{"id":33486,"date":"2019-01-28T00:33:34","date_gmt":"2019-01-27T16:33:34","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=33486"},"modified":"2019-04-10T11:23:36","modified_gmt":"2019-04-10T03:23:36","slug":"%e3%80%90%e6%8e%a2%e7%b4%a220-6%e3%80%91%e6%a9%9f%e5%99%a8%e5%a6%82%e4%bd%95%e8%81%bd%e6%87%82%e6%88%91%e5%80%91%e8%aa%aa%e7%9a%84%e8%a9%b1%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=33486","title":{"rendered":"\u3010AI\u5609\u5e74\u83ef\u3011\u6a5f\u5668\u5982\u4f55\u807d\u61c2\u6211\u5011\u8aaa\u7684\u8a71\uff1f"},"content":{"rendered":"<p><span style=\"color: #333399;\"><strong>\u25a0\u96a8\u8457\u4eba\u5de5\u667a\u6167\u7684\u767c\u5c55\uff0c\u6a5f\u5668\u73fe\u5728\u4e0d\u50c5\u80fd\u7406\u89e3\u6211\u5011\u8aaa\u7684\u8a71\uff0c\u4e5f\u80fd\u6709\u6240\u56de\u61c9\u3001\u751a\u81f3\u6a21\u4eff\u6211\u5011\u8aaa\u8a71\u3002<\/strong><\/span><\/p>\n<figure id=\"attachment_33489\" aria-describedby=\"caption-attachment-33489\" style=\"width: 450px\" class=\"wp-caption alignleft\"><img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-33489\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2019\/01\/20-6-32.jpg\" alt=\"\" width=\"450\" height=\"312\" data-wp-pid=\"33489\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2019\/01\/20-6-32.jpg 490w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2019\/01\/20-6-32-300x208.jpg 300w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2019\/01\/20-6-32-392x272.jpg 392w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2019\/01\/20-6-32-130x90.jpg 130w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/><figcaption id=\"caption-attachment-33489\" class=\"wp-caption-text\">(\u5716\u7247\u4f86\u6e90: alansimpsonme @Flickr)<\/figcaption><\/figure>\n<p><strong>\u8b1b\u5e2b\uff5c\u81fa\u5927\u96fb\u6a5f\u5de5\u7a0b\u52a9\u7406\u6559\u6388\u3000\u674e\u5b8f\u6bc5<\/strong><br \/>\n<strong>\u5f59\u6574\u64b0\u6587\uff5c\u8607\u5efa\u7ff0<\/strong><\/p>\n<p>\u4f60\u6709\u4f7f\u7528\u904e\u624b\u6a5f\u7684\u8a9e\u97f3\u52a9\u7406\u670d\u52d9\u55ce\uff1f\u53ea\u8981\u8f15\u9b06\u7684\u52d5\u52d5\u5634\u5df4\uff0c\u5c31\u80fd\u8b93\u624b\u6a5f\u8a00\u807d\u8a08\u5f9e\uff0c\u9019\u80cc\u5f8c\u727d\u6d89\u5230\u8a31\u591a\u8a9e\u97f3\u8655\u7406\u548c\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u7684\u6280\u8853\u3002\u8b93\u674e\u5b8f\u6bc5\u6559\u6388\uff0c\u70ba\u6211\u5011\u8aaa\u660e\u5982\u4f55\u624d\u80fd\u8b93\u6a5f\u5668\u807d\u61c2\u4eba\u8aaa\u8a71\uff0c\u4e00\u63a2\u80cc\u5f8c\u5de5\u7a0b\u7684\u5967\u79d8\u4e4b\u8655\u3002<\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cf\u6a5f\u5668\u662f\u600e\u9ebc\u807d\u61c2\u4eba\u8aaa\u8a71\u7684<\/strong><\/span><\/p>\n<p>\u8981\u8b93\u6a5f\u5668\u807d\u61c2\u4eba\u8aaa\u7684\u8a71\uff0c\u9996\u5148\u6211\u5011\u9700\u8981\u8b93\u6a5f\u5668\u53ef\u4ee5\u628a\u807d\u5230\u7684\u4e00\u6bb5\u8072\u97f3\u8a0a\u865f\u8b8a\u6210\u6587\u5b57\uff0c\u4e5f\u5c31\u662f\u6240\u8b02\u7684\u8a9e\u97f3\u8fa8\u8b58\u3002\u6709\u4e86\u9019\u4e9b\u8072\u97f3\u8a0a\u865f\u8fa8\u8b58\u51fa\u4f86\u7684\u6587\u5b57\uff0c\u518d\u4f86\u60f3\u8fa6\u6cd5\u8b93\u6a5f\u5668\u80fd\u5920\u7406\u89e3\u6587\u5b57\u7684\u5167\u5bb9<\/p>\n<p>\u5c31\u50cf\u4eba\u985e\u7684\u6587\u5b57\u4e16\u754c\u662f\u7531\u4e00\u500b\u500b\u8a5e\u5f59\u7d44\u6210\u7684\uff0c\u6a5f\u5668\u7684\u5b78\u7fd2\u53ef\u4ee5\u5148\u5f9e\u8a5e\u5f59\u7684\u7406\u89e3\u958b\u59cb\u3002\u4eca\u5929\uff0c\u6211\u5011\u53ef\u4ee5\u5229\u7528Word Embedding\u7684\u6280\u8853\uff0c\u8b93\u6a5f\u5668\u53bb\u95b1\u8b80\u6587\u672c\uff0c\u900f\u904e\u4e0a\u4e0b\u6587\u4e4b\u9593\u7684\u95dc\u4fc2\u4f86\u63a8\u8ad6\u51fa\u6bcf\u500b\u8a5e\u5f59\u4e4b\u9593\u7684\u610f\u7fa9\u3002\u8209\u4f8b\u4f86\u8aaa\uff0c\u5982\u679c\u6a5f\u5668\u5728\u95b1\u8b80\u65b0\u805e\u6642\uff0c\u770b\u5230\u300c\u99ac\u82f1\u4e5d\u5728520\u5ba3\u8a93\u5c31\u8077\u300d\u548c\u300c\u8521\u82f1\u6587\u5728520\u5ba3\u8a93\u5c31\u8077\u300d\u9019\u5169\u500b\u689d\u76ee\uff0c\u90a3\u9ebc\u96d6\u7136\u6c92\u6709\u4eba\u544a\u8a34\u904e\u6a5f\u5668\u300c\u99ac\u82f1\u4e5d\u300d\u8207\u300c\u8521\u82f1\u6587\u300d\u662f\u4ec0\u9ebc\u610f\u601d\uff0c\u4f46\u662f\u6a5f\u5668\u80fd\u63a8\u8ad6\u51fa\u9019\u5169\u500b\u8a5e\u5728\u67d0\u7a2e\u7a0b\u5ea6\u4e0a\u662f\u76f8\u95dc\u7684\uff0c\u56e0\u6b64\u5982\u679c\u6211\u5011\u8b93\u6a5f\u5668\u8b80\u8d8a\u591a\u7684\u66f8\uff0c\u6a5f\u5668\u5c31\u8d8a\u80fd\u7406\u89e3\u9019\u4e9b\u8a5e\u5f59\u4e4b\u9593\u7684\u95dc\u4fc2\uff0c\u731c\u51fa\u4ed6\u5011\u4ee3\u8868\u4ec0\u9ebc\u610f\u601d\u3002<\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cf\u8ddf\u8457\u9109\u6c11\u53bb\u770b\u71b1\u9b27<\/strong><\/span><\/p>\n<p>\u9664\u4e86\u50b3\u7d71\u6709\u6587\u6cd5\u3001\u6709\u7d50\u69cb\u7684\u6587\u672c\uff0c\u6211\u5011\u4e5f\u53ef\u4ee5\u62ff\u5167\u5bb9\u5343\u8b8a\u842c\u5316\uff0c\u6d41\u884c\u8a9e\u5e38\u5e38\u8b93\u4e0d\u719f\u6089\u7684\u4eba\u4e5f\u6478\u4e0d\u8457\u982d\u7dd2\u7684\u7db2\u8def\u8ad6\u58c7\u4f86\u6e2c\u8a66\uff0c\u770b\u770b\u6a5f\u5668\u662f\u4e0d\u662f\u771f\u7684\u80fd\u7406\u89e3\u7db2\u8def\u7528\u8a9e\uff0c\u53ef\u4ee5\u7576\u4e00\u500b\u5408\u683c\u7684\u300c\u9109\u6c11\u300d\u3002<\/p>\n<p>\u9019\u908a\u8b1b\u8005\u8209\u77e5\u540d\u7684\u6279\u8e22\u8e22\u516b\u5366\u7248\u70ba\u4f8b\uff0c\u5e38\u898b\u7684\u7528\u8a9e\u300c\u597d\u68d2\u68d2\u300d\u548c\u300c\u597d\u68d2\u300d\u770b\u4f3c\u5dee\u4e0d\u591a\uff0c\u4f46\u5176\u5be6\u5728\u610f\u7fa9\u4e0a\u662f\u6070\u6070\u76f8\u53cd\u7684\u5169\u500b\u8a5e\u3002\u7d93\u904e\u5be6\u9a57\u8b93\u6a5f\u5668\u53bb\u770b\u4e86\u4e09\u500b\u6708\u4efd\u91cf\u7684\u5167\u5bb9\u4e4b\u5f8c\uff0c\u6a5f\u5668\u5c0d\u65bc\u300c\u597d\u68d2\u68d2\u300d\u76f8\u4f3c\u8a5e\u7684\u7b54\u6848\u7d66\u51fa\u662f\u300c\u963f\u4e0d\u5c31\u597d\u68d2\u68d2\u300d\u3001\u300c\u597d\u6e05\u9ad8\u300d\u3001\u300c\u597d\u9ad8\u5c1a\u300d\u7b49\u7b49\uff0c\u5f9e\u9019\u500b\u7d50\u679c\u6211\u5011\u5c31\u53ef\u4ee5\u77e5\u9053\u6a5f\u5668\u662f\u771f\u7684\u7406\u89e3\u9019\u500b\u8a5e\uff0c\u767c\u73fe\u9019\u500b\u5176\u5be6\u5177\u6709\u53cd\u8af7\u7684\u610f\u6db5\u3002<\/p>\n<p>\u800c\u9664\u4e86\u76f8\u4f3c\u3001\u76f8\u53cd\u8a5e\u9019\u7a2e\u6bd4\u8f03\u7c21\u55ae\u7684\u554f\u984c\u5916\uff0c\u6a5f\u5668\u4e5f\u80fd\u9032\u884c\u4e00\u4e9b\u7c21\u55ae\u63a8\u8ad6\uff0c\u6bd4\u5982\u8aaa\u7576\u88ab\u554f\u5230\u300c\u9b6f\u592b\u4e4b\u65bc\u6d77\u8cca\u738b\u7b49\u65bc\u9cf4\u4eba\u4e4b\u65bc\u4ec0\u9ebc\uff1f\u300d\uff0c\u6a5f\u5668\u53ef\u4ee5\u63a8\u8ad6\u51fa\u7b54\u6848\u662f\u300c\u706b\u5f71\u5fcd\u8005\u300d\uff0c\u9019\u7a2e\u89d2\u8272\u548c\u4f5c\u54c1\u7684\u5c0d\u61c9\u95dc\u4fc2\u3002<\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cf\u8b93\u6a5f\u5668\u61c2\u4f60\u7684\u5fc3<\/strong><\/span><\/p>\n<p>\u9664\u4e86\u7406\u89e3\u5167\u5bb9\u4ee5\u5916\uff0c\u7d93\u904e\u5faa\u74b0\u795e\u7d93\u7db2\u7d61(Recurrent Neural Network, RNN)\u6a21\u578b\u7684\u8a13\u7df4\uff0c\u6a5f\u5668\u4e5f\u80fd\u5206\u6790\u60c5\u7dd2\uff0c\u5224\u65b7\u5167\u5bb9\u7684\u60c5\u7dd2\u662f\u6b63\u9762\u7684\uff0c\u9084\u662f\u8ca0\u9762\u7684\u3002\u6bd4\u5982\u8aaa\uff0c<\/p>\n<p>\u300cAI is powerful, but it\u2019s hard to learn.\u300d\u3001<\/p>\n<p>\u300cAI is hard to learn, but it\u2019s powerful.\u300d\u3001<\/p>\n<p>\u300cAI is powerful, even though it\u2019s hard to learn.\u300d\uff0c<\/p>\n<p>\u96d6\u7136\u9019\u5e7e\u500b\u53e5\u5b50\u53ea\u6709\u8abf\u52d5\u8a5e\u8a9e\u7684\u9806\u5e8f\uff0c\u6216\u8005\u5b57\u8a5e\u4e0a\u7684\u8f15\u5fae\u5dee\u5225\uff0c\u4f46\u662f\u7d93\u904e\u8a13\u7df4\u7684\u6a5f\u5668\u53ef\u4ee5\u5224\u65b7\u51fa\u9019\u4e9b\u53e5\u5b50\u7684\u60c5\u7dd2\u3002\u9019\u500b\u529f\u80fd\u662f\u76f8\u7576\u5be6\u7528\u7684\uff0c\u6211\u5011\u53ef\u4ee5\u61c9\u7528\u5230\u5e02\u5834\u7684\u8abf\u67e5\u4e0a\uff0c\u53bb\u5206\u6790\u4eba\u5011\u5c0d\u5546\u54c1\u7684\u8a55\u50f9\u662f\u6b63\u9762\u5c45\u591a\u9084\u662f\u8ca0\u9762\u5c45\u591a\u3002<\/p>\n<p>\u53e6\u5916\uff0c\u7d9c\u5408\u524d\u8ff0\u6a5f\u5668\u7684\u80fd\u529b\uff0c\u6211\u5011\u53ef\u4ee5\u8b93\u6a5f\u5668\u8003\u8003\u770b\u6258\u798f\u7684\u807d\u529b\u6e2c\u9a57\uff0c\u6a5f\u5668\u5728\u807d\u5b8c\u4e00\u6bb5\u6587\u7ae0\u3001\u770b\u5b8c\u554f\u984c\u548c\u9078\u9805\u5f8c\u5fc5\u9808\u8981\u9078\u51fa\u7b54\u6848\uff0c\u5c31\u50cf\u5927\u8003\u524d\u4e00\u5b9a\u8981\u5237\u4e00\u4e0b\u6b77\u5c46\u8a66\u984c\uff0c\u6a5f\u5668\u7684\u8a13\u7df4\u8cc7\u6599\u662f\u8003\u53e4\u984c\uff0c\u76ee\u524d\u7684\u6210\u679c\u53ef\u4ee5\u9054\u5230\u4e94\u6210\u5de6\u53f3\u7684\u6b63\u78ba\u7387\uff0c\u96d6\u7136\u4e26\u4e0d\u662f\u5f88\u5b8c\u7f8e\uff0c\u4f46\u8ddf\u778e\u731c\u6bd4\u8d77\u4f86\u53ef\u8aaa\u662f\u597d\u4e0a\u8a31\u591a\u3002<\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cf\u963f\u7b20\u535a\u58eb\u7684\u8b8a\u8072\u5668<\/strong><\/span><\/p>\n<p>\u9664\u4e86\u8b93\u6a5f\u5668\u7406\u89e3\u6587\u53e5\u7684\u5167\u5bb9\uff0c\u66f4\u9032\u4e00\u6b65\u7684\uff0c\u6211\u5011\u6703\u5e0c\u671b\u6a5f\u5668\u4e5f\u80fd\u5617\u8a66\u5275\u4f5c\u3002\u5229\u7528\u751f\u6210\u5c0d\u6297\u7db2\u7d61(Generative Adversarial Network, GAN)\u7684\u6a21\u578b\u4f86\u9032\u884c\u8a13\u7df4\uff0c\u6a5f\u5668\u53ef\u4ee5\u505a\u5230\u6b63\u9762\u3001\u8ca0\u9762\u4e4b\u9593\u6587\u5b57\u98a8\u683c\u8f49\u63db\u7684\u5de5\u4f5c\u3002\u8209\u4f8b\u4f86\u8aaa\uff0c\u7d66\u6a5f\u5668\u4e00\u500b\u8ca0\u9762\u7684\u53e5\u5b50\u300csorry for doing such a horrible thing\u300d\uff0c\u6211\u5011\u6703\u5f97\u5230\u6a5f\u5668\u89ba\u5f97\u6b63\u9762\u7684\u300cthanks for doing a great thing\u300d\u3002<\/p>\n<p>\u9019\u500b\u529f\u80fd\u6709\u6642\u53ef\u4ee5\u8b93\u6211\u5011\u770b\u5230\u4e00\u4e9b\u610f\u6599\u4e4b\u5916\u7684\u8a13\u7df4\u6210\u679c\uff0c\u4f8b\u5982\uff0c\u6a5f\u5668\u6703\u628a\u8ca0\u9762\u8a9e\u53e5\u300c\u80c3\u75bc , \u6c92\u7761\u9192 , \u5404\u7a2e\u4e0d\u8212\u670d\u300d\u8f49\u6210\u6b63\u9762\u8a9e\u53e5\u300c\u751f\u65e5\u5feb\u6a02 , \u7761\u9192 , \u8d85\u7d1a\u8212\u670d\u300d\uff0c\u5c0d\u65bc\u300c\u6211\u809a\u5b50\u75db\u7684\u53b2\u5bb3\u300d\u6a5f\u5668\u7684\u56de\u61c9\u5247\u662f\u300c\u6211\u751f\u65e5\u5feb\u6a02\u53b2\u5bb3\u300d\uff0c\u96d6\u7136\u5c31\u4eba\u985e\u7684\u89d2\u5ea6\u4f86\u770b\u9019\u500b\u300c\u80c3\u75bc\u300d\u3001\u300c\u809a\u5b50\u75db\u300d\u548c\u300c\u751f\u65e5\u5feb\u6a02\u300d\u7684\u98a8\u683c\u8f49\u63db\u53ef\u80fd\u6c92\u4ec0\u9ebc\u9053\u7406\uff0c\u4f46\u6211\u5011\u53ef\u4ee5\u5f97\u5230\u7684\u4e00\u4e9b\u5c0d\u6a5f\u5668\u6709\u8da3\u7684\u7406\u89e3\uff0c\u986f\u7136\u6a5f\u5668\u8a8d\u70ba\u8179\u90e8\u4e0d\u9069\u7684\u76f8\u53cd\u662f\u300c\u751f\u65e5\u5feb\u6a02\u300d\u3002<\/p>\n<p>\u9664\u4e86\u6587\u5b57\u4e0a\u7684\u98a8\u683c\u8f49\u63db\uff0c\u6a5f\u5668\u9084\u80fd\u5920\u6a21\u4eff\u67d0\u500b\u4eba\u7684\u8072\u97f3\u8aaa\u8a71\uff0c\u5c31\u50cf\u67ef\u5357\u88e1\u963f\u7b20\u535a\u58eb\u767c\u660e\u7684\u8774\u8776\u7d50\u8b8a\u8072\u5668\u4e00\u6a23\u3002\u5728\u4ee5\u5f80\uff0c\u8981\u80fd\u6210\u529f\u505a\u5230\u8a9e\u8005\u8f49\u63db\uff0c\u6bd4\u5982\u8aaa\u8b93A\u6a21\u4effB\u8aaa\u8a71\uff0c\u4f60\u5f97\u8981\u5148\u9080\u8acb\u5230A\u672c\u4eba\u5927\u99d5\u5149\u81e8\uff0c\u9304\u88fd\u6703\u9700\u8981\u7528\u5230\u7684\u5b57\u8a5e\u7684\u8072\u97f3\u8a0a\u865f\u518d\u53bb\u91cd\u65b0\u7d44\u5408\uff0c\u73fe\u5728\u6709\u4e86GAN\uff0c\u53ea\u8981\u6709\u5927\u91cfA\u548cB\u7684\u8072\u97f3\u8a0a\u865f\uff0c\u9019\u4e9b\u8072\u97f3\u8a0a\u865f\u4e0d\u9700\u8981\u662f\u540c\u6a23\u7684\u53e5\u5b50\uff0c\u751a\u81f3\u4e0d\u9700\u8981\u662f\u540c\u4e00\u7a2e\u8a9e\u8a00\uff0c\u53ea\u8981\u62ff\u9019\u4e9b\u8072\u97f3\u8a0a\u865f\u53bb\u8a13\u7df4\uff0c\u6a5f\u5668\u5c31\u80fd\u5e6b\u6211\u5011\u9054\u5230\u8a9e\u8005\u8f49\u63db\u7684\u5de5\u4f5c\u3002<\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cf\u5c55\u671b\u672a\u4f86<\/strong><\/span><\/p>\n<p>\u73fe\u5728\u8a9e\u97f3\u8fa8\u8b58\u53ca\u8655\u7406\u7684\u7cfb\u7d71\u770b\u4f3c\u6210\u719f\uff0c\u53ef\u4ee5\u5728\u6bcf\u500b\u4eba\u7684\u624b\u6a5f\u4e0a\u5be6\u73fe\uff0c\u4f46\u5176\u5be6\u591a\u534a\u53ea\u80fd\u9069\u7528\u65bc\u4f7f\u7528\u4eba\u53e3\u8f03\u591a\u7684\u8a9e\u8a00\u3002\u7531\u65bc\u6a5f\u5668\u7684\u8a13\u7df4\u9700\u8981\u5927\u91cf\u8cc7\u6599\uff0c\u4e0d\u50c5\u8981\u6709\u8072\u97f3\u8a0a\u865f\u9084\u8981\u6a19\u8a3b\u6587\u5b57\uff0c\u56e0\u6b64\u4e16\u754c\u4e0a\u591a\u6578\u7684\u8a9e\u8a00\u9084\u6c92\u6709\u597d\u7684\u8fa8\u8b58\u7cfb\u7d71\u3002<\/p>\n<p>\u8981\u70ba\u6bcf\u4e00\u7a2e\u8a9e\u8a00\u90fd\u8490\u96c6\u5927\u91cf\u8cc7\u6599\u662f\u8017\u6642\u8cbb\u529b\u7684\uff0c\u6709\u6c92\u6709\u53ef\u80fd\u8b93\u6a5f\u5668\u5c31\u50cf\u5c0f\u5b30\u5152\u4e00\u6a23\uff0c\u5f88\u81ea\u7136\u5730\u5c31\u80fd\u5f9e\u5927\u91cf\u7684\u8072\u97f3\u8a0a\u865f\u548c\u4e0d\u9700\u8981\u6709\u5c0d\u61c9\u95dc\u4fc2\u7684\u6587\u672c\u53bb\u5b78\u6703\u4e00\u7a2e\u8a9e\u8a00\u5462\uff1f\u9019\u662f\u6709\u53ef\u80fd\u7684\uff0c\u76ee\u524dGAN\u7684\u6210\u679c\u5728\u97f3\u6a19\u8fa8\u8b58\u4e0a\u5df2\u7d93\u53ef\u4ee5\u5c07\u932f\u8aa4\u7387\u964d\u81f3\u56db\u6210\u3002\u5c31\u50cf\u5728\u661f\u969b\u5927\u6230\u88e1\uff0c\u6709\u4e00\u500b\u89d2\u8272\u662f\u7cbe\u901a\u516d\u767e\u842c\u7a2e\u6e9d\u901a\u65b9\u5f0f\u7684\u6a5f\u5668\u4ebaC-3PO\uff0c\u96a8\u8457\u6280\u8853\u9010\u6f38\u9032\u6b65\uff0c\u5728\u672a\u4f86\uff0c\u6216\u8a31\u6211\u5011\u4e5f\u80fd\u6253\u9020\u51fa\u50cfC-3PO\u4e00\u6a23\u7684\u6a5f\u5668\uff0c\u80fd\u8fa8\u8b58\u8655\u7406\u5404\u5730\u7684\u8a9e\u8a00\uff0c\u8b93\u4e0d\u540c\u8a9e\u8a00\u4e4b\u9593\u7684\u4ea4\u6d41\u518d\u4e5f\u6c92\u6709\u969c\u7919\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>--<br \/>\n\u672c\u6587\u6574\u7406\u81ea\uff1a107\/12\/16\u7531\u674e\u5b8f\u6bc5\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=nlE1fkuETDk&amp;index=5&amp;list=PLil-R4o6jmGhGFfNCJ-tAnwmVcBYcGJwJ&amp;t=125s\">\u6a5f\u5668\u80fd\u807d\u61c2\u4eba\u8aaa\u8a71\u55ce\uff1f<\/a>\u300d\u6f14\u8b1b\u5167\u5bb9\u3002<\/strong><\/p>\n<p><iframe src=\"https:\/\/www.youtube.com\/embed\/nlE1fkuETDk\" 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\u5c31\u50cf\u4eba\u985e\u7684\u6587\u5b57\u4e16\u754c\u662f\u7531\u4e00\u500b\u500b\u8a5e\u5f59\u7d44\u6210\u7684\uff0c\u6a5f\u5668\u7684\u5b78\u7fd2\u53ef\u4ee5\u5148\u5f9e\u8a5e\u5f59\u7684\u7406\u89e3\u958b\u59cb\u3002\u4eca\u5929\uff0c\u6211\u5011\u53ef\u4ee5\u5229\u7528Word Embedding\u7684\u6280\u8853\uff0c\u8b93\u6a5f\u5668\u53bb\u95b1\u8b80\u6587\u672c\uff0c\u900f\u904e\u4e0a\u4e0b\u6587\u4e4b\u9593\u7684\u95dc\u4fc2\u4f86\u63a8\u8ad6\u51fa\u6bcf\u500b\u8a5e\u5f59\u4e4b\u9593\u7684\u610f\u7fa9\u3002\u8209\u4f8b\u4f86\u8aaa\uff0c\u5982\u679c\u6a5f\u5668\u5728\u95b1\u8b80\u65b0\u805e\u6642\uff0c\u770b\u5230\u300c\u99ac\u82f1\u4e5d\u5728520\u5ba3\u8a93\u5c31\u8077\u300d\u548c\u300c\u8521\u82f1\u6587\u5728520\u5ba3\u8a93\u5c31\u8077\u300d\u9019\u5169\u500b\u689d\u76ee\uff0c\u90a3\u9ebc\u96d6\u7136\u6c92\u6709\u4eba\u544a\u8a34\u904e\u6a5f\u5668\u300c\u99ac\u82f1\u4e5d\u300d\u8207\u300c\u8521\u82f1\u6587\u300d\u662f\u4ec0\u9ebc\u610f\u601d\uff0c\u4f46\u662f\u6a5f\u5668\u80fd\u63a8\u8ad6\u51fa\u9019\u5169\u500b\u8a5e\u5728\u67d0\u7a2e\u7a0b\u5ea6\u4e0a\u662f\u76f8\u95dc\u7684\uff0c\u56e0\u6b64\u5982\u679c\u6211\u5011\u8b93\u6a5f\u5668\u8b80\u8d8a\u591a\u7684\u66f8\uff0c\u6a5f\u5668\u5c31\u8d8a\u80fd\u7406\u89e3\u9019\u4e9b\u8a5e\u5f59\u4e4b\u9593\u7684\u95dc\u4fc2\uff0c\u731c\u51fa\u4ed6\u5011\u4ee3\u8868\u4ec0\u9ebc\u610f\u601d\u3002<\/p>\n","protected":false},"author":20,"featured_media":33489,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3293,3992],"tags":[3006,4072,4139,71,4073],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2019\/01\/20-6-32.jpg","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/33486"}],"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=33486"}],"version-history":[{"count":5,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/33486\/revisions"}],"predecessor-version":[{"id":33650,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/33486\/revisions\/33650"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/33489"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=33486"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=33486"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=33486"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}