{"id":39092,"date":"2018-10-15T00:00:06","date_gmt":"2018-10-14T16:00:06","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=39092"},"modified":"2022-01-04T18:10:58","modified_gmt":"2022-01-04T10:10:58","slug":"%e9%81%8a%e6%88%b2ai%e4%b8%8d%e6%98%af%e5%8f%aa%e6%9c%83%e7%8e%a9%e9%81%8a%e6%88%b2","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=39092","title":{"rendered":"\u904a\u6232AI\u4e0d\u662f\u53ea\u6703\u73a9\u904a\u6232"},"content":{"rendered":"
\n
\"\u904a\u6232AI\u4e0d\u662f\u53ea\u6703\u73a9\u904a\u6232\"<\/div>\n<\/div>\n
\n
\n

\u7de8\u8b6f\uff0f\u8a31\u6649\u83ef<\/strong><\/p>\n

\u734e\u52f5\u8207\u61f2\u7f70<\/strong><\/p>\n

\u5e38\u898b\u7684\u6df1\u5ea6\u5b78\u7fd2\uff0c\u662f\u85c9\u7531\u9935\u7d66\u5927\u91cf\u8cc7\u6599\uff0c\u8b93AI\u80fd\u5f9e\u4e2d\u6478\u7d22\u51fa\u898f\u5f8b\u8207\u5dee\u7570\u3002\u8209\u4f8b\u800c\u8a00\uff0c\u5047\u8a2d\u4eca\u5929\u60f3\u8981\u91dd\u5c0dTwitter\u4e0a\u7684\u63a8\u6587\u9032\u884c\u60c5\u7dd2\u5206\u6790\uff08sentiment analysis\uff09\uff0c\u53ef\u900f\u904e\u8490\u96c6\u5927\u91cf\u6587\u672c\u5167\u5bb9\u4f86\u8a13\u7df4\u6a21\u578b\uff0c\u6e96\u78ba\u7387\u6700\u7d42\u53ef\u903e\u4e5d\u6210\uff0c\u751a\u81f3\u66f4\u9ad8\u3002\u9019\u5728\u81ea\u7136\u8a9e\u8a00\u5206\u6790\u8207\u5716\u50cf\u8b58\u5225\u7b49\u9818\u57df\uff0c\u5df2\u53d6\u5f97\u4e0d\u932f\u7684\u6210\u679c\u3002\u7136\u800c\uff0c\u82e5\u9047\u5230\u5b8c\u6574\u8cc7\u6599\u96e3\u4ee5\u53d6\u5f97\uff0c\u6216\u8cc7\u6599\u898f\u5f8b\u6027\u4e0d\u660e\u986f\u7684\u4efb\u52d9\u8207\u60c5\u5883\u4e0b\uff0c\u9019\u6a23\u7684\u6a5f\u5668\u5b78\u7fd2\u65b9\u6cd5\u986f\u5f97\u7121\u7528\u6b66\u4e4b\u5730\uff0c\u6b64\u6642\uff0c\u5f37\u5316\u5b78\u7fd2\uff08reinforcement learning\uff09\u4fbf\u6210\u70ba\u53e6\u4e00\u7a2e\u53ef\u884c\u7684\u9014\u5f91\u3002<\/p>\n

\u85c9\u7531\u5617\u8a66\u932f\u8aa4\u6cd5\uff0c\u653e\u4efbAI\u76e1\u60c5\u5617\u8a66\u5404\u7a2e\u53ef\u80fd\uff0c\u5728\u7f3a\u4e4f\u5b8c\u6574\u8cc7\u6599\uff0c\u4e26\u5c0d\u53ef\u80fd\u906d\u9047\u7684\u5f8c\u679c\u4e00\u7121\u6240\u77e5\u7684\u60c5\u6cc1\u4e0b\uff0c\u4ee4\u7cfb\u7d71\u4e5f\u80fd\u7531\u932f\u8aa4\u4e2d\u5b78\u7fd2\u3001\u6210\u9577\uff0c\u6700\u7d42\u9054\u6210\u9810\u671f\u4efb\u52d9\u3002\u800c\u5982Dota2\u7b49\u96fb\u7af6\u904a\u6232\uff0c\u5373\u4f7f\u5176\u4e2d\u6240\u5efa\u69cb\u51fa\u7684\u4e16\u754c\u89c0\u5f80\u5f80\u8d85\u4e4e\u73fe\u5be6\uff0c\u73a9\u5bb6\u4e5f\u5e38\u88ab\u8ce6\u4e88\u8d85\u4e4e\u4e00\u822c\u4eba\u985e\u6240\u53ca\u3001\u7121\u61c8\u53ef\u64ca\u7684\u7279\u6b8a\u80fd\u529b\uff0c\u4f46\u56e0\u70ba\u53ef\u6709\u591a\u6b21\u5617\u8a66\u6a5f\u6703\uff0c\u4e14\u5728\u67d0\u7a2e\u7a0b\u5ea6\u4e0a\u8907\u88fd\u4e86\u73fe\u5be6\u751f\u6d3b\u4e2d\u5c0d\u672a\u4f86\u4ee5\u53ca\u5176\u4ed6\u73a9\u5bb6\u53cd\u61c9\u7684\u7121\u77e5\uff0c\u5982\u6b64\u8907\u96dc\u53c8\u7cbe\u5bc6\u7684\u865b\u64ec\u4e16\u754c\uff0c\u7406\u6240\u7576\u7136\u6210\u70ba\u8a13\u7df4\u6b64\u985eAI\u7684\u4e0d\u4e8c\u5834\u6240\u3002<\/p>\n

\u9664\u6b64\u4e4b\u5916\uff0c\u904a\u6232\u4e2d\u56fa\u6709\u7684\u8a2d\u5b9a\uff0c\u4f8b\u5982\u5728\u9650\u5b9a\u6642\u9593\u5167\u5b8c\u6210\u4efb\u52d9\uff0c\u6216\u5728\u734e\u52f5\u6d88\u5931\u524d\u5168\u6578\u5230\u624b\uff0c\u65b9\u80fd\u7372\u5f97\u7a4d\u5206\u6216\u5176\u4ed6\u5f62\u5f0f\u7684\u734e\u52f5\uff1b\u53cd\u4e4b\uff0c\u672a\u80fd\u5b8c\u6210\u4efb\u52d9\u5247\u4ee3\u8868\u5931\u6557\uff0c\u751a\u81f3\u88ab\u65bd\u4ee5\u67d0\u7a2e\u61f2\u7f70\u3002\u8207\u4eba\u985e\u5b69\u7ae5\u7684\u5b78\u7fd2\u904e\u7a0b\u76f8\u4f3c\uff0c\u9019\u4e9b\u734e\u61f2\u6a5f\u5236\uff0c\u4e5f\u53ef\u70ba\u958b\u767c\u8005\u6240\u7528\uff0c\u4f5c\u70ba\u734e\u8cde\u8207\u61f2\u7f70\uff0c\u4ee5\u7cfe\u6b63AI\u7684\u884c\u70ba\u5c0e\u5411\u3002<\/p>\n

\u4ee5\u4e00\u6b3e\u8cfd\u8eca\u904a\u6232\u300c\u6975\u901f\u5feb\u611f\uff1a\u8840\u50b5\u8840\u511f\u300d\uff08Need for Speed Payback\uff09\u70ba\u4f8b\uff0c\u53c3\u8cfdAI\u88ab\u8ce6\u4e88\u300c\u8d0f\u5f97\u904a\u6232\u300d\u7684\u6700\u7d42\u76ee\u6a19\u3002\u5728\u4e00\u958b\u59cb\u4e0d\u719f\u6089\u8def\u6cc1\u7684\u60c5\u6cc1\u4e0b\uff0cAI\u53ef\u80fd\u6703\u8ff7\u5931\u65b9\u5411\uff0c\u4e0d\u77e5\u9053\u8a72\u5f80\u54ea\u88e1\u524d\u9032\uff0c\u4f46\u900f\u904e\u76f8\u5c0d\u61c9\u7684\u734e\u61f2\u6a5f\u5236\uff1a\u82e5AI\u80fd\u65bc\u6642\u9593\u5167\u62b5\u9054\u7d42\u9ede\u5247\u7d66\u4e88\u734e\u52f5\uff0c\u5426\u5247\u8a18\u70ba\u8ca0\u503c\u4f5c\u70ba\u61f2\u7f70\uff0c\u7d93\u904e\u53cd\u8986\u8a66\u9a57\u8207\u4e0d\u65b7\u5617\u8a66\u5f8c\uff0cAI\u73a9\u5bb6\u4fbf\u53ef\u5c0d\u8cfd\u9053\u77ad\u82e5\u6307\u638c\uff0c\u751a\u81f3\u907f\u958b\u969c\u7919\u7269\uff0c\u7a7f\u68ad\u81ea\u5982\uff0c\u4e3b\u5bb0\u904a\u6232\u3002<\/p>\n

\u5f9e\u500b\u9ad4\u5230\u5718\u968a\u5408\u4f5c<\/strong><\/p>\n

\u7136\u800c\u73fe\u4eca\u96fb\u73a9\u904a\u6232\u7684\u767c\u5c55\uff0c\u65e9\u5df2\u4e0d\u518d\u4fb7\u9650\u65bc\u4e0a\u8ff0\u53ef\u7531\u55ae\u667a\u6167\u500b\u9ad4\uff08single-agent\uff09\u9054\u6210\uff0c\u5982\u8cfd\u8eca\u6216\u7a7f\u8d8a\u8ff7\u5bae\u7b49\u7c21\u55ae\u4efb\u52d9\u3002\u4f8b\u5982\u5148\u524d\u6240\u63d0\u5230\u7684Dota2<\/a>\uff0c\u4fbf\u662f\u4e00\u6b3e\u89d2\u8272\u626e\u6f14\u904a\u6232\uff0c\u75315\u4f4d\u73a9\u5bb6\u5404\u81ea\u64cd\u63a7\u80fd\u529b\u76f8\u7570\u7684\u82f1\u96c4\u89d2\u8272\uff0c\u5728\u5c0d\u6230\u904e\u7a0b\u4e2d\u8490\u96c6\u91d1\u9322\u3001\u9053\u5177\u7b49\u4e26\u6467\u6bc0\u5c0d\u624b\u3002<\/p>\n

\u70ba\u4e86\u5728\u9019\u4e9b\u591a\u4eba\u4e00\u7d44\u7684\u591a\u667a\u6167\u500b\u9ad4\uff08multi-agent\uff09\u904a\u6232\u4e2d\u53d6\u5f97\u52dd\u5229\uff0c\u9664\u4e86\u9806\u66a2\u6e9d\u901a\u5916\uff0c\u958b\u767c\u5718\u968a\u66f4\u9808\u78ba\u4fdd\u6c92\u6709\u4efb\u4f55AI\u6703\u9078\u64c7\u300c\u53db\u8b8a\u300d\u3002\u5018\u82e5\u653e\u4efb5\u500bAI\u5404\u81ea\u5b78\u7fd2\u800c\u4e0d\u52a0\u4ee5\u898f\u7bc4\uff0c\u4e00\u500b\u5fc5\u7136\u4e14\u5408\u7406\u7684\u9078\u64c7\uff0c\u4fbf\u662f\u4e0d\u64c7\u624b\u6bb5\u6700\u5927\u5316\u81ea\u5df1\u7684\u76ee\u6a19\u3002\u70ba\u6b64\uff0c\u958b\u767c\u8005\u53ef\u4ee5\u900f\u904e\u8a2d\u7acb\u734e\u61f2\u898f\u5247\uff0c\u4f8b\u5982\uff1a\u82e5\u901a\u904e\u5718\u968a\u5408\u4f5c\u53d6\u5f97\u52dd\u5229\uff0c\u53ef\u4ee5\u5f97\u5230\u66f4\u9ad8\u7684\u7a4d\u5206\u734e\u52f5\uff1b\u4f46\u5c0d\u65bc\u500b\u4eba\u7684\u52dd\u5229\u7d66\u4e88\u8f03\u4f4e\u7684\u5206\u6578\u6216\u8ca0\u6578\u503c\u3002\u5faa\u5faa\u5584\u8a98\uff0c\u4ee4AI\u4e5f\u80fd\u6bd4\u80a9\u5408\u4f5c\uff0c\u8fce\u4f86\u6700\u7d42\u7684\u52dd\u5229\u3002<\/p>\n

 <\/p>\n

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

K. Maladkar, \u201cAI Researchers Find Games More Engrossing Than Real-World Scenarios<\/a>\u201c,\u00a0Analytics India Magazine<\/i>, 2018.<\/p>\n

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

\u201cOpenAI Five<\/a>\u201c,\u00a0OpenAI Blog<\/i>, 2018.<\/p>\n

(\u672c\u6587\u7531\u6559\u80b2\u90e8\u88dc\u52a9\u300cAI\u5831\u5831\u2500AI\u79d1\u666e\u63a8\u5ee3\u8a08\u756b\u300d\u57f7\u884c\u5718\u968a\u7de8\u8b6f)<\/p>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

\u5728\u5b8c\u6574\u8cc7\u6599\u96e3\u4ee5\u53d6\u5f97\uff0c\u6216\u8cc7\u6599\u898f\u5f8b\u6027\u4e0d\u660e\u986f\u7684\u60c5\u6cc1\u4e0b\uff0c\u5f37\u5316\u5b78\u7fd2\u6210\u70ba\u6a5f\u5668\u5b78\u7fd2\u7684\u53e6\u4e00\u7a2e\u9014\u5f91\u3002\u5982\u540c\u5c0f\u5b69\u4e00\u822c\uff0cAI\u85c9\u7531\u4e0d\u65b7\u5617\u8a66\uff0c\u5f9e\u932f\u8aa4\u4e2d\u5b78\u7fd2\u4e26\u6210\u9577\uff0c\u96fb\u73a9\u904a\u6232\u4e2d\u7684\u8d85\u73fe\u5be6\u8a2d\u5b9a\u5247\u63d0\u4f9b\u4e86\u4e00\u500b\u7d55\u4f73\u7684\u5be6\u9a57\u8207\u8a13\u7df4\u74b0\u5883\u3002\u9664\u4e86\u6478\u7d22\u81f4\u52dd\u8a23\u7ac5\u5916\uff0c\u66f4\u9700\u5b78\u7fd2\u5982\u4f55\u8207\u5718\u968a\u5408\u4f5c\uff0c\u589e\u9577\u672a\u4f86\u5728\u73fe\u5be6\u751f\u6d3b\u4e2d\u89e3\u6c7a\u554f\u984c\u7684\u80fd\u529b\u3002<\/p>\n","protected":false},"author":21,"featured_media":39093,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3772,3293],"tags":[4989,4990,6181],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2022\/01\/game-ai.jpg","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/39092"}],"collection":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/users\/21"}],"replies":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=39092"}],"version-history":[{"count":1,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/39092\/revisions"}],"predecessor-version":[{"id":39094,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/39092\/revisions\/39094"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/39093"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=39092"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=39092"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=39092"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}