecf\u7f51\u7edc\u6765\u8bc4\u4f30\u68cb\u5c40\u3002<\/p>\n<\/blockquote>\n

\u4ee5\u4e0a\u8fd9\u4e09\u70b9\u5927\u5927\u6539\u5584\u4e86 AlphaGo \u7684\u8868\u73b0\u3002<\/p>\n

\u6446\u8131\u4eba\u7c7b\u7ecf\u9a8c\u540e\u4e0b\u5f97\u66f4\u597d<\/h2>\n

\u4f46 DeepMind \u540c\u65f6\u6307\u51fa\uff0c\u662f\u7b97\u6cd5\u7684\u6539\u53d8\u8ba9\u8fd9\u4e2a\u7cfb\u7edf\u66f4\u52a0\u5f3a\u5927\u4e14\u9ad8\u6548\u3002<\/p>\n

72 \u5c0f\u65f6\u81ea\u6211\u5bf9\u5f08\uff0cAlphaGo Zero \u5c31\u4ee5 100-0 \u7684\u6210\u7ee9\u6218\u80dc\u4e86\u6b64\u524d\u5bf9\u9635\u674e\u4e16\u4e6d\u7684\u7248\u672c\uff1b40 \u5929\u8bad\u7ec3\u4e4b\u540e\uff0c\u5b83\u6210\u529f\u8d85\u8d8a\u4e86\u51fb\u8d25\u67ef\u6d01\u7684\u6539\u826f\u540e\u7684 Master \u7248\u672c\u3002<\/p>\n

\u4ece\u4e0b\u9762\u7684\u52a8\u56fe\u53ef\u4ee5\u770b\u5230\uff0c\u56e0\u4e3a\u4ece\u96f6\u5f00\u59cb\u7684\u7f18\u6545\uff0cAlphaGo Zero \u7684\u521d\u671f\u8868\u73b0\u975e\u5e38\u7cdf\u7cd5\uff0c\u4f46\u6c34\u5e73\u63d0\u9ad8\u7684\u901f\u5ea6\u4e5f\u975e\u5e38\u5feb\uff0c\u4ec5\u4ec5\u4e09\u5929\u5c31\u8d85\u8d8a\u4e86\u5bf9\u9635\u674e\u4e16\u4e6d\u7684\u7248\u672c\u3002<\/p>\n

\n

\u300c\u5b83\u6bd4\u6b64\u524d\u7684\u7248\u672c\u66f4\u5f3a\u5927\uff0c\u662f\u56e0\u4e3a\u706d\u6709\u4f7f\u7528\u4eba\u7c7b\u7684\u6570\u636e\uff0c\u4e5f\u4e0d\u4f7f\u7528\u4efb\u4f55\u5f62\u5f0f\u7684\u4eba\u7c7b\u7ecf\u9a8c\uff0c\u6211\u4eec\u5df2\u7ecf\u6d88\u9664\u4e86\u4eba\u7c7b\u77e5\u8bc6\u7684\u5c40\u9650\uff0c\u5b83\u80fd\u591f\u521b\u9020\u77e5\u8bc6\u672c\u8eab\uff0c\u300dAlphaGo \u7684\u9996\u5e2d\u7814\u7a76\u5458 David Silver \u8bf4\u9053\u3002<\/p>\n

\u8fd9\u4e2a\u7cfb\u7edf\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u6765\u63d0\u9ad8\u5b83\u81ea\u8eab\u7684\u6280\u5de7\u6c34\u5e73\u3002\u6bcf\u5f53 AlphaGo Zero \u8d70\u4e86\u4e00\u6b65\u597d\u68cb\u65f6\uff0c\u5b83\u5c31\u4f1a\u83b7\u5f97\u7cfb\u7edf\u7684\u300c\u5956\u52b1\u300d\uff0c\u53cd\u4e4b\u5219\u6709\u635f\u5931\u3002<\/p>\n

\u7cfb\u7edf\u7684\u6838\u5fc3\u662f\u4e00\u7ec4\u8f6f\u4ef6\u4e0a\u7684\u300c\u795e\u7ecf\u5143\u300d\uff0c\u8fd9\u4e9b\u300c\u795e\u7ecf\u5143\u300d\u8fde\u63a5\u5728\u4e00\u8d77\uff0c\u5f62\u6210\u4e00\u4e2a\u4eba\u5de5\u7684\u795e\u7ecf\u7f51\u7edc\u3002\u5728\u6e38\u620f\u7684\u6bcf\u4e00\u4e2a\u56de\u5408\u4e2d\uff0c\u795e\u7ecf\u7f51\u7edc\u4f1a\u67e5\u770b\u68cb\u76d8\u4e0a\u68cb\u5b50\u7684\u4f4d\u7f6e\uff0c\u7136\u540e\u8ba1\u7b97\u4e0b\u4e00\u6b65\u68cb\u7684\u4f4d\u7f6e\uff0c\u5e76\u8ba1\u7b97\u51fa\u6bcf\u4e00\u6b65\u7684\u53ef\u80fd\u6027\uff0c\u505a\u51fa\u6700\u53ef\u80fd\u83b7\u80dc\u7684\u9009\u62e9\u3002\u5728\u6bcf\u4e00\u573a\u6bd4\u8d5b\u4e4b\u540e\uff0c\u5b83\u4f1a\u66f4\u65b0\u5b83\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u4f7f\u5b83\u5728\u4e0b\u6b21\u6bd4\u8d5b\u4e2d\u66f4\u52a0\u5f3a\u5927\u3002<\/p>\n

\u5c3d\u7ba1\u6bd4\u4ee5\u524d\u7684\u7248\u672c\u597d\u5f97\u591a\uff0c\u4f46 AlphaGo Zero \u5176\u5b9e\u662f\u4e00\u4e2a\u66f4\u7b80\u5355\u7684\u7cfb\u7edf\uff0c\u5b83\u9700\u8981\u7684\u6570\u636e\u66f4\u5c11\uff0c\u786c\u4ef6\u8981\u6c42\u4e5f\u66f4\u4f4e\uff08\u5bf9\u9635\u674e\u4e16\u4e6d\u7684 AlphaGo \u4f7f\u7528\u4e86 48 \u4e2a TPU\uff0c\u800c AlphaGo Zero \u53ea\u7528\u4e86 4 \u4e2a TPU\uff09\uff0c\u4f46\u5b83\u4ecd\u80fd\u591f\u66f4\u5feb\u5730\u638c\u63e1\u6e38\u620f\u3002Silver \u8868\u793a\uff0c\u5982\u679c\u6709\u66f4\u591a\u7684\u65f6\u95f4\uff0c\u5b83\u751a\u81f3\u53ef\u80fd\u4f1a\u53d1\u5c55\u51fa\u4e00\u5957\u81ea\u5df1\u7684\u89c4\u5219\u3002<\/p>\n

\n

\u6839\u636e\u4e00\u4e9b\u5916\u56fd\u68cb\u624b\u7684\u89c2\u5bdf\uff0cAlphaGo Zero \u5728\u68cb\u5c40\u7684\u521d\u671f\u8868\u73b0\u4ecd\u4e0e\u4eba\u7c7b\u5343\u5e74\u6765\u7684\u5957\u8def\u76f8\u540c\uff0c\u4f46\u5230\u68cb\u5c40\u4e2d\u671f\u5c31\u4f1a\u53d8\u5f97\u4ee4\u4eba\u96be\u4ee5\u7406\u89e3\u3002<\/p>\n

<\/h2>\n

\u56f4\u68cb\u4e4b\u5916\uff0cAlphaGo \u8fd8\u80fd\u5e26\u6765\u66f4\u591a<\/h2>\n

\u8fd9\u4e5f\u662f\u8fd9\u6b21 AlphaGo \u518d\u6b21\u5237\u5c4f\u7684\u539f\u56e0\u4e4b\u4e00\u3002\u8eab\u4e3a\u8be5\u7814\u7a76\u91cd\u70b9\u7684\u5f3a\u5316\u5b66\u4e60\u662f\u673a\u5668\u667a\u80fd\u9886\u57df\u4e00\u4e2a\u975e\u5e38\u91cd\u8981\u7684\u6280\u672f\uff0c\u5b83\u4ece\u6df1\u5ea6\u5b66\u4e60\u4e2d\u5ef6\u4f38\u51fa\u6765\uff0c\u8fdb\u4e00\u6b65\u6446\u8131\u4eba\u7c7b\u7684\u5e72\u6d89\u8bad\u7ec3\u673a\u5668\uff0c\u800c DeepMind \u4e5f\u4e00\u76f4\u81f4\u529b\u4e8e\u300c\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\uff08Deep Reinforcement Learning\uff09\u300d\u7684\u7814\u7a76\u3002<\/p>\n

\u6b64\u524d\u4ed6\u4eec\u5c31\u53d1\u8868\u4e86\u4e00\u7bc7\u8bba\u6587\uff0c\u7814\u7a76\u5982\u4f55\u8ba9\u4e00\u4e2a AI \u7cfb\u7edf\u81ea\u5b66\u300c\u8dd1\u9177\u300d\u3002\u8be5 AI \u7cfb\u7edf\u5728\u6ca1\u6709\u8f93\u5165\u4eba\u7c7b\u7ecf\u9a8c\u7684\u524d\u63d0\u4e0b\u5b66\u4e60\u7ffb\u8d8a\u969c\u788d\u7269\uff0c\u6700\u7ec8\u53d1\u5c55\u51fa\u81ea\u5df1\u7ffb\u8d8a\u7684\u65b9\u6cd5\u3002<\/p>\n

\u673a\u5668\u80fd\u591f\u53d1\u73b0\u4eba\u7c7b\u65e0\u6cd5\u53d1\u73b0\u7684\u4e00\u4e9b\u4e1c\u897f\uff0c\u8fd9\u5728\u4eba\u5de5\u667a\u80fd\u754c\u662f\u4e00\u4e2a\u666e\u904d\u7684\u5171\u8bc6\uff0c\u65e9\u5148\u5c31\u6709\u4eba\u9887\u4e3a\u5f02\u60f3\u5929\u5f00\u5730\u5c1d\u8bd5\u8ba9\u4eba\u5de5\u667a\u80fd\u6839\u636e\u56fe\u7247\u6765\u8fa8\u522b\u4eba\u7684\u6027\u53d6\u5411\uff0c\u867d\u7136\u8fd9\u6837\u7684\u7814\u7a76\u906d\u5230\u4e86\u4e0d\u5c11\u7684\u6279\u8bc4\uff0c\u4f46\u5b83\u786e\u5b9e\u53cd\u6620\u4e86\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u8005\u4eec\u5bf9 AI \u7684\u4e00\u4e9b\u671f\u5f85\u3002<\/p>\n

\u4eba\u7c7b\u81ea\u5df1\u7684\u77e5\u8bc6\u662f\u6709\u5c40\u9650\u7684\uff0c\u800c\u672c\u8d28\u662f\u8ba1\u7b97\u673a\u7a0b\u5e8f\u7684\u4eba\u5de5\u667a\u80fd\u5f80\u5f80\u4e0e\u5927\u591a\u6570\u4eba\u7c7b\u7684\u89c6\u89d2\u4e0d\u540c\uff0c\u4ed6\u4eec\u80fd\u591f\u5728\u4eba\u7c7b\u7684\u56fa\u6709\u601d\u7ef4\u548c\u53f8\u7a7a\u89c1\u60ef\u7684\u4e8b\u7269\u4e2d\u53d1\u73b0\u4eba\u7c7b\u627e\u4e0d\u5230\u7684\u89c4\u5219\u548c\u7834\u89e3\u95ee\u9898\u7684\u65b9\u6cd5\u3002<\/p>\n

AlphaGo Zero \u5c31\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u8bc1\u660e\u3002<\/p>\n

\u6240\u4ee5\u8ba9 AlphaGo Zero \u518d\u6b21\u5237\u5c4f\u7684\u5e76\u4e0d\u662f\u5b83\u591a\u5f3a\u7684\u56f4\u68cb\u6280\u5de7\uff0c\u4e5f\u4e0d\u662f\u300c100-0\u300d\u3001\u300c3 \u5929\u300d\u548c\u300c40 \u5929\u300d\u8fd9\u6837\u60f9\u4eba\u773c\u7403\u7684\u6570\u5b57\uff0c\u800c\u662f\u5b83\u6240\u8bc1\u660e\u7684\u6280\u672f\u7406\u8bba\u7684\u53ef\u884c\u6027<\/strong>\u3002<\/p>\n

\u5728\u56f4\u68cb\u4ee5\u5916\uff0c\u5f97\u5230\u8bba\u8bc1\u7684\u7406\u8bba\u5176\u5b9e\u8fd8\u80fd\u505a\u5230\u66f4\u591a\u3002<\/p>\n

\u300c\u5c3d\u7ba1\u76ee\u524d\u4ecd\u5904\u4e8e\u65e9\u671f\u9636\u6bb5\uff0c\u4f46 AlphaGo Zero \u6784\u6210\u4e86\u671d\u7740\u8fd9\u4e2a\u76ee\u6807\u8fc8\u8fdb\u7684\u5173\u952e\u4e00\u6b65\u3002\u5982\u679c\u7c7b\u4f3c\u7684\u6280\u672f\u53ef\u4ee5\u5e94\u7528\u5230\u5176\u4ed6\u7ed3\u6784\u95ee\u9898\u4e0a\uff0c\u6bd4\u5982\u86cb\u767d\u8d28\u6298\u53e0\u3001\u51cf\u5c11\u80fd\u6e90\u6d88\u8017\u6216\u8005\u5bfb\u627e\u9769\u547d\u6027\u7684\u65b0\u6750\u6599\u65f6\uff0c\u90a3\u4e48\u8fd9\u4e9b\u7a81\u7834\u5c31\u6709\u53ef\u80fd\u5bf9\u793e\u4f1a\u4ea7\u751f\u79ef\u6781\u7684\u5f71\u54cd\u3002\u300dDeepMind \u5728\u5b98\u65b9\u535a\u5ba2\u4e2d\u5982\u6b64\u8bf4\u9053\u3002<\/p>\n

\u6240\u4ee5\uff0c\u6709\u5173\u300c\u8ba9\u673a\u5668\u4e0b\u56f4\u68cb\uff0c\u4e0b\u5f97\u518d\u597d\u53c8\u6709\u4ec0\u4e48\u7528\u300d\u7684\u770b\u6cd5\u5176\u5b9e\u662f\u975e\u5e38\u5e7c\u7a1a\u7684\u3002<\/strong><\/p>\n

\u5f53 DeepMind \u548c OpenAI \u7b49\u516c\u53f8\u5f00\u59cb\u7814\u7a76\u8ba9 AI \u6253 Dota\u3001\u661f\u9645\u4e89\u9738\u7b49\u6e38\u620f\u65f6\uff0c\u6536\u83b7\u7684\u5f80\u5f80\u4e5f\u662f\u793e\u4f1a\u4e0a\u7684\u5632\u7b11\u58f0\u3002<\/p>\n

\u5728\u5927\u591a\u6570\u4eba\u7684\u8bbe\u60f3\u4e2d\uff0c\u4ed6\u4eec\u5e0c\u671b\u4eba\u5de5\u667a\u80fd\u5e2e\u4ed6\u4eec\u5f00\u8f66\u3001\u6253\u626b\u623f\u95f4\u3001\u5b8c\u6210\u8fd9\u6837\u90a3\u6837\u7b80\u5355\u4e14\u91cd\u590d\u6027\u7684\u5de5\u4f5c\u3002\u4e8b\u5b9e\u4e0a\uff0c\u8fd9\u4e5f\u662f\u90a3\u4e9b\u62e5\u6709\u7740\u6700\u9876\u5c16\u6280\u672f\u7684\u79d1\u6280\u516c\u53f8\u60f3\u8981\u7684\uff0c\u4f46\u5728\u8fbe\u5230\u8fd9\u4e9b\u7ec8\u6781\u76ee\u6807\u4e4b\u524d\uff0c\u4ed6\u4eec\u4e5f\u9700\u8981\u68cb\u724c\u3001\u6e38\u620f\u7b49\u8bad\u7ec3\u7b97\u6cd5\u7684\u571f\u58e4\uff0c\u5728\u8fd9\u4e9b\u6a21\u62df\u7684\u68cb\u5c40\u3001\u6bd4\u8d5b\u4e2d\uff0c\u6253\u9020 AI \u7cfb\u7edf\u7684\u6a21\u62df\u5668\uff08simulator\uff09\uff0c\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u5f53 DeepMind \u8868\u793a\u8981\u6311\u6218\u661f\u9645\u4e89\u9738\u65f6\uff0c\u4ed6\u4eec\u8868\u793a\u8fd9\u4f1a\u6bd4\u56f4\u68cb\u66f4\u6709\u6311\u6218\u6027\u2014\u2014\u56e0\u4e3a MOBA \u7c7b\u6e38\u620f\u7684\u573a\u666f\u66f4\u52a0\u590d\u6742\u3002<\/p>\n

*\u672c\u6587\u4f5c\u8005\u5b8b\u5fb7\uff0c\u7531\u65b0\u82bdNewSeed\u5408\u4f5c\u4f19\u4f34\u5fae\u4fe1\u516c\u4f17\u53f7\uff1a\u6781\u5ba2\u516c\u56ed\u6388\u6743\u53d1\u5e03\uff0c\u8f6c\u8f7d\u8bf7\u8054\u7cfb\u539f\u51fa\u5904\u3002\u5982\u5185\u5bb9\u3001\u56fe\u7247\u6709\u4efb\u4f55\u7248\u6743\u95ee\u9898\uff0c\u8bf7\u8054\u7cfb\u65b0\u82bdNewSeed\u5904\u7406\u3002 \u5206\u4eab\u957f\u5fae\u535a \u5206\u4eab\u5230\u5fae\u4fe1 AlphaGo \u4eba\u5de5\u667a\u80fd \u6df1\u5ea6\u5b66\u4e60 \u67ef\u6d01 <\/p>\n

\u76f8\u5173\u9886\u57df\u7684\u6295\u8d44\u4eba<\/h4>\n
    \n
  • \n

    \u542f\u660e\u521b\u6295-\u4ed8\u96e8\u6b23<\/h3>\n<\/p>\n

    \u673a\u6784\u6295\u8d44\u4eba\u8ba4\u8bc1<\/span><\/p>\n

    \u7ea6\u8c08 \u6295\u8d44\u9886\u57df\uff1a AI 5G \u82af\u7247 \u7269\u8054\u7f51 \u673a\u5668\u4eba \u65e0\u4eba\u673a \u822a\u7a7a\u822a\u5929 \u519b\u5de5 3D\u6253\u5370 \u5176\u4ed6 <\/li>\n<\/ul>\n

    <\/span><\/h3>\n
      \n
    • \n

      \u6f5c\u529b\u4e0e\u969c\u788d\u5e76\u5b58\uff0c\u4eba\u5de5\u667a\u80fd\u533b\u7597\u662f\u84dd\u6d77\u8fd8\u662f\u865a\u706b\uff1f<\/h3>\n

      \u96f7\u950b\u7f51<\/span> \u00b7<\/span> 2017\/10\/19 6:39:00<\/span> AI \u4eba\u5de5\u667a\u80fd \u667a\u80fd\u533b\u7597 \u533b\u7597\u8bca\u65ad \u8ba1\u7b97\u673a\u89c6\u89c9 <\/li>\n

    • \n

      \u54cd\u94c3\uff1a\u767e\u5ea6\u80a1\u4ef7\u4e0a\u626c\u7684\u80cc\u540e\uff0c\u662f\u6295\u8d44\u8005\u5bf9\u4e2d\u56fd\u4eba\u5de5\u667a\u80fd\u7684\u61a7\u61ac<\/h3>\n

      \u66fe\u54cd\u94c3<\/span> \u00b7<\/span> 2017\/10\/12 16:54:00<\/span> AI \u767e\u5ea6 \u4e2d\u7f8e <\/li>\n

    • \n

      \u4ed6\u53d1\u660e\u4e86\u6df1\u5ea6\u5b66\u4e60\uff1a\u513f\u65f6\u9000\u5b66\u5f53\u6728\u5320\uff0c\u4e5f\u66fe\u5b64\u8eab\u5bf9\u6297\u519b\u65b9<\/h3>\n

      Newseeders<\/span> \u00b7<\/span> 2017\/8\/28 11:54:00<\/span> \u6df1\u5ea6\u5b66\u4e60 \u4eba\u5de5\u667a\u80fd \u5b66\u672f\u5dc5\u5cf0 Hinton <\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"

      \u6253\u8d25\u67ef\u6d01\u3001\u529f\u6210\u540d\u9000\u7684 144 \u5929\u540e\uff0cAlphaGo \u518d\u6b21\u5237\u5c4f\u7684\u539f\u56e0\u4e0d\u518d\u53ea\u662f\u68cb\u4e0b\u5f97\u597d\u90a3\u4e48\u7b80\u5355\u3002 2016 \u5e74 3…<\/p>\n","protected":false},"author":86,"featured_media":3695,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[8],"tags":[336],"class_list":["post-3694","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech","tag-336"],"_links":{"self":[{"href":"http:\/\/www.yuntou8.com\/index.php?rest_route=\/wp\/v2\/posts\/3694","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.yuntou8.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.yuntou8.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.yuntou8.com\/index.php?rest_route=\/wp\/v2\/users\/86"}],"replies":[{"embeddable":true,"href":"http:\/\/www.yuntou8.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3694"}],"version-history":[{"count":0,"href":"http:\/\/www.yuntou8.com\/index.php?rest_route=\/wp\/v2\/posts\/3694\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/www.yuntou8.com\/index.php?rest_route=\/wp\/v2\/media\/3695"}],"wp:attachment":[{"href":"http:\/\/www.yuntou8.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3694"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.yuntou8.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3694"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.yuntou8.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3694"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}