{"id":26340,"date":"2016-12-13T00:27:45","date_gmt":"2016-12-12T16:27:45","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=26340"},"modified":"2018-08-03T15:30:24","modified_gmt":"2018-08-03T07:30:24","slug":"%e6%a9%9f%e5%99%a8%e5%ad%b8%e7%bf%92%e8%88%87%e4%ba%ba%e5%b7%a5%e7%a5%9e%e7%b6%93%e7%b6%b2%e8%b7%af%e4%ba%8c%ef%bc%9a%e6%b7%b1%e5%ba%a6%e5%ad%b8%e7%bf%92deep-learning","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=26340","title":{"rendered":"\u6a5f\u5668\u5b78\u7fd2\u8207\u4eba\u5de5\u795e\u7d93\u7db2\u8def(\u4e8c)\uff1a\u6df1\u5ea6\u5b78\u7fd2(Deep Learning)"},"content":{"rendered":"<figure id=\"attachment_26341\" aria-describedby=\"caption-attachment-26341\" style=\"width: 700px\" class=\"wp-caption aligncenter\"><img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-26341\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2016\/12\/front.jpg\" alt=\"(Source: Zapp2Photo from Shutterstock)\" width=\"700\" height=\"486\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2016\/12\/front.jpg 980w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2016\/12\/front-600x416.jpg 600w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2016\/12\/front-800x555.jpg 800w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption id=\"caption-attachment-26341\" class=\"wp-caption-text\">(Source: Zapp2Photo from Shutterstock)<\/figcaption><\/figure>\n<p><span style=\"color: #333399;\"><strong>\u25a0\u6230\u52dd\u570d\u68cb\u4e5d\u6bb5\u7684 Google AlphaGo \u6b63\u662f\u4ee5\u6df1\u5ea6\u5b78\u7fd2\u4f5c\u70ba\u6838\u5fc3\u3002\u6bd4\u8d77\u4e00\u822c\u7684\u6a5f\u5668\u5b78\u7fd2\uff0c\u6df1\u5ea6\u5b78\u7fd2\u662f\u5982\u4f55\u6709\u6df1\u5ea6\u5462\uff1f<\/strong><\/span><\/p>\n<p><strong>\u64b0\u6587\uff5c<\/strong>\u9673\u5955\u5ef7<\/p>\n<p>ImageNet \u662f\u4e00\u500b\u81f4\u529b\u63a8\u52d5\u96fb\u8166\u8996\u89ba (Computer Vision) \u76f8\u95dc\u7814\u7a76\u7684\u7d44\u7e54\uff0c\u5176\u6536\u9304\u4e86\u5343\u842c\u5f35\u7167\u7247\uff0c\u6bcf\u4e00\u5f35\u90fd\u624b\u52d5\u6a19\u660e\u7167\u7247\u5167\u7684\u7269\u54c1\u3002ImageNet \u6bcf\u5e74\u90fd\u8209\u8fa6\u5f71\u50cf\u8fa8\u8b58\u7af6\u8cfd\uff0c\u4f86\u81ea\u5404\u570b\u5b78\u754c\u548c\u696d\u754c\u7684\u5718\u968a\u5728\u5176\u4e2d\u4e00\u8f03\u9ad8\u4e0b\uff0c\u770b\u8ab0\u7684\u4eba\u5de5\u667a\u6167\u6700\u80fd\u6e96\u78ba\u5730\u6a19\u8a3b\u7167\u7247\u30022012 \u5e74\u4e4b\u524d\uff0c\u4e3b\u5bb0\u6392\u884c\u699c\u7684\u5718\u968a\u4e3b\u8981\u90fd\u662f\u4f7f\u7528\u7d93\u5178\u7684\u5f71\u50cf\u8655\u7406\u65b9\u6cd5\uff0c\u5206\u6790\u4e26\u6bd4\u8f03\u7167\u7247\u4e2d\u7684\u67d0\u4e9b\u7279\u5fb5\u30022012 \u5e74\uff0c\u4f86\u81ea\u52a0\u62ff\u5927\u7684\u5718\u968a\u63a1\u7528\u300c\u6df1\u5ea6\u5b78\u7fd2\u300d\uff0c\u5c07\u932f\u8aa4\u7387\u5f9e 26% \u5927\u5e45\u4e0b\u62c9\u81f3 16% [\u53c31]\uff0c\u6210\u70ba\u7576\u5e74\u51a0\u8ecd\u3002\u50cf\u4e00\u9663\u65cb\u98a8\u4e00\u6a23\uff0c\u5f9e\u6b64\u5927\u90e8\u5206\u7684\u5718\u968a\u6539\u7528\u6df1\u5ea6\u5b78\u7fd2\u3002\u5982\u4eca\uff0c\u6df1\u5ea6\u5b78\u7fd2\u7de0\u9020\u4e86 3.6% \u7684\u4f73\u7e3e\uff0c\u751a\u81f3\u6bd4\u4eba\u8166\u7684\u8fa8\u8b58\u7387\u9084\u8981\u9ad8\uff01<!--more--><\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cf\u6df1\u5ea6\u5b78\u7fd2(Deep Learning)<\/strong><strong>\u662f\u4ec0\u9ebc\uff1f<\/strong><\/span><\/p>\n<p>\u5ee3\u6cdb\u5730\u8aaa\uff0c\u6df1\u5ea6\u5b78\u7fd2\u662f\u6307\u5177\u6709\u5c64\u6b21\u6027\u7684\u6a5f\u5668\u5b78\u7fd2\u6cd5\uff0c\u80fd\u900f\u904e\u5c64\u5c64\u8655\u7406\u5c07\u5927\u91cf\u7121\u5e8f\u7684\u8a0a\u865f\u6f38\u6f38\u8f49\u70ba\u6709\u7528\u7684\u8cc7\u8a0a\u4e26\u89e3\u6c7a\u554f\u984c\u3002\u4f46\u901a\u5e38\u63d0\u5230\u6df1\u5ea6\u5b78\u7fd2\uff0c\u4eba\u5011\u6307\u7684\u662f\u4e00\u7a2e\u7279\u5b9a\u7684\u6a5f\u5668\u5b78\u7fd2\u6cd5\u2500\u300c\u6df1\u5ea6\u795e\u7d93\u7db2\u8def\u300d(Deep Neural Network)\u3002<\/p>\n<p>\u5728\u540c\u7cfb\u5217\u7684\u6587\u7ae0\u6211\u5011<a href=\"http:\/\/case.ntu.edu.tw\/blog\/?p=26248\" target=\"_blank\" rel=\"noopener noreferrer\">\u66fe\u7d93\u4ecb\u7d39\u904e\u4eba\u5de5\u795e\u7d93\u7db2\u8def<\/a>\u53ca\u5176\u539f\u7406\uff0c\u5b83\u5305\u542b\u8a31\u591a\u795e\u7d93\u5143\uff0c\u6709\u4e9b\u8ca0\u8cac\u63a5\u53d7\u8cc7\u6599\uff0c\u6709\u4e9b\u8ca0\u8cac\u50b3\u905e\u8cc7\u6599\u3002<a href=\"http:\/\/case.ntu.edu.tw\/blog\/?p=26248\" target=\"_blank\" rel=\"noopener noreferrer\">\u4ee5\u624b\u5beb\u6578\u5b57\u8fa8\u8b58\u70ba\u4f8b<\/a>\uff0c\u9019\u500b\u795e\u7d93\u7db2\u8def\u5305\u542b\u4e09\u5c64\u795e\u7d93\u5143\uff0c\u9664\u4e86\u8f38\u5165\u548c\u8f38\u51fa\u5c64\u5916\uff0c\u4e2d\u9593\u6709\u4e00\u5c64\u96b1\u85cf\u5c64(\u610f\u6307\u4e0d\u53c3\u8207\u8f38\u5165\u6216\u8f38\u51fa\uff0c\u96b1\u85cf\u65bc\u5167\u90e8)\uff0c\u50b3\u905e\u4e26\u8655\u7406\u8cc7\u6599\u3002\u5176\u5be6\uff0c\u96b1\u85cf\u5c64\u53ef\u4ee5\u6709\u4e00\u5c64\u4ee5\u4e0a\uff0c\u800c\u8907\u6578\u500b\u96b1\u85cf\u5c64\u7684\u795e\u7d93\u7db2\u8def\u901a\u5e38\u88ab\u7a31\u70ba\u6df1\u5ea6\u795e\u7d93\u7db2\u8def [\u8a3b1]\u3002\u5716\u4e00B\u662f\u4e00\u500b\u6df1\u5ea6\u795e\u7d93\u7db2\u8def\u793a\u610f\u5716\uff0c\u4e5f\u8a31\u53ea\u6709\u5169\u500b\u96b1\u85cf\u5c64\u770b\u8d77\u4e26\u6c92\u6709\u5f88\u6df1\uff0c\u4f46\u5728\u5be6\u52d9\u4e0a\u795e\u7d93\u7db2\u8def\u53ef\u4ee5\u9ad8\u9054\u6578\u5341\u5c64\u81f3\u6578\u767e\u5c64\uff0c\u975e\u5e38\u5177\u6709\u300c\u6df1\u5ea6\u300d\u3002<\/p>\n<figure id=\"attachment_26343\" aria-describedby=\"caption-attachment-26343\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><a href=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2016\/12\/Fig1.png\"><img decoding=\"async\" class=\"wp-image-26343\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2016\/12\/Fig1.png\" alt=\"\u5716\u4e00\uff1aA. \u300c\u6dfa\u300d\u795e\u7d93\u7db2\u8def\uff0c\u53ea\u6709\u4e00\u5c64\u96b1\u85cf\u5c64\u3002B.\u6df1\u5ea6\u795e\u7d93\u7db2\u8def\uff0c\u6709\u5169\u5c64\u96b1\u85cf\u5c64\u3002(\u5716\u7247\u4f86\u6e90: Stanford Deep Learning Lab)\" width=\"600\" height=\"178\"><\/a><figcaption id=\"caption-attachment-26343\" class=\"wp-caption-text\">\u5716\u4e00\uff1aA. \u300c\u6dfa\u300d\u795e\u7d93\u7db2\u8def\uff0c\u53ea\u6709\u4e00\u5c64\u96b1\u85cf\u5c64\u3002B.\u6df1\u5ea6\u795e\u7d93\u7db2\u8def\uff0c\u6709\u5169\u5c64\u96b1\u85cf\u5c64\u3002(\u5716\u7247\u4f86\u6e90: Stanford Deep Learning Lab)<\/figcaption><\/figure>\n<p><span style=\"color: #008080;\"><strong>\u25cf\u70ba\u4ec0\u9ebc\u9700\u8981\u6df1\u5ea6\uff1f<\/strong><\/span><\/p>\n<p>\u5f9e<a href=\"http:\/\/case.ntu.edu.tw\/blog\/?p=26248\">\u624b\u5beb\u6578\u5b57\u8fa8\u8b58\u7684\u4f8b\u5b50<\/a>\u4e2d\uff0c\u6211\u5011\u63d0\u5230\u7684\u4e00\u500b\u55ae\u4e00\u96b1\u85cf\u5c64\u7684\u7c21\u55ae\u795e\u7d93\u7db2\u8def\u5c31\u80fd\u9054\u523097%\u4ee5\u4e0a\u7684\u6e96\u78ba\u7387\uff0c\u82e5\u52a0\u4ee5\u6539\u9032\uff0c\u751a\u81f3\u80fd\u9054\u523099%\u4ee5\u4e0a [\u53c32]\u3002\u70ba\u4f55\u8fa8\u8b58\u7167\u7247\u7d93\u904e\u591a\u5e74\u7684\u52aa\u529b\u9084\u662f\u53ea\u6709\u63a5\u8fd197%\u7684\u6b63\u78ba\u7387\u5462\uff1f\u9996\u5148\uff0c\u76f8\u8f03\u65bc\u53ea\u670928*28\u500b\u50cf\u7d20\u7684\u624b\u5beb\u6578\u5b57\uff0c\u7167\u7247\u901a\u5e38\u6709500*500\u500b\u50cf\u7d20\u3002\u518d\u8005\uff0c\u624b\u5beb\u6578\u5b57\u4e2d\u6bcf\u500b\u50cf\u7d20\u53ea\u67090\u548c1\u5169\u7a2e\u53ef\u80fd\uff0c\u4f46\u7167\u7247\u537b\u6709256\u7a2e\uff0c\u800c\u4e14RGB\u4e09\u8272\u90fd\u9700\u8981\u9019\u9ebc\u591a\u3002\u6700\u5f8c\uff0c\u6578\u5b57\u53ea\u67090\u52309\u517110\u7a2e\u53ef\u80fd\u6027\uff0c\u800c\u7167\u7247\u88e1\u9762\u7684\u7269\u54c1\u53ef\u4ee5\u662f\u4efb\u610f\u7684\uff0c\u5e7e\u4e4e\u6709\u7121\u9650\u591a\u7684\u53ef\u80fd\u6027\u3002\u4e0d\u7ba1\u662f\u8f38\u5165\u6216\u662f\u8f38\u51fa\uff0c\u8b8a\u6578\u90fd\u5de8\u5927\u8a31\u591a\uff0c\u4e5f\u56e0\u6b64\uff0c\u6211\u5011\u9700\u8981\u5c3a\u5ea6\u66f4\u5927\u7684\u795e\u7d93\u7db2\u8def\u3002<\/p>\n<p>\u5c3a\u5ea6\u8d8a\u5927\uff0c\u4ee3\u8868\u7684\u662f\u795e\u7d93\u7db2\u8def\u4e2d\u7684\u795e\u7d93\u5143\u9700\u8981\u66f4\u591a\uff0c\u4f46\u4e0d\u4e00\u5b9a\u4ee3\u8868\u9700\u8981\u66f4\u6df1\u7684\u7db2\u8def\u3002\u540c\u6a23100\u500b\u795e\u7d93\u5143\uff0c\u6211\u5011\u53ef\u4ee5\u5c07\u5b83\u5206\u70ba1\u5c64100\u500b\u795e\u7d93\u5143\uff0c\u4e5f\u53ef\u4ee5\u5206\u621010\u5c6410\u500b\u795e\u7d93\u5143\u3002\u79d1\u5b78\u5bb6\u66fe\u505a\u904e\u5be6\u9a57\uff0c\u5728\u4e00\u500b\u8a9e\u97f3\u8fa8\u8b58\u7684\u6e2c\u9a57\u4e2d\uff0c\u7121\u8ad6\u662f\u6dfa\u7684\u6216\u6df1\u5ea6\u795e\u7d93\u7db2\u8def\uff0c\u8fa8\u8b58\u7387\u90fd\u96a8\u8457\u795e\u7d93\u5143\u6578\u76ee\u7684\u589e\u52a0\u800c\u6210\u9577\u3002\u4f46\u662f\u5728\u76f8\u540c\u6578\u76ee\u7684\u795e\u7d93\u5143\u6642\uff0c\u6df1\u5ea6\u795e\u7d93\u7db2\u8def\u7684\u8868\u73fe\u7e3d\u662f\u6bd4\u8f03\u597d [\u53c33]\uff0c\u56e0\u6b64\u7372\u5f97\u5ee3\u6cdb\u61c9\u7528\u3002<\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cf\u6df1\u5ea6\u5b78\u7fd2\u80cc\u5f8c\u7684\u7955\u5bc6<\/strong><\/span><\/p>\n<p>\u5176\u5be6\uff0c\u6578\u5b78\u4e0a\u53ef\u4ee5\u8b49\u660e\uff0c\u5982\u679c\u6211\u5011\u6709\u7121\u9650\u591a\u500b\u795e\u7d93\u5143\uff0c\u4efb\u4f55\u6df1\u5ea6\u795e\u7d93\u7db2\u8def\u90fd\u53ef\u4ee5\u7b49\u6548\u65bc\u4e00\u500b\u55ae\u5c64\u7684\u795e\u7d93\u7db2\u8def\u3002\u4f46\u4f60\u6211\u90fd\u77e5\u9053\uff0c\u73fe\u5be6\u4e16\u754c\u4e2d\u4e0d\u5b58\u5728\u300c\u7121\u9650\u300d\u500b<\/p>\n<p>\u795e\u7d93\u5143\u3002\u5be6\u52d9\u4e0a\uff0c\u795e\u7d93\u5143\u8d8a\u5c11\u8d8a\u80fd\u964d\u5730\u8a08\u7b97\u6210\u672c\uff0c\u800c\u6df1\u5ea6\u5b78\u7fd2\u80fd\u5728\u9019\u4e00\u9ede\u4e0a\u5e6b\u52a9\u6211\u5011\u3002<\/p>\n<p>\u8a31\u591a\u6578\u5b78\u5bb6\u66fe\u5617\u8a66\u89e3\u91cb\u70ba\u4ec0\u9ebc\u591a\u5c64\u901a\u5e38\u6bd4\u55ae\u5c64\u597d\uff0c\u81f3\u4eca\u4ecd\u6c92\u6709\u5b9a\u8ad6\u3002\u7f8e\u570b\u54c8\u4f5b\u5927\u5b78\u548c\u9ebb\u7701\u7406\u5de5\u5b78\u9662\u7269\u7406\u7cfb\u6559\u6388 Henry Lin \u53ca Max Tegmark \u63d0\u51fa\u4e00\u500b\u731c\u60f3 [\u53c34]\uff0c\u8a8d\u70ba\u9019\u548c\u5c0d\u7a31\u6027\u8207\u7d50\u69cb\u6027\u6709\u95dc\u3002\u5927\u81ea\u7136\u5145\u6eff\u8457\u7d50\u69cb\u6027\uff1a\u6b77\u53f2\u7531\u4eba\u69cb\u6210\uff0c\u4eba\u7531\u7d30\u80de\u7d44\u6210\uff0c\u7d30\u80de\u7531\u539f\u5b50\u7d44\u6210\u3002\u5728\u6bcf\u4e00\u500b\u968e\u7d1a\u90fd\u6709\u4e0d\u540c\u7684\u7279\u5fb5\uff0c\u9700\u8981\u4e0d\u540c\u7684\u7406\u8ad6\u4f86\u63cf\u8ff0\u3002\u5c31\u50cf\u5118\u7ba1\u6211\u5011\u627e\u51fa\u7269\u7406\u4e2d\u7684\u5927\u7d71\u4e00\u7406\u8ad6\uff0c\u4ecd\u4e0d\u80fd\u7528\u6b64\u89e3\u91cb\u5ddd\u666e\u70ba\u4ec0\u9ebc\u6703\u7576\u9078\uff0c\u800c\u662f\u9700\u8981\u653f\u6cbb\u5b78\u548c\u793e\u6703\u5b78\u3002<\/p>\n<p>\u55ae\u5c64\u7db2\u8def\u5c31\u50cf\u5927\u7d71\u4e00\u7406\u8ad6\uff0c\u6df1\u5ea6\u7d50\u69cb\u5c31\u50cf\u73fe\u6709\u7684\u5b78\u79d1\u67b6\u69cb\u3002\u5927\u81ea\u7136\u4e5f\u5145\u6eff\u8457\u5c0d\u7a31\u6027\uff0c\u4f8b\u5982\u5728\u8fa8\u8b58\u4eba\u81c9\u6642\uff0c\u53ef\u4ee5\u5229\u7528\u4eba\u7684\u5de6\u53f3\u5c0d\u7a31\u3002\u5728\u55ae\u5c64\u7684\u795e\u7d93\u7db2\u8def\uff0c\u5de6\u773c\u548c\u53f3\u773c\u6703\u88ab\u7576\u4f5c\u4e0d\u76f8\u5e72\u7684\u6771\u897f\u5206\u958b\u8655\u7406\u3002\u4f46\u5728\u6df1\u5ea6\u5b78\u7fd2\u4e2d\uff0c\u795e\u7d93\u7db2\u8def\u53ef\u80fd\u5c31\u4ee5\u773c\u775b\u4f5c\u70ba\u4e00\u500b\u7279\u5fb5\u4f86\u6bd4\u8f03\uff0c\u5927\u5927\u7c21\u5316\u8a08\u7b97\u7684\u8907\u96dc\u5ea6\u3002\u9019\u5169\u4f4d\u6559\u6388\u8a8d\u70ba\uff0c\u6df1\u5ea6\u5b78\u7fd2\u56e0\u70ba\u5177\u6709\u9019\u4e9b\u7279\u8cea(\u5716\u4e8c)\uff0c\u76f8\u8f03\u65bc\u55ae\u5c64\u7d50\u69cb\u662f\u4e00\u500b\u6bd4\u8f03\u63a5\u8fd1\u81ea\u7136\u7684\u7d50\u69cb\uff0c\u6240\u4ee5\u8868\u73fe\u512a\u826f\u3002<\/p>\n<p><figure id=\"attachment_26344\" aria-describedby=\"caption-attachment-26344\" style=\"width: 616px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"size-full wp-image-26344\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2016\/12\/Fig2.jpg\" alt=\"\u5716\u4e8c\uff1a\u5728\u4eba\u81c9\u8fa8\u8b58\u4e2d\u6df1\u5ea6\u5b78\u7fd2\u5c55\u73fe\u4e86\u7d50\u69cb\u6027\u3002 (\u4f86\u6e90:\u53c3\u8003\u8cc7\u6599[5])\" width=\"616\" height=\"506\"><figcaption id=\"caption-attachment-26344\" class=\"wp-caption-text\">\u5716\u4e8c\uff1a\u5728\u4eba\u81c9\u8fa8\u8b58\u4e2d\u6df1\u5ea6\u5b78\u7fd2\u5c55\u73fe\u4e86\u7d50\u69cb\u6027\u3002 (\u4f86\u6e90:\u53c3\u8003\u8cc7\u6599[5])<\/figcaption><\/figure>\u6df1\u5ea6\u5b78\u7fd2\u662f\u5177\u6709\u591a\u5c64\u7d50\u69cb\u7684\u4eba\u5de5\u795e\u7d93\u7db2\u8def\uff0c\u9664\u4e86\u8a9e\u97f3\u548c\u5f71\u50cf\u8fa8\u8b58\u4e4b\u5916\uff0c\u5df2\u88ab\u5ee3\u6cdb\u904b\u7528\u5728\u6587\u5b57\u7ffb\u8b6f\u3001\u7dda\u4e0a\u5ee3\u544a\u3001\u63a8\u85a6\u7cfb\u7d71\u2026\u2026\u7b49\u3002\u5e7e\u500b\u6708\u524d\u6230\u52dd\u97d3\u570b\u570d\u68cb\u5927\u5e2b\u674e\u4e16\u77f3\u7684 Google AlphaGo \u4e5f\u904b\u7528\u4e86\u6df1\u5ea6\u5b78\u7fd2\u3002\u6211\u5011\u4e4b\u5f8c\u6703\u8a0e\u8ad6\u5230 Google AlphaGo \u4e2d\u4f7f\u7528\u7684\u4eba\u5de5\u795e\u7d93\u7db2\u8def\u76f8\u95dc\u6280\u8853\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>[\u8a3b1]<\/strong> \u6df1\u5ea6\u5b78\u7fd2\u9700\u8981\u7684\u96b1\u85cf\u5c64\u6578\u76ee\u56e0\u4eba\u800c\u7570\uff0c\u4e26\u6c92\u6709\u56b4\u683c\u7684\u5b9a\u7fa9\u3002\u6709\u4e9b\u4eba\u8a8d\u70ba\u5341\u5c64\u624d\u7b97\u662f\u6df1\u5ea6\u5b78\u7fd2\uff1b\u6709\u4e9b\u4eba\u8a8d\u70ba\u4e00\u5c64\u5c31\u7b97\u662f\u6df1\u5ea6\u5b78\u7fd2\u3002<\/p>\n<p><strong>\u53c3\u8003\u8cc7\u6599\uff1a<\/strong><\/p>\n<ol>\n<li>Olga Russakovsky et al., ImageNet Large Scale Visual Recognition Challenge, Int J Comput Vis (2015) 115:211\u2013252<\/li>\n<li>Michael A. Nielsen, Neural Networks and Deep Learning, Determination Press, (2015)<\/li>\n<li>Frank Seide et al., Conversational Speech Transcription Using Context-Dependent Deep Neural Networks, Interspeech (2011)<\/li>\n<li>Henry W. Lin et al., Why does deep and cheap learning work so well?, arXiv:1608.08225 (2016)<\/li>\n<li>Rene Meyer, Deep Learning Smarts Up Your Smart Phone, AMAX (2015)<\/li>\n<\/ol>\n<p><span style=\"color: #333399;\">--<\/span><br \/>\n<span style=\"color: #333399;\"><strong>\u4f5c\u8005\uff1a\u9673\u5955\u5ef7\uff0c\u53f0\u5927\u7269\u7406\u7cfb\u5b78\u58eb\uff0c\u53f2\u4e39\u4f5b\u5927\u5b78\u61c9\u7528\u7269\u7406\u7cfb\u535a\u58eb\u73ed\u5c31\u8b80\u4e2d\u3002<wbr>\u5c0d\u5404\u9818\u57df\u7684\u79d1\u5b78\u90fd\u975e\u5e38\u597d\u5947\uff0c\u6b61\u8fce\u4e92\u76f8\u4ea4\u6d41\u3002<\/strong><\/span><\/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\u6230\u52dd\u570d\u68cb\u4e5d\u6bb5\u7684 Google AlphaGo \u6b63\u662f\u4ee5\u6df1\u5ea6\u5b78\u7fd2\u4f5c\u70ba\u6838\u5fc3\u3002\u6bd4\u8d77\u4e00\u822c\u7684\u6a5f\u5668\u5b78\u7fd2\uff0c\u6df1\u5ea6\u5b78\u7fd2\u662f\u5982\u4f55\u6709\u6df1\u5ea6\u5462\uff1f\u5ee3\u6cdb\u5730\u8aaa\uff0c\u6df1\u5ea6\u5b78\u7fd2\u662f\u6307\u5177\u6709\u5c64\u6b21\u6027\u7684\u6a5f\u5668\u5b78\u7fd2\u6cd5\uff0c\u80fd\u900f\u904e\u5c64\u5c64\u8655\u7406\u5c07\u5927\u91cf\u7121\u5e8f\u7684\u8a0a\u865f\u6f38\u6f38\u8f49\u70ba\u6709\u7528\u7684\u8cc7\u8a0a\u4e26\u89e3\u6c7a\u554f\u984c\u3002\u4f46\u901a\u5e38\u63d0\u5230\u6df1\u5ea6\u5b78\u7fd2\uff0c\u4eba\u5011\u6307\u7684\u662f\u4e00\u7a2e\u7279\u5b9a\u7684\u6a5f\u5668\u5b78\u7fd2\u6cd5\u2500\u300c\u6df1\u5ea6\u795e\u7d93\u7db2\u8def\u300d(Deep Neural Network)\u3002<\/p>\n","protected":false},"author":20,"featured_media":26341,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3772,1023,3293],"tags":[3008,3033,3006,3007,792,3032],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2016\/12\/front.jpg","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/26340"}],"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=26340"}],"version-history":[{"count":5,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/26340\/revisions"}],"predecessor-version":[{"id":32723,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/26340\/revisions\/32723"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/26341"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=26340"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=26340"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=26340"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}