{"id":31313,"date":"2018-07-11T00:32:32","date_gmt":"2018-07-10T16:32:32","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=31313"},"modified":"2018-08-29T17:06:43","modified_gmt":"2018-08-29T09:06:43","slug":"ai%e6%99%ba%e6%85%a7%e6%95%99%e5%ae%a4%e2%94%80%e5%b8%b6%e4%bd%a0%e4%b8%80%e7%aa%ba%e8%81%bd%e7%9c%be%e7%9a%84%e5%bf%83%e8%81%b2","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=31313","title":{"rendered":"AI\u667a\u6167\u6559\u5ba4\u2500\u5e36\u4f60\u4e00\u7aba\u807d\u773e\u7684\u5fc3\u8072"},"content":{"rendered":"<p><strong>\u7de8\u8b6f\uff5c\u8a31\u6649\u83ef<\/strong><\/p>\n<p>\u8a66\u60f3\u4e00\u4e0b\u57282024\u5e74\u7684\u6559\u5ba4\u4e2d\uff0c\u8b1b\u53f0\u4e0a\u6709\u4f4d\u5b78\u751f\u6b63\u5728\u7df4\u7fd2\u5831\u544a\uff0c\u807d\u8d77\u4f86\u662f\u5426\u548c\u73fe\u5728\u6211\u5011\u7df4\u7fd2\u7684\u65b9\u5f0f\u6c92\u6709\u4e0d\u540c\u5462\uff1f\u4f46\u4ed4\u7d30\u4e00\u770b\u767c\u73fe\uff0c\u5b78\u751f\u624b\u4e0a\u6234\u8457\u89f8\u89ba\u865b\u64ec\u624b\u5957 (\u57163) \uff0c\u6307\u5c0e\u4ed6\u5982\u4f55\u8abf\u6574\u80a2\u9ad4\u8a9e\u8a00\uff0c\u65c1\u908a\u9084\u6709\u87a2\u5e55\u6b63\u4e0d\u65b7\u986f\u793a\u5404\u7a2e\u5efa\u8b70\uff0c\u63d0\u9192\u8072\u97f3\u518d\u5927\u8072\u4e00\u9ede\u3002\u6c92\u932f\uff0c\u4ed6\u6b63\u5728\u9ad4\u9a57\u7684\u5c31\u662f\u667a\u6167\u6559\u5ba4\u3002\u667a\u6167\u6559\u5ba4\u900f\u904e\u8490\u96c6\u3001\u91cf\u5316\u8b1b\u8005\u8207\u807d\u773e\u7684\u8cc7\u6599\uff0c\u85c9\u7531\u6df1\u5ea6\u5b78\u7fd2\u548c\u7a7f\u6234\u88dd\u7f6e\u4f86\u5373\u6642\u53cd\u994b\uff0c\u5f77\u5f7f\u8b1b\u8005\u80fd\u807d\u898b\u53f0\u4e0b\u807d\u773e\u7684\u5167\u5fc3\u8072\u97f3\uff0c\u4e0d\u65b7\u96a8\u8457\u773e\u4eba\u7684\u53cd\u61c9\u4f5c\u61c9\u5c0d\uff0c\u63d0\u5347\u6f14\u8b1b\u54c1\u8cea\u3002<\/p>\n<p>\u56de\u52302018\u7684\u4eca\u5929\uff0c\u667a\u6167\u6559\u5ba4\u4e0d\u518d\u662f\u79d1\u5e7b\u96fb\u5f71\u88e1\u624d\u6703\u51fa\u73fe\u7684\u60c5\u7bc0\u4e86\uff0c\u5df2\u7d93\u6709\u7814\u7a76\u5718\u968a\u6210\u529f\u5be6\u4f5c\u51fa\u5b8c\u5584\u7684\u7cfb\u7d71\uff0c\u672a\u4f86\u4e0d\u50c5\u80fd\u5728\u6559\u80b2\u4e2d\u5be6\u8e10\uff0c\u66f4\u53ef\u4ee5\u61c9\u7528\u65bc\u5176\u4ed6\u9700\u8981\u6e9d\u901a\u3001\u56de\u994b\u7684\u9818\u57df\u4e2d\uff0c\u5be6\u73fe\u667a\u6167\u6559\u5ba4\u7684\u5049\u5927\u9858\u666f\u3002<\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cf\u667a\u6167\u6559\u5ba4\u7684\u6574\u9ad4\u7cfb\u7d71\u67b6\u69cb<\/strong><\/span><\/p>\n<p>2017\u5e74Yelin Kim\u7b49\u4eba\u8a2d\u8a08\u4e86\u4e00\u5957\u667a\u6167\u6559\u5ba4\u7cfb\u7d71\u67b6\u69cb\uff0c\u4e26\u63d0\u51fa\u5728\u5be6\u4f5c\u524d\u9700\u8981\u6eff\u8db3\u7684\u5169\u500b\u5047\u8a2d\uff1a<\/p>\n<ul>\n<li>\u8b1b\u8005\u548c\u807d\u773e\u7684\u60c5\u7dd2\u3001\u80a2\u9ad4\u8868\u73fe\u7b49\u884c\u70ba\u7686\u53ef\u88ab\u91cf\u5316\u3002<\/li>\n<li>\u5728\u8a13\u7df4\u6a21\u5f0f\u4e2d\uff0c\u900f\u904e\u6df1\u5ea6\u5b78\u7fd2\u627e\u51fa\u5169\u8005\u4e4b\u9593\u7684\u95dc\u806f\uff0c\u4e26\u7528\u5b78\u7fd2\u5230\u7684\u8cc7\u8a0a\uff0c\u80fd\u5373\u6642\u56de\u994b\u807d\u773e\u53cd\u61c9\u7d66\u8b1b\u8005\u3002\u800c\u6f14\u8aaa\u6a21\u5f0f\u4e2d\uff0c\u5247\u662f\u6a21\u64ec\u807d\u773e\u53cd\u61c9\uff0c\u5229\u7528\u8a13\u7df4\u6a21\u5f0f\u4e2d\u6240\u5f97\u5230\u7684\u8cc7\u8a0a\uff0c\u7d66\u4e88\u6f14\u8aaa\u6280\u5de7\u7684\u610f\u898b\uff0c\u6709\u6548\u5730\u63d0\u5347\u6f14\u8b1b\u54c1\u8cea\u3002<\/li>\n<\/ul>\n<p><!--more--><\/p>\n<figure id=\"attachment_31314\" aria-describedby=\"caption-attachment-31314\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-31314\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/06\/image_1.png\" alt=\"\" width=\"600\" height=\"390\"><figcaption id=\"caption-attachment-31314\" class=\"wp-caption-text\">\u57161\uff1a\u667a\u6167\u6559\u5ba4\u7cfb\u7d71\u67b6\u69cb \uff08\u5716\u7247\u4f86\u6e90\uff1a\u91cd\u7e6a\u81ea\u539f\u6587Figure-2\uff09<\/figcaption><\/figure>\n<p>\u57fa\u65bc\u9019\u4e9b\u5047\u8a2d\uff0c\u667a\u6167\u7cfb\u7d71\u53ef\u5206\u70ba\u56db\u500b\u90e8\u5206\uff1a\u5206\u6790\u5f15\u64ce\u3001\u807d\u773e\u53cd\u61c9\u6a19\u8a3b\u5f15\u64ce\u3001\u6df1\u5ea6\u5b78\u7fd2\u548c\u53cd\u994b\u6a5f\u5236\u3002\u9996\u5148\uff0c\u5728\u6f14\u8b1b\u6216\u5831\u544a\u7684\u904e\u7a0b\u4e2d\uff0c\u5206\u6790\u5f15\u64ce\u6703\u5c07\u8b1b\u8005\u7684\u97f3\u8a0a\u3001\u5f71\u50cf\u53ca\u5176\u8a8d\u77e5\u7279\u5fb5\u7d93\u8655\u7406\u5f8c\u5206\u5225\u8f49\u63db\u70ba\u4e09\u500b\u5411\u91cf\uff0c\u7528\u4ee5\u91cf\u5316\u4ed6\u7684\u60c5\u7dd2\u53ca\u80a2\u9ad4\u8868\u73fe\u3002\u540c\u6642\uff0c\u807d\u773e\u6703\u4f9d\u5404\u500b\u8861\u91cf\u6a19\u6e96\u4f86\u8a55\u4f30\u8b1b\u8005\uff0c\u7d9c\u5408\u6240\u5f97\u5206\u6578\u5373\u70ba\u4ee3\u8868\u807d\u773e\u7684\u7279\u5fb5\u5411\u91cf\u3002<\/p>\n<p>\u63a5\u8457\u6df1\u5ea6\u795e\u7d93\u7db2\u8def\u6703\u91dd\u5c0d\u91cf\u5316\u5f8c\u7684\u97f3\u8a0a\u3001\u5f71\u50cf\u53ca\u807d\u773e\u5206\u6578\u5b78\u7fd2\uff0c\u627e\u51fa\u8b1b\u8005\u54ea\u4e9b\u985e\u578b\u7684\u884c\u70ba\u6703\u5f97\u5230\u8f03\u9ad8\u7684\u5206\u6578\u3002\u6700\u5f8c\u5229\u7528\u627e\u51fa\u7684\u95dc\u806f\u6027\uff0c\u7cfb\u7d71\u5c07\u6703\u900f\u904e\u89f8\u89ba\u865b\u64ec\u624b\u5957\u548c\u87a2\u5e55\u5373\u6642\u53cd\u994b\u3001\u7d66\u4e88\u5efa\u8b70\uff0c\u8b93\u8b1b\u8005\u80fd\u9069\u6642\u5730\u8abf\u6574\u97f3\u8abf\u3001\u624b\u52e2\u548c\u80a2\u9ad4\u8a9e\u8a00\uff0c\u4e0d\u65b7\u5730\u589e\u9032\u6f14\u8b1b\u6280\u5de7\u3002<\/p>\n<p>\u6574\u5957\u7cfb\u7d71\u53c8\u5206\u70ba\u8a13\u7df4\u548c\u6f14\u8aaa\u6a21\u5f0f\uff0c\u8a13\u7df4\u6a21\u5f0f\u4e3b\u8981\u627e\u4f86\u771f\u5be6\u7684\u807d\u773e\uff0c\u5305\u542b\u5c08\u5bb6\u53ca\u4e00\u822c\u5927\u773e\uff0c\u900f\u904e\u554f\u5377\u8abf\u67e5\u5f97\u5230\u807d\u773e\u8a55\u4f30\u7684\u5206\u6578\uff0c\u518d\u8f38\u5165\u5230\u6df1\u5ea6\u795e\u7d93\u7db2\u8def\u4e2d\u4f5c\u5b78\u7fd2\uff0c\u9032\u800c\u8f38\u51fa\u95dc\u806f\u898f\u5247\u3002\u5728\u6f14\u8aaa\u6a21\u5f0f\u4e2d\uff0c\u6539\u7528\u6a21\u64ec\u807d\u773e\u7684\u884c\u70ba\u4f86\u53d6\u4ee3\u554f\u5377\u8abf\u67e5\uff0c\u8b93\u5373\u4fbf\u662f\u7f3a\u5c11\u771f\u5be6\u807d\u773e\u7684\u72c0\u6cc1\u4e0b\uff0c\u4e5f\u80fd\u6539\u5584\u6f14\u8aaa\u65b9\u5f0f\u3002<\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cf\u7121\u5f62\u7684\u611f\u53d7\u5982\u4f55\u88ab\u91cf\u5316\uff1f<\/strong><\/span><\/p>\n<p>\u7814\u7a76\u5718\u968a\u5728\u5831\u544a\u904e\u7a0b\u4e2d\u6703\u63a1\u96c6\u8b1b\u8005\u7684\u8072\u97f3\u3001\u5f71\u50cf\u6a94\u6848\u548c\u5176\u4ed6\u8a8d\u77e5\u7279\u5fb5\u2500\u5982\u81c9\u90e8\u8868\u60c5\u3001\u624b\u52e2\u53ca\u77b3\u5b54\u5927\u5c0f\u7b49 (\u57161\u4e2d\u7684\u5206\u6790\u5f15\u64ce) \uff0c\u4e26\u5c07\u5176\u539f\u59cb\u8cc7\u6599\u8f49\u63db\u6210\u8a0a\u865f\uff0c\u5206\u5225\u70ba[A] (Action)\u3001[V] (Video) \u548c [C] (Cognitive) \u4e09\u500b\u5411\u91cf\uff0c\u4ee3\u8868\u8b1b\u8005\u7684\u884c\u70ba\u91cf\u5316\u3002<\/p>\n<p>\u5728\u8a13\u7df4\u6a21\u5f0f\u4e2d\uff0c\u91dd\u5c0d\u807d\u773e\u5247\u53e6\u5916\u8a2d\u8a08\u4e00\u4efd\u554f\u5377\uff0c\u7528\u4f86\u8a55\u4f30\u5831\u544a\u54c1\u8cea\uff0c\u4e00\u7cfb\u5217\u7684\u554f\u984c\u5305\u542b\u4e86\u8b1b\u8005\u7684\u773c\u795e\u63a5\u89f8\u3001\u97f3\u8abf\u548c\u80a2\u9ad4\u8a9e\u8a00\u8868\u9054\u7684\u7a0b\u5ea6\uff0c\u4ee51-5\u4f86\u8a55\u5206\u3002\u5728\u6f14\u8b1b\u671f\u9593\u8b93\u807d\u773e\u5728APP\u4e0a\u56de\u7b54\u554f\u5377\uff0cAPP\u5f8c\u53f0\u9023\u63a5\u96f2\u7aef\u53ef\u5373\u6642\u4e0a\u50b3\u4e26\u5206\u6790\u554f\u5377\u7d50\u679c\uff0c\u7cfb\u7d71\u6703\u7d50\u5408\u8490\u96c6\u5230\u7684\u56de\u8986\uff0c\u5f97\u5230\u6700\u7d42\u4ee3\u8868\u807d\u773e\u7684\u5206\u6578\u5411\u91cf [S] (Score)\u3002\u7d50\u5408\u7b97\u5f0f\u70ba [S] = alpha * [P] (Peer, \u4e00\u822c\u5927\u773e\u7684\u52a0\u7e3d\u5206\u6578) + beta * [E] (Expert, \u5c08\u696d\u4eba\u58eb\u7684\u52a0\u7e3d\u5206\u6578)\uff0c\u5176\u4e2dalpha, beta\u70ba\u6df1\u5ea6\u5b78\u7fd2\u6240\u5f97\u4e4b\u53c3\u6578\u3002<\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cfAI<\/strong><strong>\u642d\u8d77\u4e86\u6e9d\u901a\u7684\u6a4b\u6a11<\/strong><\/span><\/p>\n<p><strong>&nbsp;<\/strong>\u667a\u6167\u6559\u5ba4\u7cfb\u7d71\u4e3b\u8981\u662f\u7531\u5169\u500b\u6df1\u5ea6\u795e\u7d93\u7db2\u8def\u7d44\u6210\u2500\u884c\u70ba\u7db2\u8def\u548c\u807d\u773e\u7db2\u8def\uff0c\u5206\u5225\u5b78\u7fd2\u3001\u8655\u7406\u8b1b\u8005\u548c\u807d\u773e\u7684\u8cc7\u8a0a\uff0c\u4e26\u7d50\u5408\u4ee5\u627e\u51fa\u5169\u8005\u4e4b\u9593\u7684\u95dc\u806f\u6027\u3002\u5176\u4e2d\uff0c\u884c\u70ba\u7db2\u8def\u662f\u91dd\u5c0d\u8b1b\u8005\u7684\u97f3\u8a0a\u8207\u5f71\u50cf\u7279\u5fb5\u9032\u884c\u5b78\u7fd2\uff0c\u807d\u773e\u7db2\u8def\u5247\u662f\u8ca0\u8cac\u8abf\u914d\u51fa\u4e0a\u8ff0\u5f0f\u5b50\u4e2d\u7684\u6700\u4f73\u53c3\u6578\uff0c\u4ee5\u5f97\u5230\u5ba2\u89c0\u7684\u807d\u773e\u5206\u6578\u5411\u91cf [S] \u3002<\/p>\n<p>\u884c\u70ba\u7db2\u8def\u4e3b\u8981\u7531\u6df1\u5ea6\u7f6e\u4fe1\u7db2\u8def (Deep Belief Network) \u53ca\u5377\u7a4d\u985e\u795e\u7d93\u7db2\u8def (Convolutional Neural Network) \u7d44\u6210\u3002\u9996\u5148\uff0c\u97f3\u8a0a\u548c\u5f71\u50cf\u6703\u5206\u5225\u7d93\u904e\u5169\u5c64\u53d7\u9650\u73bb\u723e\u8332\u66fc\u6a5f (Restricted Boltzmann Machine) \u4f5c\u8f49\u63db\uff0c\u4e32\u63a5\u5404\u81ea\u7684\u8f38\u51fa\u7d50\u679c\uff0c\u518d\u7d93\u5377\u7a4d\u985e\u795e\u7d93\u7db2\u8def\u53ca\u6c60\u5316\u5c64 (Pooling layer) \u5b78\u7fd2\u5f97\u5230\u65b0\u7684\u7279\u5fb5\u3002\u800c\u807d\u773e\u7db2\u8def\u67b6\u69cb\u70ba\u7a00\u758f\u81ea\u52d5\u7de8\u78bc\u5668 (Sparse Autoencoder)\uff0c\u81ea\u52d5\u7de8\u78bc\u5668\u6703\u5c0d\u539f\u59cb\u8f38\u5165\u8cc7\u8a0a\u4f5c\u8f49\u63db\uff0c\u91cd\u65b0\u5b78\u7fd2\u8cc7\u6599\u7684\u8868\u9054\u65b9\u5f0f\u3002<\/p>\n<p>\u6700\u5f8c\uff0c\u5c07\u7d93\u7531\u5169\u7a2e\u7db2\u8def\u67b6\u69cb\u8f49\u63db\u8f38\u51fa\u7684\u6a5f\u7387\u7d50\u5408\uff0c\u4e26\u900f\u904e\u6d3b\u5316\u51fd\u6578\u4f86\u5f97\u5230\u65b0\u7684\u807d\u773e\u4ee3\u8868\u5206\u6578 [S*] \u3002\u4e0d\u540c\u4ee5\u5f80\uff0c\u904e\u53bb\u8b1b\u8005\u53ea\u80fd\u6839\u64da\u81ea\u6211\u7d93\u9a57\u548c\u6559\u5ba4\u6c23\u6c1b\u4f86\u63e3\u6e2c\u807d\u773e\u7684\u60f3\u6cd5\uff0c\u4f46\u73fe\u5728\uff0c\u6211\u5011\u53ef\u501a\u8cf4\u4eba\u5de5\u667a\u6167\uff0c\u5728\u6574\u500b\u5b78\u7fd2\u904e\u7a0b\u4e2d\u9023\u7d50\u51fa\u53f0\u4e0a\u8207\u53f0\u4e0b\u7684\u4e92\u52d5\u95dc\u806f\u6027\uff0c\u5c07\u7121\u5f62\u7684\u611f\u77e5\u8b8a\u70ba\u5be6\u8cea\u7684\u5efa\u8b70\u3002<\/p>\n<figure id=\"attachment_31315\" aria-describedby=\"caption-attachment-31315\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"wp-image-31315\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/06\/imgage_2.png\" alt=\"\" width=\"600\" height=\"334\"><figcaption id=\"caption-attachment-31315\" class=\"wp-caption-text\">\u57162\uff1a\u884c\u70ba\u7db2\u8def\u548c\u807d\u773e\u7db2\u8def\uff08\u5716\u7247\u4f86\u6e90\uff1a\u53c3\u8003\u81ea\u539f\u6587Figure-9\uff09<\/figcaption><\/figure>\n<p>&nbsp;<\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cfAI<\/strong><strong>\uff1a\u300c\u7b11\u4e00\u500b\u5427\uff0c\u6703\u70ba\u4f60\u7684\u6f14\u8b1b\u66f4\u52a0\u5206\u7684\uff01\u300d<\/strong><\/span><\/p>\n<p>\u70ba\u4e86\u505a\u5230\u5373\u6642\u6539\u5584\uff0c\u5fc5\u9808\u6bcf\u5206\u6bcf\u79d2\u8490\u96c6\u8a8d\u77e5\u8ca0\u8377\u5411\u91cf [C] \u548c\u8f49\u63db\u5f8c\u7684\u807d\u773e\u5206\u6578 [S*] \uff0c\u56e0\u6b64\u9078\u7528\u9577\u77ed\u671f\u8a18\u61b6\u6a21\u578b (Long-Short Term Memory) \u5be6\u4f5c\u53cd\u994b\u6a5f\u5236\uff0c\u9019\u662f\u4e00\u7a2e\u7279\u6b8a\u7684\u5faa\u74b0\u795e\u7d93\u7db2\u8def (Recurrent Neural Network) \uff0c\u4e0d\u50c5\u80fd\u8003\u91cf\u5230\u6bcf\u500b\u6642\u9593\u9ede\u7684\u8cc7\u8a0a\uff0c\u9084\u80fd\u5b78\u7fd2\u5230\u9577\u671f\u4f9d\u8cf4\u7684\u95dc\u4fc2\uff0c\u7d93\u8a13\u7df4\u5f8c\uff0c\u8f38\u51fa\u7684\u56de\u994b\u5411\u91cf [F] \u5373\u53ef\u7528\u4f86\u7d66\u8b1b\u8005\u610f\u898b\u3002<\/p>\n<p>\u56de\u994b\u5411\u91cf [F] (Feedback) \u4e2d\uff0c\u5305\u542b\u4e86\u5927\u91cf\u7684\u8cc7\u8a0a\u2500\u8868\u60c5\u7b26\u865f\u3001\u9707\u52d5\u7684\u5e45\u5ea6\u548c\u984f\u8272\u7b49\uff0c\u642d\u914d\u89f8\u89ba\u865b\u64ec\u624b\u5957\u548c\u87a2\u5e55\u986f\u793a\uff0c\u6253\u6697\u865f\u7d66\u8b1b\u8005\uff0c\u4f8b\u5982\uff1a\u51fa\u73fe\u4e00\u500b\u7b11\u81c9\u5728\u87a2\u5e55\u4e0a\uff0c\u8868\u793aAI\u5efa\u8b70\u8b1b\u8005\u6b64\u6642\u61c9\u8a72\u8981\u7b11\u4e00\u4e0b\uff0c\u6216\u662f\u624b\u5957\u4e0a\u7684\u9707\u52d5\uff0c\u8868\u793a\u624b\u52e2\u61c9\u66f4\u52a0\u5f37\u70c8\uff0c\u5438\u5f15\u6ce8\u610f\u4e26\u63d0\u9ad8\u807d\u773e\u5206\u6578\u3002\u8af8\u5982\u6b64\u985e\u7684\u660e\u78ba\u6697\u793a\uff0c\u53ef\u4ee5\u8b93\u8b1b\u8005\u5feb\u901f\u7406\u89e3\uff0c\u505a\u51fa\u5c0d\u61c9\u7684\u884c\u70ba\uff0c\u589e\u9032\u8207\u53f0\u4e0b\u807d\u773e\u7684\u4e92\u52d5\uff0c\u63d0\u9ad8\u6574\u9ad4\u5831\u544a\u54c1\u8cea\u3002<\/p>\n<figure id=\"attachment_31316\" aria-describedby=\"caption-attachment-31316\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"wp-image-31316\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/06\/imgae_3.jpg\" alt=\"\" width=\"600\" height=\"400\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/06\/imgae_3.jpg 3000w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/06\/imgae_3-800x533.jpg 800w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><figcaption id=\"caption-attachment-31316\" class=\"wp-caption-text\">\u57163\uff1a\u89f8\u89ba\u865b\u64ec\u624b\u5957 \uff08\u5716\u7247\u4f86\u6e90\uff1aArs Electronica @ Flickr\uff09<\/figcaption><\/figure>\n<p>&nbsp;<\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cf\u9081\u5411\u667a\u6167\u6559\u5ba4\u7684\u5049\u5927\u9858\u666f<\/strong><\/span><\/p>\n<p>\u7814\u7a76\u5718\u968a\u6253\u7834\u8a31\u591a\u9650\u5236\uff0c\u4e0d\u4f46\u5be6\u4f5c\u51fa\u5373\u6642\u53cd\u994b\u7cfb\u7d71\uff0c\u66f4\u7d50\u5408\u4eba\u5de5\u667a\u6167\u65bc\u6559\u80b2\u9818\u57df\u4e2d\uff0c\u5be6\u73fe\u4e86\u667a\u6167\u6559\u5ba4\u7684\u5922\u60f3\u85cd\u5716\uff0c\u9019\u5957\u7cfb\u7d71\u4e5f\u6709\u6a5f\u6703\u61c9\u7528\u5728\u5176\u4ed6\u9818\u57df\uff0c\u4f8b\u5982\uff1a\u4fc3\u9032\u91ab\u75c5\u95dc\u4fc2\u7b49\u9700\u8981\u5927\u91cf\u6e9d\u901a\u7684\u5834\u5408\u3002\u76f8\u4fe1\u5728\u4e0d\u4e45\u7684\u672a\u4f86\uff0cAI\u5c07\u6709\u80fd\u529b\u4f86\u6307\u5c0e\u4eba\u985e\u5982\u4f55\u5448\u73fe\u4e00\u500b\u5b8c\u7f8e\u7684\u6f14\u8b1b\u6216\u5831\u544a\uff0c\u4e5f\u8a31\u4ee5\u5f8c\u6211\u5011\u4e0d\u9808\u5728\u4e0a\u53f0\u5831\u544a\u524d\uff0c\u7dca\u5f35\u53c8\u6beb\u7121\u5c0d\u7b56\u5730\u5c0d\u8457\u93e1\u5b50\u7df4\u7fd2\uff0c\u800c\u662f\u8b93AI\u64d4\u4efb\u5c0f\u52a9\u624b\uff0c\u63d0\u9192\u54ea\u88e1\u9700\u8981\u6539\u9032\u3001\u5982\u4f55\u505a\u6703\u66f4\u597d\uff0c\u8b93\u6211\u5011\u5728\u6b63\u5f0f\u4e0a\u53f0\u6642\u767c\u63ee\u6700\u597d\u7684\u5be6\u529b\uff0c\u4eba\u4eba\u90fd\u80fd\u6709\u51fa\u8272\u7684\u6f14\u8b1b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"https:\/\/line.me\/R\/ti\/p\/%40fcx6182w\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone\" src=\"https:\/\/scdn.line-apps.com\/n\/line_add_friends\/btn\/zh-Hant.png\" alt=\"\u52a0\u5165\u597d\u53cb\" width=\"212\" height=\"36\" border=\"0\"><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u25a0\u8a66\u60f3\u4e00\u4e0b\u57282024\u5e74\u7684\u6559\u5ba4\u4e2d\uff0c\u8b1b\u53f0\u4e0a\u6709\u4f4d\u5b78\u751f\u6b63\u5728\u7df4\u7fd2\u5831\u544a\uff0c\u807d\u8d77\u4f86\u662f\u5426\u548c\u73fe\u5728\u6211\u5011\u7df4\u7fd2\u7684\u65b9\u5f0f\u6c92\u6709\u4e0d\u540c\u5462\uff1f\u4f46\u4ed4\u7d30\u4e00\u770b\u767c\u73fe\uff0c\u5b78\u751f\u624b\u4e0a\u6234\u8457\u89f8\u89ba\u865b\u64ec\u624b\u5957 (\u57163) \uff0c\u6307\u5c0e\u4ed6\u5982\u4f55\u8abf\u6574\u80a2\u9ad4\u8a9e\u8a00\uff0c\u65c1\u908a\u9084\u6709\u87a2\u5e55\u6b63\u4e0d\u65b7\u986f\u793a\u5404\u7a2e\u5efa\u8b70\uff0c\u63d0\u9192\u8072\u97f3\u518d\u5927\u8072\u4e00\u9ede\u3002\u56de\u52302018\u7684\u4eca\u5929\uff0c\u667a\u6167\u6559\u5ba4\u4e0d\u518d\u662f\u79d1\u5e7b\u96fb\u5f71\u88e1\u624d\u6703\u51fa\u73fe\u7684\u60c5\u7bc0\u4e86\uff0c\u5df2\u7d93\u6709\u7814\u7a76\u5718\u968a\u6210\u529f\u5be6\u4f5c\u51fa\u5b8c\u5584\u7684\u7cfb\u7d71\uff0c\u672a\u4f86\u4e0d\u50c5\u80fd\u5728\u6559\u80b2\u4e2d\u5be6\u8e10\uff0c\u66f4\u53ef\u4ee5\u61c9\u7528\u65bc\u5176\u4ed6\u9700\u8981\u6e9d\u901a\u3001\u56de\u994b\u7684\u9818\u57df\u4e2d\uff0c\u5be6\u73fe\u667a\u6167\u6559\u5ba4\u7684\u5049\u5927\u9858\u666f\u3002<\/p>\n","protected":false},"author":20,"featured_media":31317,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3772,3293],"tags":[3006,3917,3916,3032],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/06\/chairs-education-exhibition-716281.jpg","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/31313"}],"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\/20"}],"replies":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=31313"}],"version-history":[{"count":5,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/31313\/revisions"}],"predecessor-version":[{"id":31322,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/31313\/revisions\/31322"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/31317"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=31313"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=31313"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=31313"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}