{"id":39248,"date":"2018-05-07T00:00:54","date_gmt":"2018-05-06T16:00:54","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=39248"},"modified":"2022-01-05T02:06:39","modified_gmt":"2022-01-04T18:06:39","slug":"ai%e8%ae%8a%e8%ba%ab%e5%8c%96%e5%ad%b8%e5%ae%b6-%e8%a7%a3%e9%96%8b%e6%9c%89%e6%a9%9f%e5%90%88%e6%88%90%e8%b7%af%e5%be%91-2","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=39248","title":{"rendered":"AI\u8b8a\u8eab\u5316\u5b78\u5bb6\u2014\u2014\u89e3\u958b\u6709\u6a5f\u5408\u6210\u8def\u5f91"},"content":{"rendered":"<div class=\"single-post-media clr\">\n<div class=\"post-thumbnail\"><img fetchpriority=\"high\" decoding=\"async\" src=\"https:\/\/highscope.ch.ntu.edu.tw\/wordpress\/wp-content\/uploads\/2018\/05\/p78760ft.png\" alt=\"AI\u8b8a\u8eab\u5316\u5b78\u5bb6\u2014\u2014\u89e3\u958b\u6709\u6a5f\u5408\u6210\u8def\u5f91\" width=\"450\" height=\"253\" \/><\/div>\n<\/div>\n<div class=\"entry clr\">\n<div class=\"pf-content\">\n<p><strong>\u81fa\u7063\u5927\u5b78\u5149\u96fb\u5de5\u7a0b\u5b78\u7814\u7a76\u6240 \u738b\u52fb\u9060<\/strong><\/p>\n<p><strong>\u7d66AI\u9b5a\u5403\uff0c\u4e0d\u5982\u6559\u5b83\u300c\u81ea\u5df1\u505a\u6f01\u7aff\u300d<\/strong><\/p>\n<p>\u5176\u5be6\u65e9\u57281960\u5e74\u4ee3\uff0c\u4e16\u754c\u7b2c\u4e00\u500b\u5c08\u5bb6\u7cfb\u7d71\u7a0b\u5f0f\u8a95\u751f\u2014\u2014\u540d\u70baDendral [\u53c32]\uff0c\u5b83\u80fd\u5f9e\u7269\u8cea\u7684\u5149\u8b5c\u4e2d\u63a8\u65b7\u7269\u8cea\u7684\u7d50\u69cb\uff0c\u5728\u7576\u6642\u7684\u5316\u5b78\u754c\u851a\u70ba\u98a8\u6f6e\u3002\u4f46\u6240\u8b02\u7684\u5c08\u5bb6\u7cfb\u7d71\uff0c\u662f\u5229\u7528\u4eba\u985e\u5c08\u5bb6\u7684\u7279\u5b9a\u77e5\u8b58\u548c\u908f\u8f2f\u63a8\u7406\u7a0b\u5e8f\uff0c\u642d\u5efa\u5c08\u9580\u7684\u7a0b\u5f0f\uff0c\u4f86\u8655\u7406\u7279\u5b9a\u9818\u57df\u7684\u554f\u984c\u3002<br \/>\n\u63db\u8a00\u4e4b\uff0c\u9935\u7d66\u7cfb\u7d71\u5927\u91cf\u7684\u898f\u5247\uff0c\u5728\u7a0b\u5f0f\u78bc\u4e2d\u689d\u5217\u9f90\u96dc\u7684\u300c\u5982\u679c\u2026\u5176\u4ed6\u2026\uff08if\u2026else\u2026\uff09\u300d\u7684\u5224\u65b7\u4f9d\u5faa\uff08\u5982\u679c\u689d\u4ef6A\u767c\u751f\uff0c\u5247\u57f7\u884c\u7532\u52d5\u4f5c\uff0c\u767c\u751f\u5176\u4ed6\u689d\u4ef6\u5c31\u57f7\u884c\u4e59\u52d5\u4f5c\uff09\u3002\u90a3\u6642\u7684Dendral\u7cfb\u7d71\uff0c\u5728\u8fa8\u6790\u67d0\u4e9b\u5206\u5b50\u65cf\u7fa4\u6642\uff0c\u8868\u73fe\u4e26\u4e0d\u6e96\u78ba\uff0c\u56e0\u6b64\uff0c\u5b83\u5fc5\u9808\u4ef0\u8cf4\u4eba\u5de5\u7de8\u5beb\u8a31\u591a\u7684\u898f\u5247\uff0c\u624d\u5f97\u4ee5\u907f\u514d\u5224\u65b7\u51fa\u300c\u4e0d\u5b58\u5728\u7684\u5206\u5b50\u300d\u3002\u986f\u7136\uff0c\u8207\u73fe\u4eca\u7684\u4eba\u5de5\u667a\u6167\u6f14\u7b97\u6cd5\u76f8\u6bd4\uff0c\u5c08\u5bb6\u7cfb\u7d71\u905c\u8272\u8a31\u591a\uff0c\u7121\u6cd5\u51a0\u5195\u70ba\u771f\u6b63\u7684\u4eba\u5de5\u667a\u6167\u3002<\/p>\n<p>\u7136\u800c\uff0c\u8207\u5176\u9935\u898f\u5247\u7d66\u4eba\u5de5\u667a\u6167\u4f9d\u5faa\uff0c\u4f55\u4e0d\u8b93\u5b83\u81ea\u5df1\u5b78\u7fd2\u898f\u5247\u4e26\u52a0\u4ee5\u5224\u65b7\u3001\u5275\u9020\u51fa\u65b0\u7684\u7d50\u679c\u5462\uff1f\u6700\u751f\u52d5\u6d3b\u6f51\u7684\u4f8b\u5b50\uff0c\u83ab\u904e\u65bc\u80fd\u81ea\u5df1\u5b78\u7fd2\u7de8\u5beb\u904a\u6232\u7a0b\u5f0f\u7684\u4eba\u5de5\u667a\u6167\u3002\u55ac\u6cbb\u4e9e\u7406\u5de5\u5b78\u9662\u7814\u7a76\u5718\u968a\u5275\u5efa\u7684\u6f14\u7b97\u6cd5\uff0c\u80fd\u5728\u4e0d\u63a5\u89f8\u904a\u6232\u7a0b\u5f0f\u78bc\u7684\u524d\u63d0\u4e0b\uff0c\u50c5\u900f\u904e\u89c0\u770b\u5f71\u7247\u5b78\u7fd2\uff0c\u4fbf\u80fd\u5beb\u51fa\u76f8\u4eff\u65bc\u77e5\u540d\u904a\u6232 \u300a\u8d85\u7d1a\u746a\u5229\u300b\u7684\u7a0b\u5f0f[\u53c33]\u3002\u5728\u79d1\u5b78\u61c9\u7528\u5be6\u4f8b\u4e2d\uff0c\u4e5f\u6709\u7814\u7a76\u5718\u968a\u5beb\u51fa\u4e86\u5177\u6709\u5b78\u7fd2\u529b\u7684\u4eba\u5de5\u667a\u6167\uff0c\u80fd\u5f9e\u5927\u91cf\u7684\u5316\u5b78\u53cd\u61c9\u5f0f\u4e2d\uff0c\u81ea\u5df1\u5c0b\u627e\u5316\u5b78\u5408\u6210\u7684\u898f\u5247\uff0c\u4e26\u7cbe\u6e96\u5224\u65b7\u51fa\u67d0\u8907\u96dc\u6709\u6a5f\u5316\u5408\u7269\u7684\u539f\u59cb\u7d44\u6210\u5206\u5b50\uff0c\u4e26\u767c\u8868\u5728\u79d1\u5b78\u7814\u7a76\u4e2d\u6700\u9ad8\u5b78\u8853\u6bbf\u5802\u2014\u2014\u300a\u81ea\u7136\uff08Nature\uff09\u300b\u671f\u520a[\u53c31]\u3002<\/p>\n<p><strong>AI\u4e5f\u80fd\u300c\u9006\u5411\u601d\u8003\u300d<\/strong><\/p>\n<p>\u6709\u6a5f\u5316\u5b78\u7684\u5408\u6210\u8def\u5f91\u662f\u932f\u7d9c\u8907\u96dc\u7684\uff0c\u6bcf\u4e00\u53cd\u61c9\u6b65\u9a5f\u7684\u5206\u5b50\u7fa4\u53ef\u4ee5\u662f\u4e0d\u540c\u7d44\u5408\uff0c\u6709\u4e9b\u53cd\u61c9\u9084\u9700\u8981\u5728\u67d0\u4e9b\u6eab\u5ea6\u3001\u9178\u9e7c\u503c\u7bc4\u570d\u5167\u624d\u53ef\u4ee5\u9806\u5229\u9032\u884c\u3002\u56e0\u6b64\u89e3\u51fa\u6709\u6a5f\u5316\u5b78\u7684\u539f\u59cb\u7d44\u6210\u5206\u5b50\u662f\u6975\u5176\u56f0\u96e3\u7684\u3002\u9019\u4e00\u6b21\uff0c\u7814\u7a76\u4eba\u54e1\u4ee5\u9006\u5408\u6210\u5206\u6790\u6cd5\uff08Retrosynthetic Analysis\uff09\u4f5c\u70ba\u6838\u5fc3\u7cbe\u795e\uff0c\u6253\u9020\u591a\u5408\u4e00\u7684\u795e\u7d93\u7db2\u8def\u6f14\u7b97\u6cd5\uff0c\u4f86\u63a2\u5c0b\u6709\u6a5f\u5206\u5b50\u7684\u5408\u6210\u8def\u5f91\u3002<\/p>\n<p>\u9006\u5408\u6210\u5206\u6790\uff0c\u4e00\u8a00\u4ee5\u853d\u4e4b\uff0c\u5c31\u662f\u5316\u5b78\u5408\u6210\u4e2d\u7684\u300c\u9006\u5411\u601d\u8003\u300d\u3002\u5f9e\u6700\u7d42\u7522\u7269\u53bb\u5206\u89e3\u3001\u53cd\u63a8\u5408\u6210\u7684\u5206\u5b50\uff0c\u767c\u60f3\u4ebaE. J. Corey\uff0c\u9084\u56e0\u6b64\u5f97\u4e86\u8afe\u8c9d\u723e\u734e[\u53c35]\u3002\u800c\u591a\u5e74\u5f8c\u7684\u4eca\u5929\uff0c\u9019\u500b\u601d\u8003\u8108\u7d61\u5957\u7528\u5728\u4eba\u5de5\u667a\u6167\u88e1\uff0c\u5728\u6e2c\u8a66\u904e\u7a0b\u4e2d\uff0c\u8d85\u904e\u516b\u6210\u7684\u76ee\u6a19\u5206\u5b50\u90fd\u57285\u79d2\u5167\u88ab\u89e3\u51fa\uff1b\u82e5\u7d66\u5b83\u66f4\u9577\u7684\u6642\u9593\uff0c\u6bcf\u5206\u5b5060\u79d2\uff0c\u5247\u5b83\u80fd\u89e3\u51fa\u7684\u6a23\u672c\u6bd4\u7387\u9ad8\u905492% [\u53c31]\u3002<\/p>\n<p>\u6f14\u7b97\u6cd5\u7684\u4e3b\u8ef8\u5c31\u5728\u65bc\uff0c\u7a76\u5718\u968a\u7d50\u5408\u4e86\u8499\u5730\u5361\u7f85\u6a39\u641c\u5c0b\u6cd5\u8207\u591a\u500b\u795e\u7d93\u7db2\u8def\uff0c\u5148\u521d\u6b21\u9078\u51fa\u76ee\u6a19\u5206\u5b50\u524d\u4e00\u6b65\u53cd\u61c9\u7684\u53ef\u80fd\u7d44\u6210\uff08\u4e0d\u4e00\u5b9a\u70ba\u6700\u539f\u59cb\u7684\u7d44\u6210\u5206\u5b50\uff0c\u56e0\u70ba\u6709\u6a5f\u5408\u6210\u53ef\u80fd\u6d89\u53ca\u591a\u500b\u53cd\u61c9\u6b65\u9a5f\uff09\u3002\u63a5\u8457\uff0c\u5176\u4e2d\u4e00\u500b\u795e\u7d93\u7db2\u8def\u66f4\u5f80\u524d\u64f4\u5c55\u53cd\u61c9\u8def\u5f91\uff0c\u518d\u4ea4\u7531\u4e0b\u4e00\u500b\u795e\u7d93\u7db2\u8def\u53bb\u53cd\u8986\u63a8\u6f14\u3001\u8a55\u4f30\u9019\u4e9b\u8def\u5f91\u7684\u53ef\u80fd\u6027\uff0c\u76f4\u5230\u8def\u5f91\u9054\u5230\u4e86\u7d42\u9ede\uff0c\u6c92\u6709\u9069\u5207\u7684\u53cd\u61c9\u8def\u5f91\u53ef\u4ee5\u518d\u5f80\u524d\u5206\u89e3\uff0c\u6b64\u6642\u6700\u539f\u59cb\u7684\u7d44\u6210\u5206\u5b50\u88ab\u627e\u51fa\u3002<\/p>\n<div id=\"attachment_78763\" class=\"wp-caption aligncenter\"><a href=\"http:\/\/highscope.ch.ntu.edu.tw\/wordpress\/wp-content\/uploads\/2018\/05\/p78760p1.png\"><img decoding=\"async\" class=\"wp-image-78763\" src=\"https:\/\/highscope.ch.ntu.edu.tw\/wordpress\/wp-content\/uploads\/2018\/05\/p78760p1.png\" alt=\"\" width=\"550\" height=\"296\" \/><\/a><\/p>\n<p class=\"wp-caption-text\">\u5716\u4e00\u3001\u6f14\u7b97\u6cd5\u7684\u7c21\u5316\u793a\u610f\u5716\u3002\uff08\u7b2c\u4e00\u6b65\uff09\u521d\u6b65\u9078\u64c7\u51fa\u524d\u4e00\u6b21\u53cd\u61c9\u7684\u7d44\u6210\u5206\u5b50\u3002\uff08\u7b2c\u4e8c\u6b65\uff09\u66f4\u9032\u4e00\u6b65\u5f80\u524d\u64f4\u5c55\u3002\uff08\u7b2c\u4e09\u6b65\uff09\u5c07\u64f4\u5c55\u51fa\u7684\u8def\u7dda\u9032\u884c\u63a8\u6f14\u3001\u8a55\u4f30\u3002\uff08\u7b2c\u56db\u6b65\uff09\u8a13\u7df4\u6642\uff0c\u53cd\u994b\u5148\u524d\u8a55\u4f30\u7684\u7d50\u679c\uff0c\u66f4\u65b0\u8def\u5f91\u4e2d\u7bc0\u9ede\u7684\u4f4d\u7f6e\u503c\uff0c\u8b93\u4e0b\u4e00\u6b21\u5224\u65b7\u6642\uff0c\u80fd\u8d70\u8a2a\u6700\u5408\u7406\u7684\u8def\u5f91\u3002\uff08\u5716\u7247\u4f86\u6e90\uff1a\u8b6f\u8005\u81ea\u7e6a\uff09<\/p>\n<\/div>\n<p>\u9019\u9805\u6f14\u7b97\u6cd5\u7684\u6982\u5ff5\u8207AlphaGo\u7570\u66f2\u540c\u5de5\uff0c\u5de5\u7a0b\u5e2b\u4e26\u672a\u66ffAlphaGo\u9375\u5165\u4efb\u4f55\u8207\u570d\u68cb\u6709\u95dc\u7684\u77e5\u8b58\uff0c\u53ea\u7d66\u4ed6\u300c\u770b\u300d\u68cb\u8b5c\u4f86\u5b78\u7fd2\u4e0b\u68cb\u65b9\u6cd5\u3002\u540c\u6a23\u5730\uff0c\u9019\u4f4d\u4eba\u5de5\u667a\u6167\u5316\u5b78\u5bb6\uff0c\u672a\u66fe\u5b78\u904e\u8207\u5316\u5b78\u6709\u95dc\u7684\u77e5\u8b58\uff0c\u5b83\u50c5\u5f9e\u5927\u91cf\u7684\u5316\u5b78\u53cd\u61c9\u5f0f\u4e2d\u81ea\u884c\u63a8\u6572\u7b87\u4e2d\u9053\u7406\uff0c\u5efa\u69cb\u6709\u6a5f\u5408\u6210\u7684\u898f\u5247\u3002\u6709\u8da3\u7684\u662f\uff0c\u5728\u5b83\u7b2c\u4e8c\u6b65\u62d3\u5c55\u53cd\u61c9\u8def\u5f91\u6642\uff0c\u5c31\u5df2\u7d93\u7be9\u9078\u51fa\u7b26\u5408LUMO\uff08Lowest Unoccupied Molecular Orbital\uff0c\u6700\u4f4e\u672a\u5360\u5206\u5b50\u8ecc\u57df\uff09\u7684\u53cd\u61c9\u898f\u5247\uff0c\u4ea6\u5373\u8655\u5728LUMO\u7684\u96fb\u5b50\u6700\u53ef\u80fd\u8207\u5176\u5b83\u9ad8\u80fd\u91cf\u7684\u96fb\u5b50\u5f62\u6210\u9375\u7d50\uff0c\u9032\u800c\u5408\u6210\u51fa\u5206\u5b50\u3002\u4f46\u7814\u7a76\u4eba\u54e1\u5f9e\u672a\u6559\u904e\u5b83\u9019\u4e9b\u3002<\/p>\n<p><strong>AI\u8b93\u5316\u5b78\u5bb6\u7121\u5730\u81ea\u5bb9\uff1f<\/strong><\/p>\n<p>\u8fd1\u5e74\u4f86\u4eba\u5de5\u667a\u6167\u7684\u7a81\u7834\uff0c\u5728\u79d1\u5b78\u7814\u7a76\u9818\u57df\u4e00\u5c55\u9577\u624d\uff0c\u958b\u59cb\u5339\u6575\u5177\u5c08\u696d\u7d20\u8cea\u7684\u4eba\u985e\u5c08\u5bb6\u3002\u9019\u9805\u767c\u660e\u5c07\u80fd\u9769\u65b0\u79d1\u7814\u767c\u5c55\u7684\u7bc0\u594f\uff0c\u4f46\u4e5f\u52d5\u6416\u4e86\u4eba\u5011\u300c\u8853\u696d\u6709\u5c08\u653b\u300d\u6839\u6df1\u8482\u56fa\u7684\u601d\u7dad\u3002\u65e2\u7136\u4eba\u5de5\u667a\u6167\u90fd\u80fd\u8fa8\u6790\u8907\u96dc\u7684\u5316\u5b78\u96e3\u984c\u4e86\uff0c\u90a3\u7562\u751f\u5f9e\u696d\u65bc\u5316\u5b78\u7814\u7a76\u7684\u79d1\u5b78\u5bb6\u5011\u53c8\u5c07\u4f55\u53bb\u4f55\u5f9e\uff1f<\/p>\n<p>\u4f46\u6b64\u4e00\u64d4\u6182\u7d55\u975e\u500b\u6848\u3002\u4e99\u53e4\u4ee5\u4f86\uff0c\u4eba\u5011\u7e3d\u662f\u64c1\u62b1\u8457\u6700\u65b0\u79d1\u6280\u537b\u53c8\u540c\u6642\u5fc3\u61f7\u7591\u616e\u3002\u84b8\u6c7d\u6a5f\u7684\u6539\u826f\u5f15\u9818\u8457\u5de5\u696d\u9769\u547d\uff0c\u537b\u4e5f\u8b93\u5de5\u4eba\u5011\u7fa4\u8d77\u6297\u8b70\u3001ATM\uff08\u81ea\u52d5\u6ac3\u54e1\u6a5f\uff09\u7684\u767c\u660e\u666e\u53ca\u4e86\u91d1\u878d\u670d\u52d9\uff0c\u537b\u8b93\u9280\u884c\u6ac3\u54e1\u6182\u5fc3\u5fe1\u5fe1\u3002\u4eba\u5011\u6642\u5e38\u6050\u614c\u8457\u81ea\u5df1\u662f\u5426\u5c07\u88ab\u6a5f\u5668\u6240\u6c70\u63db\u3002\u7136\uff0c\u9019\u4e9b\u6a5f\u5668\u771f\u7684\u4fb5\u5360\u8457\u4eba\u985e\u7684\u5d17\u4f4d\uff0c\u4f7f\u5f97\u4eba\u5011\u7121\u6240\u9069\u5f9e\u55ce\uff1f<\/p>\n<p>\u4e8b\u5be6\u4e0a\uff0c\u6642\u904e\u5883\u9077\u4e4b\u5f8c\uff0c\u5728\u7576\u4eca\u7684\u793e\u6703\u88e1\u53ef\u4ee5\u986f\u800c\u6613\u898b\uff1a\u84b8\u6c7d\u6a5f\u628a\u4eba\u985e\u5f9e\u52de\u52d5\u5c64\u7d1a\u4e2d\u89e3\u653e\u4e86\u51fa\u4f86\uff0c\u6709\u66f4\u591a\u4eba\u53ef\u4ee5\u5f9e\u4e8b\u52d5\u8166\u7684\u767d\u9818\u5de5\u4f5c\uff0c\u800c\u975e\u55ae\u8abf\u7684\u7c97\u6d3b\uff1bATM\u7684\u51fa\u73fe\u4e0d\u53ea\u6c92\u6709\u8b93\u73fe\u4eca\u9280\u884c\u6ac3\u54e1\u7684\u6578\u91cf\u6e1b\u5c11\uff0c\u9019\u4e9b\u884c\u54e1\u9084\u80fd\u6709\u66f4\u5145\u88d5\u7684\u6642\u9593\u62d3\u5c55\u696d\u52d9\u3001\u66ff\u5ba2\u6236\u505a\u91d1\u878d\u8aee\u8a62\u7b49\u66f4\u9ad8\u7aef\u7684\u670d\u52d9[\u53c34]\u3002\u56e0\u6b64\uff0c\u4eba\u5de5\u667a\u6167\u4e5f\u5c07\u9a30\u51fa\u5316\u5b78\u5bb6\u5011\u73cd\u8cb4\u7684\u6642\u9593\u8207\u667a\u6167\uff0c\u53bb\u6316\u6398\u66f4\u6df1\u5c64\u7684\u5316\u5b78\u65b0\u77e5\u3002<\/p>\n<p>\u4eba\u5011\u5728\u6050\u614c\u4e4b\u9918\uff0c\u4e0d\u59a8\u8a66\u8457\u601d\u7d22\u51fa\u6a5f\u5668\u7684\u6975\u9650\uff0c\u4e26\u4e0d\u65b7\u5728\u81ea\u6211\u50f9\u503c\u7684\u5ea7\u6a19\u88e1\uff0c\u91cd\u65b0\u5be9\u8996\u81ea\u5df1\u7684\u4f4d\u7f6e\u3002\u96fb\u8166\u53ef\u4ee5\u8f38\u5165\u842c\u6709\u5f15\u529b\u7684\u516c\u5f0f\uff0c\u7cbe\u6e96\u7b97\u51fa\u860b\u679c\u5f9e\u6a39\u4e0b\u6389\u4e0b\u4f86\u6240\u9700\u7684\u6642\u9593\u3002\u4f46\u628a\u96fb\u8166\u653e\u5728\u860b\u679c\u6a39\u4e0b\uff0c\u7d66\u860b\u679c\u7838\u4e00\u7838\uff0c\u5b83\u662f\u7d55\u5c0d\u60f3\u4e0d\u51fa\u842c\u6709\u5f15\u529b\u5b9a\u5f8b\u7684\u3002<\/p>\n<p>\u7de8\u8b6f\u4f86\u6e90\uff1a<a href=\"https:\/\/www.nature.com\/articles\/d41586-018-03774-5\">https:\/\/www.nature.com\/articles\/d41586-018-03774-5<\/a>\u00a0Derek Lowe, Nature, 2018.<\/p>\n<hr \/>\n<p><strong>\u53c3\u8003\u6587\u737b<\/strong><\/p>\n<ul>\n<li>[\u53c31]\u00a0<a href=\"https:\/\/www.nature.com\/articles\/nature25978\">https:\/\/www.nature.com\/articles\/nature25978<br \/>\n<\/a>Marwin h. S et al., \u201c Planning chemical syntheses with deep neural networks and symbolic AI,\u201d Nature, 2018.<\/li>\n<li>[\u53c32]\u00a0<a href=\"https:\/\/en.wikipedia.org\/wiki\/Dendral\">https:\/\/en.wikipedia.org\/wiki\/Dendral<br \/>\n<\/a>Wikipedia.<\/li>\n<li>[\u53c33]\u00a0<a href=\"https:\/\/www.bnext.com.tw\/article\/46102\/ai-video-games-game-engine\">https:\/\/www.bnext.com.tw\/article\/46102\/ai-video-games-game-engine<br \/>\n<\/a>\u9ad8\u656c\u539f\uff0c\u6578\u4f4d\u6642\u4ee3\uff0c2017.<\/li>\n<li>[\u53c34]\u00a0<a href=\"https:\/\/papers.ssrn.com\/sol3\/papers.cfm?abstract_id=2690435\">https:\/\/papers.ssrn.com\/sol3\/papers.cfm?abstract_id=2690435<br \/>\n<\/a>James E. Bessen, Boston Univ. School of Law, 2016.<\/li>\n<li>[\u53c35]\u00a0<a href=\"https:\/\/en.wikipedia.org\/wiki\/Elias_James_Corey\">https:\/\/en.wikipedia.org\/wiki\/Elias_James_Corey<br \/>\n<\/a>Wikipedia.<\/li>\n<li>\u6a19\u984c\u5716\u7247\u4f86\u6e90\uff1a\u514d\u8cbb\u6388\u6b0a\u5716\u5eabPixabay\u00a0<a href=\"https:\/\/pixabay.com\/zh\/%E5%8C%96%E5%AD%A6-%E5%AD%A6%E6%A0%A1-%E9%A2%9C%E8%89%B2-%E7%93%B6-3d-%E6%90%85%E6%8B%8C%E6%9C%BA-740453\/\">https:\/\/pixabay.com\/zh\/\u5316\u5b66-\u5b66\u6821-\u989c\u8272-\u74f6-3d-\u6405\u62cc\u673a-740453\/<\/a><\/li>\n<\/ul>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u7e7cAlphaGo\u6253\u6557\u4e16\u754c\u570d\u68cb\u68cb\u738b\u3001\u653b\u514b\u582a\u7a31\u5168\u4eba\u985e\u6700\u5f8c\u4e00\u5ea7\u667a\u6167\u7684\u5821\u58d8\u5f8c\uff0c\u4eba\u5de5\u667a\u6167\uff08Artificial Intelligence\uff09\u7684\u6f14\u9032\u672a\u66fe\u505c\u6b47\u3002\u7814\u767c\u4eba\u54e1\u904b\u7528\u985e\u4f3c\u7684\u795e\u7d93\u7db2\u8def\u6f14\u7b97\u6cd5\uff0c\u5728\u5404\u500b\u5c08\u696d\u9818\u57df\u6bb7\u52e4\u64ad\u7a2e\uff0c\u8af8\u591a\u61c9\u7528\u65cb\u5373\u904d\u5730\u958b\u82b1\u2014\u2014\u50cf\u662f\u65b0\u85e5\u7814\u88fd\uff0c\u751a\u81f3\u80fd\u81ea\u884c\u7de8\u5beb\u904a\u6232\u7a0b\u5f0f\u7684\u4eba\u5de5\u667a\u6167\u7b49\u7b49\u3002\u5982\u4eca\uff0c\u4eba\u5de5\u667a\u6167\u9084\u5750\u4e0a\u5316\u5b78\u5bb6\u7684\u5bf6\u5ea7\uff0c\u80fd\u89e3\u958b\u932f\u7d9c\u8907\u96dc\u7684\u6709\u6a5f\u5316\u5b78\u53cd\u61c9\u3001\u63a2\u5c0b\u6709\u6a5f\u5206\u5b50\u7684\u5408\u6210\u8def\u5f91\u3002\u4f46\u662f\uff0c\u5b83\u6c92\u6709\u8b80\u904e\u4efb\u4f55\u6709\u95dc\u5316\u5b78\u77e5\u8b58\u7684\u8ab2\u672c\uff0c\u6240\u6709\u898f\u5247\u90fd\u662f\u9760\u81ea\u5df1\u5b78\u7fd2\u3002<\/p>\n","protected":false},"author":21,"featured_media":39249,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3772,3293],"tags":[3006,509,3860,3792],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2022\/01\/p78760ft.png","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/39248"}],"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=39248"}],"version-history":[{"count":1,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/39248\/revisions"}],"predecessor-version":[{"id":39250,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/39248\/revisions\/39250"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/39249"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=39248"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=39248"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=39248"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}