{"id":33409,"date":"2019-01-02T00:34:10","date_gmt":"2019-01-01T16:34:10","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=33409"},"modified":"2018-12-27T11:47:23","modified_gmt":"2018-12-27T03:47:23","slug":"%e3%80%90%e6%8e%a2%e7%b4%a220-3%e3%80%91%e5%a4%a7%e6%b1%9f%e6%9d%b1%e6%b5%81%e6%93%8b%e4%b8%8d%e4%bd%8f%ef%bc%9a%e8%bf%8e%e6%8e%a5%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e6%96%b0%e6%99%82%e4%bb%a3","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=33409","title":{"rendered":"\u3010\u63a2\u7d2220-3\u3011\u5927\u6c5f\u6771\u6d41\u64cb\u4e0d\u4f4f\uff1a\u8fce\u63a5\u4eba\u5de5\u667a\u6167\u65b0\u6642\u4ee3"},"content":{"rendered":"<p><strong><img fetchpriority=\"high\" decoding=\"async\" class=\"alignleft wp-image-33412\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/12\/20-313.jpg\" alt=\"\" width=\"450\" height=\"312\" data-wp-pid=\"33412\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/12\/20-313.jpg 490w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/12\/20-313-300x208.jpg 300w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/12\/20-313-392x272.jpg 392w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/12\/20-313-130x90.jpg 130w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/>\u8b1b\u5e2b\uff5c\u81fa\u7063\u5927\u5b78\u96fb\u6a5f\u5de5\u7a0b\u5b78\u7cfb\u6559\u6388 \u9673\u9298\u61b2<br \/>\n<\/strong><strong>\u5f59\u6574\u64b0\u6587\uff5c<\/strong><strong>\u8449\u73ca\u7440<\/strong><\/p>\n<p>\u5341\u516b\u4e16\u7d00\u7684\u5de5\u696d\u9769\u547d\uff0c\u5927\u5e45\u6539\u8b8a\u4e86\u4eba\u985e\u793e\u6703\u7684\u751f\u6d3b\u65b9\u5f0f\u3002\u4e8c\u5341\u4e00\u4e16\u7d00\u7684\u4eba\u5de5\u667a\u6167\u767c\u5c55\uff0c\u53ef\u671b\u5e36\u4f86\u8d85\u8d8a\u5de5\u696d\u9769\u547d\u7684\u65b0\u6642\u4ee3\u3002\u9673\u9298\u61b2\u6559\u6388\u5206\u4eab\u8cc7\u8a0a\u79d1\u5b78\u5f9e Web \u5230 AI \u7684\u6b77\u53f2\uff0c\u4ee5\u53ca\u8cc7\u6599\u63a2\u52d8\u7684\u539f\u7406\u53ca\u61c9\u7528\u3002<\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cf\u8cc7\u8a0a\u79d1\u5b78\u7684\u5178\u7bc4\u8f49\u79fb<\/strong><\/span><\/p>\n<p>\u5f9e 1991 \u5e74\u5168\u7403\u8cc7\u8a0a\u7db2\uff08World Wide Web\uff09\u8ac7\u8d77\u8cc7\u8a0a\u79d1\u5b78\u7684\u767c\u5c55\uff0c\u7576\u6642\u7db2\u8def\u5c1a\u672a\u975e\u5e38\u666e\u53ca\uff0c\u591a\u5c6c\u5de5\u7a0b\u5e2b\u7684\u4f7f\u7528\uff0c\u800c\u5f8c\u641c\u5c0b\u5f15\u64ce\u767c\u5c55\uff0cGoogle \u6210\u70ba\u9f8d\u982d\u30022006 \u4e9e\u99ac\u905c\u63a8\u51fa\u96f2\u7aef\u670d\u52d9\uff0c2007 iPhone \u8a95\u751f\uff0c\u4eba\u5011\u5f97\u4ee5\u5728\u4e0d\u540c\u6642\u7a7a\u5b58\u53d6\u5176\u4ed6\u88dd\u7f6e\u7684\u8cc7\u6599\u3002\u793e\u7fa4\u7db2\u7d61\u7684\u767c\u5c55\uff0c\u6539\u8b8a\u4eba\u5011\u4ea4\u53cb\u6a21\u5f0f\uff0c\u63a5\u8e35\u800c\u4f86\u7684\u662f\u5927\u91cf\u8cc7\u6599\uff0c\u5927\u6578\u64da\u6642\u4ee3\u4f86\u81e8\uff0c\u5f15\u9818\u6211\u5011\u8d70\u5411\u6a5f\u5668\u5b78\u7fd2\u7684\u65b0\u7d00\u5143\u3002<\/p>\n<p>\u300c\u4eba\u5de5\u667a\u6167\u7684\u767c\u5c55\u5982\u5927\u6c5f\u6771\u6d41\u64cb\u4e0d\u4f4f\uff0c\u53ea\u6709\u5982\u4f55\u56e0\u61c9\u53ca\u5584\u7528\uff0c\u800c\u975e\u55ae\u7d14\u63a5\u4e0d\u63a5\u53d7\u7684\u8b70\u984c\u3002\u300d\u9673\u6559\u6388\u5f62\u5bb9\u9019\u4e00\u9023\u4e32\u7684\u79d1\u6280\u767c\u5c55\uff0c\u5747\u6709\u5176\u908f\u8f2f\u548c\u8108\u7d61\u53ef\u5faa\u3002\u4eba\u5011\u7121\u6cd5\u6392\u62d2\u5b83\u7684\u5230\u4f86\uff0c\u61c9\u4ee5\u6b64\u6539\u5584\u4eba\u985e\u7684\u751f\u6d3b\u3002CPU \u7684\u901f\u5ea6\u65e5\u76ca\u589e\u5feb\uff0c\u50f9\u683c\u65e5\u6f38\u8abf\u964d\uff0c\u6bcf 12-18 \u6708\u5c31\u6709\u7ffb\u500d\u7684\u6210\u9577\uff0c\u4e16\u7a31\u6469\u723e\u5b9a\u5f8b\uff0c\u8fd1\u65e5GPU\u4f7f\u7528\u53ef\u671b\u5728\u6469\u723e\u5b9a\u5f8b\u9054\u6975\u9650\u5f8c\u63d0\u4f9b\u8db3\u5920\u7684\u8a08\u7b97\u80fd\u529b\uff1b\u7db2\u8def\u983b\u5bec\u4ee5\u5c3e\u6578\u52a0\u96f6\u9032\u4f4d\u7684\u8da8\u52e2\u6210\u9577\uff1b\u5132\u5b58\u5668\u5bb9\u91cf\u4e0a\u5347\u800c\u50f9\u683c\u4e0b\u964d\u3002\u9019\u4e9b\u767c\u5c55\u610f\u5473\u8a08\u91cf\u80fd\u529b\u6210\u9577\u4e14\u8cc7\u8a0a\u91cf\u5feb\u901f\u7d2f\u7a4d\u3002\u7136\u800c\u4eba\u985e\u611f\u5b98\u7684\u611f\u77e5\u80fd\u529b\uff08\u8996\u89ba\u3001\u807d\u89ba\uff09\u6709\u9650\uff0c\u63a5\u53d7\u61c9\u7528\u7684\u53cd\u61c9\u6642\u9593\u5e7e\u4e4e\u4e0d\u8b8a\u3002\u96a8\u8457\u8a08\u7b97\u80fd\u529b\u589e\u52a0\uff0c\u96fb\u8166\u5728\u4eba\u985e\u53ef\u4ee5\u63a5\u53d7\u7684\u53cd\u61c9\u6642\u9593\u5167\uff0c\u80fd\u63d0\u4f9b\u66f4\u591a\u61c9\u7528\u670d\u52d9\u3002\u65b0\u61c9\u7528\u670d\u52d9\u4e3b\u8981\u671d\u500b\u4eba\u5316\u3001\u667a\u6167\u5316\u767c\u5c55\u3002\u6b64\u5373\u6a5f\u5668\u5b78\u7fd2\u3001\u8cc7\u6599\u5206\u6790\u53ef\u767c\u63ee\u4e4b\u8655\u3002<\/p>\n<p>1980 \u5e74\u4ee3\u5df2\u6709\u50b3\u7d71\u908f\u8f2f\u8ad6\u8b49\u3001\u6a5f\u5668\u5b78\u7fd2\u3001\u5c08\u5bb6\u7cfb\u7d71\u7b49\u4eba\u5de5\u667a\u6167\uff0c\u7576\u6642\u767c\u5c55\u56e0\u5176\u8edf\u786c\u9ad4\u689d\u4ef6\u53ca\u8cc7\u6599\u4e0d\u8db3\uff0c\u9032\u5165\u5bd2\u51ac\u671f\u3002\u73fe\u4eca AI \u4ee5\u96fb\u8166\u7a0b\u5f0f\u914d\u5408\u5927\u6578\u64da\u3001\u9ad8\u6548\u80fd\u8a08\u7b97\uff0c\u4ee5\u6a5f\u5668\u5b78\u7fd2\u8da8\u8fd1\u4eba\u985e\u667a\u6167\uff0c\u5728\u96fb\u8166\u8996\u89ba\u3001\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u7b49\u767c\u5c55\u8a31\u591a\u3002AI \u6709 Strong AI \u548c Weak AI \u4e4b\u5206\uff0c\u524d\u8005\u6307\u96fb\u8166\u540c\u4eba\u985e\u5177\u6709\u7fa8\u6155\u3001\u6fc0\u52d5\u3001\u6cae\u55aa\u7b49\u60c5\u7dd2\uff0c\u5f8c\u8005\u6307\u63a8\u7406\u3001\u8a18\u61b6\u7684\u80fd\u529b\uff0c\u4e5f\u662f\u76ee\u524d\u5b78\u754c\u7814\u7a76\u4e3b\u529b\u3002<\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cf\u5927\u6578\u64da\u6642\u4ee3\u4f86\u81e8<\/strong><\/span><\/p>\n<p>\u5927\u6578\u64da\u662f\u300c\u8fc5\u901f\u7d2f\u7a4d\u7684\u5927\u91cf\u7570\u8cea\u8cc7\u6599\u300d\uff0c\u5177\u6709\u5927\u91cf\uff08volume\uff09\u3001\u7d2f\u7a4d\u5feb\uff08velocity\uff09\u3001\u591a\u6a23\uff08variety\uff09\u7684 3V \u7279\u8cea\uff0c\u85c9\u6b64\u5354\u52a9\u6c7a\u7b56\u3001\u6d1e\u5bdf\u7d30\u7bc0\u3001\u4ee5\u53ca\u6d41\u7a0b\u512a\u5316\u3002<\/p>\n<p>Lori Lewis (2018) \u4ee5\u4e00\u5206\u9418\u70ba\u55ae\u4f4d\uff0c\u4f30\u7b97\u7db2\u8def\u6642\u4ee3\u7684\u6d77\u91cf\u8cc7\u8a0a\uff1a\u4e09\u767e\u591a\u842c\u7684 Google \u641c\u5c0b\u3001\u56db\u767e\u591a\u842c\u7684 YouTube \u700f\u89bd\u91cf\u22ef\u22ef\u9a5a\u4eba\u7d71\u8a08\u80cc\u5f8c\uff0c\u662f\u7db2\u8def\u767c\u5c55\u524d\u96e3\u4ee5\u60f3\u50cf\u7684\u8cc7\u6599\u91cf\u3002Mary Meeker (2018) \u5206\u6790\u5168\u7403\u7db2\u8def\u4f7f\u7528\u73fe\u6cc1\uff0c2007 \u5e74\u7db2\u8def\u4f7f\u7528\u8005\u50c5\u4f54 24% \u5168\u7403\u4eba\u53e3\uff0c\u5982\u4eca\u5df2\u9054 49%\uff0c\u73fe\u7d04\u70ba 36 \u5104\u4eba\uff0c\u6bcf\u4eba\u82b1\u5728\u793e\u7fa4\u5a92\u9ad4\u7684\u6642\u9593\u4e00\u5929\u5e73\u5747\u7d04 6 \u5c0f\u6642\uff0c\u8d85\u904e\u4e00\u534a\u662f\u5728\u884c\u52d5\u88dd\u7f6e\u4e0a\u3002\u9019\u6a23\u7684\u6642\u4ee3\uff0c\u5275\u9020\u4e86\u8a31\u591a\u6210\u529f\u4f01\u696d\u6848\u4f8b\uff0c\u5982 Google\u3001Facebook\u3001uber \u7b49\uff0c\u4ed6\u5011\u7684\u5171\u540c\u9ede\u662f\u300c\u95dc\u9375\u3001\u5275\u65b0\u3001\u5927\u6578\u64da\u300d\u3002<\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cf\u8cc7\u6599\u63a2\u52d8\uff1a\u81ea\u832b\u832b\u6578\u64da\u5c0b\u627e\u89e3\u7b54\uff0c\u5f9e\u64cd\u4f5c\u5230\u61c9\u7528<\/strong><\/span><\/p>\n<p>\u8cc7\u6599\u63a2\u52d8\u6b65\u9a5f\u5982\u4e0b\uff1a\u53d6\u5f97\u8cc7\u6599\u5f8c\uff0c\u9808\u6c7a\u5b9a\u76ee\u6a19\uff0c\u5426\u5247\u7a7a\u6709\u6578\u64da\u800c\u4e0d\u77e5\u65b9\u5411\u5c07\u7121\u7528\u6b66\u4e4b\u5730\u3002\u63a5\u8457\u6e05\u6d17\u8cc7\u6599\uff0c\u5254\u9664\u6709\u554f\u984c\u7684\u6578\u64da\uff0c\u8655\u7406\u907a\u6f0f\u503c\uff0c\u518d\u6c7a\u5b9a\u8cc7\u6599\u55ae\u4f4d\u3001\u9078\u64c7\u76f8\u95dc\u5c6c\u6027\u3001\u6b63\u5f0f\u63a2\u52d8\u3001\u8f38\u51fa\u683c\u5f0f\u3001\u89e3\u8b80\u7d50\u679c\u3002\u5927\u6578\u64da\u770b\u4f3c\u5f37\u5927\uff0c\u537b\u4e0d\u662f\u842c\u80fd\u4ed9\u4e39\u3002\u8cc7\u6599\u79d1\u5b78\u662f\u6839\u64da\u8cc7\u6599\u6240\u505a\u7684\u9810\u6e2c\uff0c\u82e5\u6578\u64da\u8207\u7814\u7a76\u8b70\u984c\u7121\u95dc\uff0c\u5373\u4f7f\u6709\u6d77\u91cf\u7684\u8cc7\u6599\u3001\u9ad8\u8d85\u7684\u6280\u8853\uff0c\u4e5f\u7121\u5f9e\u53ef\u89e3\uff0c\u5207\u83ab\u6709\u6b64\u8ff7\u601d\u3002\u8cc7\u6599\u7684\u54c1\u8cea\u4e5f\u662f\u91cd\u8981\u7684\uff0c\u82e5\u6578\u91cf\u4e0d\u5920\uff0c\u53ef\u80fd\u4ee3\u8868\u6027\u4e0d\u8db3\uff0c\u904e\u5ea6\u9077\u5c31\u65e2\u6709\u6578\u64da\u3002<\/p>\n<p>\u8cc7\u6599\u63a2\u52d8\u65b9\u6cd5\u70ba\u4e00\u5927\u5b78\u554f\uff0c\u9673\u6559\u6388\u5f9e\u5e7e\u7a2e\u5e38\u898b\u65b9\u6cd5\uff0c\u5e36\u9818\u6211\u5011\u4e00\u7aba\u8cc7\u6599\u63a2\u52d8\u7684\u85dd\u8853\u3002\u5b83\u5011\u53ef\u5927\u81f4\u5206\u70ba\u76f8\u95dc\u6027\u3001\u5206\u985e\u6027\u3001\u53e2\u96c6\u6027\u7b49\u7b49\uff1a\u76f8\u95dc\u6027\u5728\u6d88\u8cbb\u884c\u70ba\u4e0a\u53ef\u7814\u7a76\u54ea\u4e9b\u5546\u54c1\u5e38\u5e38\u4e00\u8d77\u88ab\u63a1\u8cfc\uff0c\u82e5\u5f9e\u8cc7\u6599\u770b\u51fa\u725b\u5976\u8207\u9eb5\u5305\u5e38\u5e38\u4e00\u8d77\u51fa\u73fe\u5728\u773e\u591a\u9867\u5ba2\u7684\u6d88\u8cbb\u8a18\u9304\u4e2d\uff0c\u4e0b\u4e00\u6b21\u5c31\u53ef\u4ee5\u8003\u616e\u5c0d\u8cfc\u8cb7\u725b\u5976\u7684\u6d88\u8cbb\u8005\u63a8\u92b7\u9eb5\u5305\uff1b\u5206\u985e\u6027\u4ee5\u4e0d\u540c\u7684\u5c6c\u6027\u9810\u6e2c\u4e8b\u4ef6\uff0c\u4f8b\u5982\u4f7f\u7528 Decision Tree\uff0c\u5f9e\u5831\u7a05\u8005\u7684\u5404\u7a2e\u5c6c\u6027\uff0c\u5206\u6790\u4f55\u8005\u8207\u9003\u6f0f\u7a05\u6700\u70ba\u76f8\u95dc\uff0c\u627e\u51fa\u6700\u6709\u9810\u6e2c\u529b\u7684\u5c6c\u6027\uff0c\u5efa\u7acb\u6a21\u578b\u3002\u53c8\u6216\u8005\u7528\u985e\u795e\u7d93\u7db2\u8def\uff0c\u5c07\u6240\u6709\u8cc7\u6599\u7de8\u78bc\u70ba0\u82071\uff0c\u5f9e input layer \u8f38\u5165\u8cc7\u6599\uff0c\u7d93\u904e hidden layer\uff0c\u65bc output layer \u7522\u51fa\u7d50\u679c\uff0c\u8b93\u96fb\u8166\u5f9e\u7d50\u679c\u6b63\u78ba\u8207\u5426\uff0c\u56de\u982d\u4fee\u6b63\u6a21\u578b\u4e2d\u53c3\u6578\u7684\u6b0a\u91cd\u3002\u5c64\u6578\u6975\u591a\u7684\u985e\u795e\u7d93\u7db2\u8def\u5373\u70ba\u76ee\u524d\u5f88\u53d7\u91cd\u8996\u7684\u6df1\u5ea6\u5b78\u7fd2\uff08Deep Learning\uff09\uff0c\u7136\u800c\u4e5f\u6709\u4e0d\u6613\u89e3\u91cb\u6210\u679c\u7684\u7f3a\u9ede\u3002\u53e2\u96c6\u6027\u8b93\u8cc7\u6599\u6563\u4f48\u65bc\u4e00\u500b\u591a\u7dad\u5ea6\u7a7a\u9593\uff0c\u5224\u65b7\u54ea\u4e9b\u8cc7\u6599\u985e\u578b\u76f8\u8fd1\u3002<\/p>\n<p>\u5728\u5be6\u52d9\u4e0a\uff0c\u4e0d\u540c\u65b9\u6cd5\u53ef\u80fd\u7d50\u5408\u4f7f\u7528\uff0c\u4ee5\u8cc7\u6599\u5206\u6790\u6bd4\u8f03\u51fa\u7570\u65bc\u5f80\u5e38\u7684\u4f7f\u7528\u6a21\u5f0f\uff0c\u5982\u5237\u5361\u7d00\u9304\u7684\u7570\u5e38\u5075\u6e2c\u3001\u7db2\u8def\u4fb5\u5165\u5075\u6e2c\u3002\u5c07\u76f8\u95dc\u6027\u8207\u793e\u6703\u7db2\u8def\u7d50\u5408\uff0c\u9810\u8a2d\u670b\u53cb\u9593\u6703\u4e92\u76f8\u5f71\u97ff\uff0c\u6d88\u8cbb\u8005\u8cfc\u8cb7\u67d0\u7269\u5f8c\uff0c\u5c07\u5ee3\u544a\u6295\u653e\u7d66\u5176\u670b\u53cb\uff0c\u53ef\u80fd\u63d0\u9ad8\u5176\u8cfc\u8cb7\u610f\u9858\u3002<\/p>\n<p>\u904b\u7528\u8cc7\u6599\u63a2\u52d8\u7684\u6280\u5de7\uff0c\u80fd\u5920\u4f7f\u73fe\u6709\u7522\u696d\u50f9\u503c\u63d0\u5347\u3001\u5275\u9020\u65b0\u8208\u7522\u696d\u3002\u5f9e\u5206\u6790\u6f5b\u5728\u9867\u5ba2\u3001\u5ee3\u544a\u6295\u653e\u3001\u5206\u6790\u5e97\u5740\u9078\u64c7\uff0c\u5230\u5373\u6642\u7af6\u50f9\uff08Real-time Bidding\uff09\u3001\u4e9e\u99ac\u905c\u5bb6\u5ead\u5c0f\u7cbe\u9748\u22ef\u22ef\u8cc7\u6599\u63a2\u52d8\u5728\u5546\u696d\u4e0a\u7684\u7d50\u5408\u4e0d\u65b7\u70ba\u4e16\u754c\u64e6\u51fa\u65b0\u7684\u706b\u82b1\uff0c\u900f\u904e\u79d1\u6280\u8b93\u6211\u5011\u770b\u898b\u751f\u6d3b\u7684\u66f4\u591a\u53ef\u80fd\u6027\u3002<\/p>\n<p>\u65b0 AI \u7684\u5d1b\u8d77\u4e0d\u6703\u77ac\u773c\u5373\u901d\uff0c\u800c\u5c07\u6301\u7e8c\u767c\u5c55\u3002\u81fa\u7063\u4f4d\u65bc\u9019\u500b\u6642\u4ee3\u7684\u8f49\u6369\u9ede\uff0c\u6709\u512a\u826f\u7684\u5de5\u7a0b\u5e2b\uff0c\u800c\u5b78\u754c\u4e5f\u6709\u826f\u597d\u7684AI\u7814\u767c\u80fd\u91cf\uff0c\u6709\u8edf\u786c\u9ad4\u6574\u5408\u7684\u80fd\u529b\uff0c\u53c8\u6709\u5c0d\u65b0\u79d1\u6280\u7684\u9ad8\u63a5\u53d7\u5ea6\u8207\u5305\u5bb9\u5ea6\u3002\u628a\u63e1\u81ea\u8eab\u512a\u52e2\uff0c\u5fc5\u80fd\u5728\u65b0\u7684\u79d1\u6280\u767c\u5c55\u4e2d\uff0c\u627e\u5230\u5207\u5165\u9ede\uff0c\u5efa\u7acb\u7af6\u722d\u5229\u57fa\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u5ef6\u4f38\u95b1\u8b80:<\/strong><\/p>\n<ol>\n<li><strong>2018 Update: <a href=\"https:\/\/www.allaccess.com\/merge\/archive\/28030\/2018-update-what-happens-in-an-internet-minute\">What Happens In An Internet Minute<\/a><\/strong><\/li>\n<li><a href=\"https:\/\/www.recode.net\/2018\/5\/30\/17385116\/mary-meeker-slides-internet-trends-code-conference-2018\"><strong>Mary Meeker\u2019s 2018 internet trends report: All the slides, plus analysis<\/strong><\/a><\/li>\n<\/ol>\n<p><strong>--<br \/>\n\u672c\u6587\u6574\u7406\u81ea\uff1a107\/10\/20\u7531\u9673\u9298\u61b2\u8001\u5e2b\u5728\u81fa\u5927\u601d\u4eae\u9928\u570b\u969b\u6703\u8b70\u5ef3\u6240\u4e3b\u8b1b\u4e4b\u300c<a href=\"https:\/\/www.youtube.com\/watch?v=jX2q3V6l2ZY&amp;t=0s&amp;index=8&amp;list=PLil-R4o6jmGhGFfNCJ-tAnwmVcBYcGJwJ\" target=\"_blank\" rel=\"noopener noreferrer\">\u9452\u5f80\u77e5\u4f86\uff1a\u7531\u832b\u832b\u904e\u5f80\u6578\u64da\u4e2d\uff0c\u6dd8\u51fa\u65b0\u77e5<\/a>\u300d\u6f14\u8b1b\u5167\u5bb9\u3002<\/strong><\/p>\n<p><iframe src=\"https:\/\/www.youtube.com\/embed\/jX2q3V6l2ZY\" width=\"560\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p><a href=\"https:\/\/line.me\/R\/ti\/p\/%40fcx6182w\" target=\"_blank\" rel=\"noopener noreferrer\"><img 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\u5341\u516b\u4e16\u7d00\u7684\u5de5\u696d\u9769\u547d\uff0c\u5927\u5e45\u6539\u8b8a\u4e86\u4eba\u985e\u793e\u6703\u7684\u751f\u6d3b\u65b9\u5f0f\u3002\u4e8c\u5341\u4e00\u4e16\u7d00\u7684\u4eba\u5de5\u667a\u6167\u767c\u5c55\uff0c\u53ef\u671b\u5e36\u4f86\u8d85\u8d8a\u5de5\u696d\u9769\u547d\u7684\u65b0\u6642\u4ee3\u3002\u9673\u9298\u61b2\u6559\u6388\u5206\u4eab\u8cc7\u8a0a\u79d1\u5b78\u5f9e Web \u5230 AI \u7684\u6b77\u53f2\uff0c\u4ee5\u53ca\u8cc7\u6599\u63a2\u52d8\u7684\u539f\u7406\u53ca\u61c9\u7528\u3002<\/p>\n","protected":false},"author":20,"featured_media":33412,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3293,3992],"tags":[],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/12\/20-313.jpg","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/33409"}],"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=33409"}],"version-history":[{"count":2,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/33409\/revisions"}],"predecessor-version":[{"id":33414,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/33409\/revisions\/33414"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/33412"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=33409"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=33409"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=33409"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}