{"id":39114,"date":"2018-09-21T00:00:28","date_gmt":"2018-09-20T16:00:28","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=39114"},"modified":"2022-01-05T00:57:20","modified_gmt":"2022-01-04T16:57:20","slug":"ai%e5%8c%96%e8%ba%ab%e9%9b%bb%e7%ab%b6%e9%81%b8%e6%89%8b%ef%bc%8c%e5%b1%95%e7%8f%be%e5%9c%98%e9%9a%8a%e5%90%88%e4%bd%9c%e9%bb%98%e5%a5%91","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=39114","title":{"rendered":"AI\u5316\u8eab\u96fb\u7af6\u9078\u624b\uff0c\u5c55\u73fe\u5718\u968a\u5408\u4f5c\u9ed8\u5951"},"content":{"rendered":"
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\"AI\u5316\u8eab\u96fb\u7af6\u9078\u624b\uff0c\u5c55\u73fe\u5718\u968a\u5408\u4f5c\u9ed8\u5951\"<\/div>\n<\/div>\n
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\u7de8\u8b6f\uff0f\u8a31\u6649\u83ef<\/strong><\/p>\n

\u8f1d\u714c\u6230\u7e3e<\/strong><\/p>\n

1997\u5e74\uff0cIBM\u6253\u9020\u7684Deep Blue AI\u6210\u529f\u6311\u6230\u897f\u6d0b\u68cb\u51a0\u8ecd Garry Kasparov\u4ee5\u4f86\uff0cAI\u7121\u8ad6\u5728\u68cb\u76e4\u3001\u724c\u985e\u6216\u96fb\u73a9\u904a\u6232\u4e0a\u7684\u8868\u73fe\uff0c\u53ef\u8aaa\u662f\u52e2\u5982\u7834\u7af9\uff0c\u4e0d\u65b7\u904e\u95dc\u65ac\u5c07\u30022016\u5e74\uff0cAlphaGo\u5c0d\u6230\u5357\u97d3\u570d\u68cb\u4e5d\u6bb5\u68cb\u624b\u674e\u4e16\u77f3\u7684\u52dd\u5229\uff0c\u5230\u73fe\u5728\u90fd\u9084\u8a18\u61b6\u7336\u65b0\uff0c\u70ba\u4eba\u6240\u6a02\u9053\u3002\u7136\u800c\uff0c\u9019\u6b21\u7684\u904a\u6232\u2500Dota2\uff0c\u75312013\u5e74\u767c\u8868\u4ee5\u4f86\uff0c\u5df2\u5438\u5f15\u5168\u7403\u4e0a\u767e\u842c\u540d\u73a9\u5bb6\uff0c\u662f\u4e00\u6b3e\u8b1b\u7a76\u53cd\u61c9\u901f\u5ea6\u8207\u5718\u968a\u5408\u4f5c\u7684\u591a\u4eba\u7dda\u4e0a\u904a\u6232\u3002\u904a\u6232\u63a1\u5169\u968a\u7af6\u8cfd\u6a21\u5f0f\uff0c\u73a9\u5bb6\u5718\u968a\u5728\u5408\u529b\u6467\u6bc0\u5c0d\u65b9\u5821\u58d8\u7684\u540c\u6642\uff0c\u5c1a\u9700\u9867\u616e\u4f86\u81ea\u6575\u968a\u7684\u653b\u64ca\u3002\u9019\u5c0d\u64c5\u9577\u55ae\u6253\u7368\u9b25\u3001\u904b\u7c4c\u5e37\u5e44\u7684AI\u800c\u8a00\uff0c\u513c\u7136\u662f\u9805\u5168\u65b0\u7684\u6311\u6230\u3002<\/p>\n

\u6b64\u6b21AI\u4ee3\u8868\uff0c\u5247\u662f\u7531OpenAI\u6240\u958b\u767c\u7684OpenAI FIVE\u5718\u968a\u3002OpenAI\uff0c\u7531\u524dTesla\u57f7\u884c\u9577Elon Musk\u65bc2015\u5e74\u8207\u4ed6\u4eba\u5171\u540c\u5275\u8fa6\uff0c\u5728\u6b64\u4e4b\u524d\u5df2\u5411\u4e16\u4eba\u591a\u6b21\u5c55\u793aAI\u7684\u7121\u7aae\u6f5b\u529b\u3002\u5728\u4e00\u5834\u4e00\u5c0d\u4e00\u7684Dota2\u9810\u8cfd\u4e2d\uff0c\u66f4\u6210\u529f\u64ca\u6557\u4eba\u985e\u96fb\u73a9\u9ad8\u624b\u3002\u843d\u6557\u7684\u4eba\u985e\u73a9\u5bb6\u2500William \u201cBlitz\u201d Lee\u8868\u793a\uff1a\u300c\u88ab\u975e\u4eba\u985e\u73a9\u5bb6\u9019\u6a23\u58d3\u8457\u6253\u5f88\u4e0d\u597d\u53d7\uff0c\u5c24\u5176\u5728\u6574\u5834\u904a\u6232\u904e\u7a0b\u4e2d\uff0c\u6211\u5011\u5b8c\u5168\u88abAI\u5de6\u53f3\u5305\u593e\uff0c\u6158\u906d\u64ca\u6f70\u3002\u300d\u9080\u8acb\u8cfd\u8d0f\u5bb6\u7684\u982d\u929c\uff0cOpenAI FIVE\u770b\u4f3c\u52e2\u5728\u5fc5\u5f97\uff0c\u7136\u800cOpenAI\u7684\u5171\u540c\u5275\u8fa6\u4eba\u8207\u6280\u8853\u7e3d\u76e3Greg Brockman\u5247\u4e0d\u6562\u904e\u65bc\u6a02\u89c0\u3002<\/p>\n

\"\"<\/p>\n

OpenAI FIVE\u80cc\u5f8c\u7684\u958b\u767c\u5718\u968a\u3002( \u4f86\u6e90\uff1a Synced )<\/p>\n<\/div>\n

\u5f37\u5316\u5b78\u7fd2<\/strong><\/p>\n

\u5728\u8df3\u68cb\u53ca\u570d\u68cb\u4e2d\uff0cAI\u4e3b\u8981\u900f\u904e\u641c\u5c0b\u6a39\uff08search trees\uff09\uff0c\u4f86\u5206\u6790\u904a\u6232\u672a\u4f86\u53ef\u80fd\u7684\u767c\u5c55\u9014\u5f91\u3002\u76f8\u8f03\u4e4b\u4e0b\uff0cDota2\uff0c\u9700\u8003\u91cf\u7684\u52d5\u4f5c\u8207\u6307\u4ee4\u66f4\u52a0\u8907\u96dc\uff0c\u6bcf\u500b\u73a9\u5bb6\u53ef\u57f7\u884c\u7684\u6307\u4ee4\u9078\u9805\u9ad8\u9054\u4e0a\u5343\u7a2e\uff0c\u5305\u62ec\u8a72\u65bd\u54ea\u4e00\u500b\u5492\u8a9e\u3001\u5f80\u54ea\u500b\u65b9\u5411\u9003\u6216\u7784\u6e96\u4f55\u8655\u7b49\uff0c\u4e14\u9700\u9023\u7e8c\u4e0d\u9593\u65b7\u5730\u4e0b\u6307\u4ee4\u3002\u9ad8\u81ea\u7531\u5ea6\uff0c\u610f\u5473\u8457 AI\u82e5\u8981\u4ee5\u904e\u5f80\u7684\u641c\u5c0b\u6a39\u4f86\u9032\u884c\u9810\u6e2c\u7684\u8a71\uff0c\u5c07\u9700\u8981\u66f4\u5feb\u7684\u8a08\u7b97\u901f\u5ea6\uff0c\u96e3\u5ea6\u4e5f\u76f8\u5c0d\u63d0\u5347\u8a31\u591a\u3002<\/p>\n

\u56e0\u6b64\uff0c\u6b64\u6b21OpenAI FIVE\u6539\u63a1\u795e\u7d93\u7db2\u8def\u70ba\u6838\u5fc3\u6f14\u7b97\u6cd5\uff0c\u5148\u524d\u63d0\u5230\u7684AlphaGo\u5247\u662f\u540c\u6642\u7d50\u5408\u5169\u8005\u3002\u5728\u8a13\u7df4\u904e\u7a0b\u4e2d\uff0c\u9996\u5148\u8b93OpenAI FIVE\u6f2b\u7121\u76ee\u7684\u5730\u96a8\u610f\u5617\u8a66\u5404\u7a2e\u6307\u4ee4\u3002\u7576\u7279\u5b9a\u7d44\u5408\u80fd\u8b93AI\u5728\u904a\u6232\u4e2d\u7372\u5f97\u66f4\u597d\u7684\u8868\u73fe\u6642\uff0c\u4e00\u9023\u4e32\u6307\u4ee4\u6240\u5c0d\u61c9\u795e\u7d93\u7db2\u8def\u4e2d\u300c\u795e\u7d93\u5143\u300d\u7684\u9023\u7d50\u4e5f\u53d7\u5230\u5f37\u5316\uff0c\u6700\u7d42\u6b77\u7d93\u4e0a\u5343\u6b21\u7684\u53cd\u8986\u6e2c\u8a66\u5f8c\uff0c\u627e\u51fa\u6700\u842c\u7121\u4e00\u5931\u7684\u7b56\u7565\uff0c\u9019\u7a2e\u8a13\u7df4\u904e\u7a0b\u88ab\u7a31\u70ba\u300c\u5f37\u5316\u5b78\u7fd2\u300d\uff08reinforcement learning\uff09\u3002<\/p>\n

\u91dd\u5c0d\u524d\u54e8\u8cfd\u4e2dOpenAI FIVE\u7684\u8868\u73fe\uff0c\u82f1\u570bFalmouth\u5927\u5b78\u8cc7\u8a0a\u79d1\u5b78\u6559\u6388Michael Cook\u8a8d\u70ba\uff1aOpenAI FIVE\u7684\u51fa\u8272\u8868\u73fe\uff0c\u4e3b\u8981\u5728\u65bc\u904e\u4eba\u7684\u8a08\u7b97\u80fd\u529b\u3002\u57fa\u65bc\u9019\u9ede\uff0c\u5728\u904a\u6232\u904e\u7a0b\u4e2d\uff0c\u5176\u80fd\u9810\u6e2c\u4e00\u4e9b\u7279\u5b9a\u52d5\u4f5c\u6240\u5e36\u4f86\u7684\u5f8c\u679c\u8207\u6548\u76ca\uff0c\u4f8b\u5982\u7279\u5b9a\u653b\u64ca\u6307\u4ee4\u80fd\u70ba\u5c0d\u624b\u9020\u6210\u591a\u5927\u7684\u50b7\u5bb3\uff1b\u5176\u6b21\uff0c\u96d6\u7136\u7814\u7a76\u5718\u968a\u5c07OpenAI FIVE\u7684\u53cd\u61c9\u6642\u9593\u8abf\u6574\u81f3\u8207\u4eba\u985e\u76f8\u540c\uff0c\u7d04\u70ba1\/5\u79d2\uff0c\u4f46\u5728\u9019\u770b\u4f3c\u77ed\u66ab\u7684\u6642\u9593\u5167\uff0cAI\u6240\u7372\u5f97\u6216\u904b\u7b97\u7684\u8cc7\u8a0a\u91cf\uff0c\u5176\u5be6\u9060\u8d85\u51fa\u65bc\u4e00\u822c\u4eba\u985e\u73a9\u5bb6\u3002\u5982\u6b64\u7e1d\u5bc6\u53c8\u7cbe\u6e96\u7684\u6f14\u7b97\u6cd5\uff0c\u8b93OpenAI FIVE\u80fd\u5728\u904a\u6232\u4e2d\u7121\u5f80\u4e0d\u5229\uff0c\u5feb\u901f\u53c8\u6e96\u78ba\u5730\u64ca\u6557\u5c0d\u624b\u3002\u4f46Cook\u4e5f\u64d4\u5fc3OpenAI FIVE\u6050\u7121\u6cd5\u52dd\u4efb\u9577\u6642\u9593\u7684\u6230\u7565\u904a\u6232\uff1a\u4e00\u65e6AI\u5728\u5176\u4e2d\u4e00\u5834\u5c0d\u6230\u4e2d\u843d\u6557\uff0c\u5fc5\u9808\u82b1\u4e0a\u4e00\u6bb5\u6642\u9593\u91cd\u65b0\u5efa\u7acb\u9023\u7d50\uff0c\u96e3\u4ee5\u9069\u6642\u8abf\u6574\u3002<\/p>\n

\u5718\u9ad4\u5408\u4f5c\u8207\u81ea\u6211\u72a7\u7272<\/strong><\/p>\n

\u5118\u7ba1\u5982\u6b64\uff0cAI\u4ecd\u6709\u53e6\u4e00\u9805\u512a\u52e2\uff1aOpenAI FIVE\u4e2d\u7684\u4efb\u4e00\u96fb\u8166\u73a9\u5bb6\uff0c\u76f8\u8f03\u65bc\u4eba\u985e\uff0c\u90fd\u66f4\u9858\u610f\u72a7\u7272\u81ea\u6211\uff0c\u6210\u5168\u5168\u9ad4\u5229\u76ca\u3002Lee\u6307\u51fa\uff0cAI\u5c0d\u81ea\u6211\u72a7\u7272\u7684\u7121\u61fc\uff0c\u662f\u591a\u6578\u4eba\u985e\u73a9\u5bb6\u7121\u6cd5\u6bd4\u64ec\u7684\u3002\u53e6\u5916\uff0c\u7531\u65bcOpenAI FIVE\u7531\u4e94\u500b\u76f8\u4f3cAI\u6240\u7d44\u6210\uff0c\u5efa\u7acb\u65bc\u4e00\u500b\u8702\u5de2\u72c0\u7cfb\u7d71\u4e0a\uff0c\u5f7c\u6b64\u9593\u53ef\u4ee5\u4e92\u76f8\u7aba\u63a2\u5c0d\u65b9\u7684\u601d\u7dad\u548c\u884c\u70ba\u6a21\u5f0f\uff0c\u800c\u4eba\u985e\u73a9\u5bb6\u53ea\u80fd\u900f\u904e\u8a9e\u8a00\u6e9d\u901a\uff0c\u9019\u4e5f\u662fOpenAI FIVE\u80fd\u5408\u4f5c\u7121\u9593\u7684\u53e6\u4e00\u9805\u56e0\u7d20\u3002<\/p>\n

\u907a\u61be\u7684\u662f\uff0c\u6700\u7d42OpenAI FIVE\u672a\u80fd\u5728\u9080\u8acb\u8cfd\u4e2d\u53d6\u5f97\u6700\u5f8c\u7684\u52dd\u5229\u3002\u6b77\u7d9345\u5206\u9418\u7684\u7cbe\u5f69\u5c0d\u6230\u5f8c\uff0c\u6557\u7d66\u4e94\u4f4d\u4e2d\u570b\u524d\u8077\u696d\u73a9\u5bb6\u2500Xiao8\u3001BurNIng\u3001rOtK\u3001Ferrai_430\u53caSanSheng\u3002\u5373\u4f7f\u5982\u6b64\uff0cOpenAI FIVE\u4ecd\u5275\u4e0b\u8a31\u591a\u7d00\u9304\uff0c\u5982\u6700\u9ad8\u6bba\u622e\u6b21\u6578\u52dd\u65bc\u5176\u4ed6\u4eba\u985e\u73a9\u5bb6\u3001\u8d0f\u5f97\u6700\u591a\u6b21\u7684\u5718\u968a\u6230\u722d\u7b49\uff1b\u7136\u8207\u6b64\u540c\u6642\uff0c\u4e5f\u9444\u4e0b\u4e0d\u5c11\u932f\u8aa4\uff0c\u4f8b\u5982\u96a8\u4fbf\u4e82\u9078\u9053\u5177\u3001ganking\uff08\u5169\u540d\u4ee5\u4e0a\u73a9\u5bb6\u806f\u624b\u5077\u8972\uff09\u6b21\u6578\u8f03\u5c11\u7b49\u3002<\/p>\n

\u4ee5\u904a\u6232\u6a21\u64ec\u73fe\u5be6<\/strong><\/p>\n

\u4f46\u9019\u6b21\u7684\u5931\u6557\u4e26\u975eOpenAI FIVE\u7684\u7d50\u675f\u3002\u4e4b\u6240\u4ee5\u81f4\u529b\u65bc\u904a\u6232AI\u7684\u958b\u767c\uff0c\u5728\u65bc\u900f\u904e\u904a\u6232\u4e2d\u6240\u906d\u9047\u7684\u5404\u7a2e\u60c5\u5883\uff0c\u6a21\u64ec\u4eba\u985e\u7684\u65e5\u5e38\u751f\u6d3b\u3002\u5982\u6b64\uff0c\u7576AI\u6700\u7d42\u61c9\u7528\u65bc\u5be6\u969b\u751f\u6d3b\u4e2d\u6642\uff0c\u9762\u5c0d\u771f\u5be6\u4e16\u754c\u4e2d\u7684\u5404\u7a2e\u96e3\u984c\uff0c\u90fd\u80fd\u8fce\u5203\u800c\u89e3\u3002OpenAI\u8868\u793a\u63a5\u4e0b\u4f86\u6703\u7e7c\u7e8c\u8a13\u7df4OpenAI FIVE\uff0c\u5831\u540d\u53c3\u52a0\u660e\u5e74\u7684Dota2\u570b\u969b\u9080\u8acb\u8cfd\uff0c\u518d\u6b21\u8207\u4e16\u754c\u5404\u5730\u7684\u8077\u696d\u73a9\u5bb6\u4e00\u8f03\u9ad8\u4e0b\u3002<\/p>\n

\u502b\u6566\u5927\u5b78\u96fb\u8166\u79d1\u5b78\u6559\u6388\u8207\u661f\u6d77\u722d\u9738II\uff08\u53e6\u4e00\u6b3e\u7dda\u4e0a\u7b56\u7565\u7af6\u6280\u96fb\u73a9\uff09\u7684\u5354\u4f5c\u8005Jun Wang\u8868\u793a\uff1aAI\u4ecd\u9700\u52a0\u5f37\u5f7c\u6b64\u9593\u7684\u300c\u5408\u4f5c\u300d\uff1b\u800c\u540c\u662f\u5354\u4f5c\u8005\u66a8\u725b\u6d25\u5927\u5b78\u96fb\u8166\u79d1\u5b78\u6559\u6388Jakob Foerster\uff0c\u5247\u8a8d\u70ba\uff1a\u7b56\u7565\u63a8\u7406\u80fd\u529b\uff0c\u662f\u5f80\u5f8c\u7a31\u9738Dota2\u7684\u53e6\u4e00\u9805\u91cd\u9ede\u3002\u9664Dota2\u5916\uff0c\u8a31\u591a\u904a\u6232\u5176\u5be6\u90fd\u662f\u66f4\u597d\u7684\u7df4\u529f\u574a\uff0c\u4f8b\u5982\uff1a\u661f\u6d77\u722d\u9738II\u3001\u7b56\u7565\u578b\u684c\u904a\uff0c\u5982\u5361\u5766\u5cf6\u62d3\u8352\u7b49\uff0c\u8209\u51e1\u63a1\u53d6\u591a\u4eba\u6a21\u5f0f\uff0c\u6d89\u53ca\u8ac7\u5224\u3001\u4ea4\u6613\u8207\u7d50\u76df\u7684\u904a\u6232\uff0c\u90fd\u662f\u78e8\u7df4AI\u5408\u4f5c\u3001\u7af6\u6280\uff0c\u4ee5\u53ca\u57f7\u884c\u9577\u671f\u898f\u5283\u80fd\u529b\u7684\u9078\u9805\u3002<\/p>\n

\u5fb7\u570bDortmund\u7406\u5de5\u5927\u5b78\u8cc7\u8a0a\u79d1\u5b78\u6559\u6388Vanessa Volz\uff0c\u5247\u9ede\u51faOpenAI FIVE\u7684\u53e6\u4e00\u500b\u6f5b\u5728\u5f31\u9ede\uff1a\u7531\u65bcOpenAI FIVE\u904e\u53bb\u7e3d\u662f\u4ee5\u55ae\u6a5f\u6a21\u5f0f\u81ea\u6211\u8a13\u7df4\uff0c\u4e00\u65e6\u6709\u904a\u6232\u98a8\u683c\u7279\u7570\u7684\u73a9\u5bb6\u51fa\u73fe\uff0cAI\u5c07\u7121\u6cd5\u731c\u6e2c\u5c0d\u65b9\u7684\u884c\u70ba\u6a21\u5f0f\u3002\u9019\u9ede\uff0c\u9810\u8cfd\u4e2d\u843d\u6557\u7684\u4eba\u985e\u73a9\u5bb6Lee\u4e5f\u5341\u5206\u8a8d\u540c\uff0c\u8a8d\u70ba\u53ea\u8981\u518d\u8207OpenAI FIVE\u5c0d\u6230\u5e7e\u56de\uff0c\u4fbf\u53ef\u8f15\u6613\u638c\u63e1AI\u7684\u884c\u70ba\u6a21\u5f0f\uff0c\u62ff\u4e0b\u52dd\u5229\u3002<\/p>\n

 <\/p>\n

\u7de8\u8b6f\u4f86\u6e90<\/strong><\/p>\n

M. Hutson, \u201cTo hone its collaborative skills, this AI is taking on the world\u2019s top video game players<\/a>\u201c, Science | AAAS, 2018.<\/p>\n

\u53c3\u8003\u8cc7\u6599<\/strong><\/p>\n

T. Peng, \u201cOpenAI\u2019s Long Pursuit of Dota 2 Mastery<\/a>\u201c, Synced, 2018.<\/p>\n

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