

{"id":37710,"date":"2021-06-18T00:00:18","date_gmt":"2021-06-17T16:00:18","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=37710"},"modified":"2021-12-07T11:48:54","modified_gmt":"2021-12-07T03:48:54","slug":"%e5%9c%a8%e6%b7%b1%e5%ba%a6%e5%ad%b8%e7%bf%92%e4%b9%8b%e5%89%8d-%e5%85%85%e6%bb%bf%e6%97%a5%e6%9c%ac%e8%81%b7%e4%ba%ba%e7%b2%be%e7%a5%9e%e7%9a%84%e9%9b%bb%e8%85%a6%e8%a6%96%e8%a6%baai","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=37710","title":{"rendered":"\u5728\u6df1\u5ea6\u5b78\u7fd2\u4e4b\u524d \u5145\u6eff\u65e5\u672c\u8077\u4eba\u7cbe\u795e\u7684\u96fb\u8166\u8996\u89baAI"},"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\/2021\/06\/Bakery-ai.png\" alt=\"\u5728\u6df1\u5ea6\u5b78\u7fd2\u4e4b\u524d \u5145\u6eff\u65e5\u672c\u8077\u4eba\u7cbe\u795e\u7684\u96fb\u8166\u8996\u89baAI\" width=\"500\" height=\"333\" \/><\/div>\n<\/div>\n<div class=\"entry clr\">\n<div class=\"pf-content\">\n<p><strong>\u7de8\u8b6f\uff0f\u6c5f\u5f65\u6210\u3001\u9ec3\u601d\u9f4a<\/strong><\/p>\n<div class=\"fluid-width-video-wrapper\">\n<div class=\"fitvids-video\"><iframe width=\"800\" height=\"450\" src=\"https:\/\/www.youtube.com\/embed\/vTwxKXokVB8?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen><\/iframe><\/div>\n<\/div>\n<p><strong>\u96fb\u8166\u8996\u89ba\u7684\u6f2b\u6f2b\u9577\u8def<\/strong><\/p>\n<p>\u5716\u50cf\u8fa8\u8b58\u4e00\u76f4\u662fAI\u7684\u4e00\u5927\u6311\u6230\uff0c\u56e0\u70ba\u4eba\u985e\u7684\u8996\u89ba\u8a8d\u77e5\u904e\u7a0b\u76f8\u7576\u8907\u96dc\u3002\u5728\u6211\u5beb\u9019\u7bc7\u6587\u7ae0\u6642\uff0c\u6211\u684c\u4e0a\u6709\u7e8f\u7d50\u7684\u8033\u6a5f\u7dda\u3001\u5916\u5e36\u5496\u5561\u7684\u534a\u900f\u660e\u676f\u84cb\uff0c\u9084\u6709\u4e00\u4e9b\u6ef4\u843d\u7684\u6c34\u6f2c\uff0c\u5716\u50cf\u7d93\u904e\u8996\u89ba\u795e\u7d93\u9032\u5165\u5927\u8166\u7684\u8907\u96dc\u8996\u89ba\u76ae\u5c64\uff0c\u89e3\u6790\u51fa\u6709\u610f\u7fa9\u7684\u8cc7\u8a0a\u3002\u5c0d\u65bc\u96fb\u8166\u4f86\u8aaa\uff0c\u8981\u80fd\u5f9e\u9019\u4e00\u5927\u5718\u8cc7\u8a0a\u4e2d\u770b\u51fa\u8907\u96dc\u7684\u578b\u614b\u3001\u5149\u5f71\u548c\u984f\u8272\u5e7e\u4e4e\u662f\u4e0d\u53ef\u80fd\u7684\u3002<\/p>\n<p>\u76f4\u5230\u6700\u8fd1\uff0c\u96fb\u8166\u624d\u5b78\u6703\u600e\u9ebc\u300c\u770b\u300d\u30022012\u5e74\uff0c\u96fb\u8166\u79d1\u5b78\u5bb6Alex Krizhevsky\u767c\u5e03\u4e86AlexNet\uff0c\u4e26\u5728\u8a72\u5e74\u7684ImageNet\u8996\u89ba\u8fa8\u8b58\u5927\u8cfd\u4e2d\uff0c\u4ee515.3%\u7684\u4f4e\u932f\u8aa4\u7387\u7372\u52dd\u3002AlexNet\u662f\u4e00\u500b\u6210\u719f\u7684\u6df1\u5ea6\u795e\u7d93\u7db2\u8def\uff0c\u5b83\u6a21\u64ec\u4e86\u4eba\u985e\u8996\u89ba\u795e\u7d93\u5143\u904b\u4f5c\u7684\u904e\u7a0b\uff1a\u7576\u96fb\u8166\u300c\u770b\u300d\u8457\u65b0\u7684\u5716\u50cf\u6642\uff0c\u5148\u6ce8\u610f\u5230\u62bd\u8c61\u7279\u5fb5\uff08\u6bd4\u5982\u8f2a\u5ed3\u6216\u9670\u5f71\uff09\uff0c\u518d\u4e00\u5c64\u4e00\u5c64\u5730\u5efa\u69cb\u51fa\u5982\u5f62\u72c0\u7b49\u8907\u96dc\u8a0a\u606f\u3002\u5728\u6df1\u5ea6\u5b78\u7fd2\u904e\u7a0b\u4e2d\uff0cAlexNet\u9700\u8981\u4e0d\u65b7\u5730\u5047\u8a2d\u4e0d\u540c\u7279\u5fb5\u4e4b\u9593\u7684\u95dc\u4fc2\uff0c\u8abf\u6574\u53c3\u6578\u3001\u6301\u7e8c\u8fed\u4ee3\uff0c\u76f4\u5230\u8f38\u51fa\u7684\u7d50\u679c\u7b26\u5408\u7814\u7a76\u4eba\u54e1\u7684\u671f\u5f85\u3002<\/p>\n<p>\u6df1\u5ea6\u5b78\u7fd2\u5df2\u5b58\u5728\u4e86\u8a31\u591a\u5e74\uff0c\u4f46AlexNet\u85c9\u7531GPU\uff08\u5716\u50cf\u8655\u7406\u5668\uff0cGraphic Processing Unit\uff09\u548cCNN\uff08\u5377\u7a4d\u795e\u7d93\u7db2\u8def\uff0cConvolutional Neural Network\uff09\u5de7\u5999\u5730\u964d\u4f4e\u5be6\u73fe\u8a72\u7406\u8ad6\u7684\u9580\u6abb\u3002\u7d50\u679c\u8b49\u660eKrizhevsky\u7684\u7b56\u7565\u76f8\u7576\u6210\u529f\uff0c\u73fe\u5728\u5e7e\u4e4e\u6240\u6709\u6d88\u8cbb\u8005\u8033\u719f\u80fd\u8a73\u7684AI\u7cfb\u7d71\uff0c\u4f8b\u5982Siri\u3001AlphaGo\u3001Google Translate\uff0c\u90fd\u662f\u6df1\u5ea6\u5b78\u7fd2\u7684\u5177\u9ad4\u6210\u679c\u3002\u300c\u6df1\u5ea6\u5b78\u7fd2\u300d\u513c\u7136\u6210\u70ba\u300c\u96fb\u8166\u8996\u89ba\u300d\u7684\u540c\u7fa9\u8a5e\uff0c\u4f46\u662f\u662f\u552f\u4e00\u7684\u4e00\u689d\u8def\u55ce\uff1f<\/p>\n<p>\u6545\u4e8b\u5f97\u5f9e\u897f\u8107\u9019\u5ea7\u5c0f\u93ae\u8aaa\u8d77\u2026\u2026<\/p>\n<p><strong>\u5c0f\u93ae\u5275\u696d\u6545\u4e8b<\/strong><\/p>\n<p>\u897f\u8107\u5e02\u4f4d\u65bc\u65e5\u672c\u7684\u5730\u7406\u4e2d\u5fc3\uff0c\u662f\u4e00\u5ea7\u88ab\u5c71\u6797\u548c\u7a3b\u7530\u74b0\u7e5e\u7684\u5c0f\u93ae\u3002\u51fa\u751f\u65bc\u6b64\u7684\u5ca1\u90e8\u4e45\u5fd7\u539f\u672c\u8a08\u756b\u7e7c\u627f\u7236\u89aa\u7684\u6728\u5de5\u751f\u610f\uff0c\u4f46\u6771\u4eac\u5927\u5b78\u7562\u696d\u5f8c\uff0c\u537b\u52a0\u5165\u4e86\u677e\u4e0b\u96fb\u5de5 \uff08Matsushita Electric Works\uff0c\u4e5f\u5c31\u662f\u5f8c\u4f86\u7684Panasonic\uff09\uff0c\u958b\u555f\u5c0d\u6a5f\u5668\u548c\u6f14\u7b97\u6cd5\u7684\u8208\u8da3\u3002\u4e4b\u5f8c\u4ed6\u56de\u5230\u5bb6\u9109\uff0c\u5f9e\u4e00\u958b\u59cb\u70baNHK\uff08\u65e5\u672c\u5ee3\u64ad\u5354\u6703\uff09\u8a2d\u8a08\u8f49\u64ad\u8077\u68d2\u6642\u4f7f\u7528\u7684\u6bd4\u6578\u986f\u793a\u7cfb\u7d71\uff0c\u5230\u81ea\u884c\u958b\u767c\u7684\u7e54\u54c1\u8a2d\u8a08\u8f14\u52a9\u7a0b\u5f0f\u53d7\u5230\u4e09\u83f1\u7e54\u54c1\u90e8\u7684\u9752\u775e\uff0c\u6700\u7d42\u6210\u7acb\u4e86\u81ea\u5df1\u7684\u79d1\u6280\u516c\u53f8\u2500\u2500BRAIN\u3002<\/p>\n<div id=\"attachment_84892\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"wp-image-84892 size-full\" src=\"https:\/\/highscope.ch.ntu.edu.tw\/wordpress\/wp-content\/uploads\/2021\/06\/Brain.png\" alt=\"\" width=\"1172\" height=\"657\" \/><\/p>\n<p class=\"wp-caption-text\">\u4f4d\u65bc\u897f\u8107\u5e02\u7684BRAIN\uff0c\u54e1\u5de5\u7d0450\u9918\u4eba\uff0c\u76f8\u8f03\u65bcGoogle\u3001Apple\u662f\u4e00\u5bb6\u76f8\u5c0d\u5c0f\u578b\u7684\u79d1\u6280\u516c\u53f8\u3002\uff08\u5716\u7247\u4f86\u6e90\uff1ahttp:\/\/corp.bb-brain.co.jp\/\uff09<\/p>\n<\/div>\n<p>2007\u5e74\uff0c\u4e00\u500b\u5e0c\u671b\u8de8\u8db3\u9eb5\u5305\u96f6\u552e\u7684\u9023\u9396\u9910\u98f2\u96c6\u5718\u627e\u4e0a\u5ca1\u90e8\u3002\u65e5\u672c\u7684\u9eb5\u5305\u696d\u8005\uff08\u53f0\u7063\u4e5f\u6df1\u53d7\u5176\u5f71\u97ff\uff09\u9577\u671f\u4ee5\u4f86\u5df2\u7d93\u6574\u7406\u51fa\u5169\u689d\u9ec3\u91d1\u5b9a\u5f8b\uff1a\u63d0\u4f9b\u6d88\u8cbb\u8005\u8d8a\u591a\u7a2e\u9078\u64c7\uff0c\u9eb5\u5305\u5e97\u7684\u92b7\u91cf\u8d8a\u597d\uff1b\u9eb5\u5305\u6700\u597d\u76f4\u63a5\u653e\u5728\u655e\u958b\u7684\u9673\u5217\u76e4\u4e0a\uff0c\u4e0d\u8981\u9810\u5148\u5957\u888b\u5c01\u88dd\uff0c\u624d\u80fd\u7d66\u6d88\u8cbb\u8005\u9019\u4e9b\u9eb5\u5305\u90fd\u624d\u525b\u51fa\u7210\u7684\u5370\u8c61\uff0c\u6709\u52a9\u65bc\u63d0\u5347\u92b7\u91cf\u3002\u4f46\u9019\u4e5f\u9020\u6210\u4e86\u4eba\u54e1\u57f9\u8a13\u4e0a\u7684\u75db\u9ede\uff1a\u65e2\u7136\u4e0d\u80fd\u76f4\u63a5\u8cbc\u4e0a\u689d\u78bc\uff0c\u65b0\u9032\u54e1\u5de5\u5728\u525b\u5165\u8077\u6642\u52e2\u5fc5\u5f97\u82b1\u4e0a\u4e00\u4e9b\u6642\u9593\u628a\u6bcf\u7a2e\u7522\u54c1\u7684\u5916\u578b\u8207\u5b9a\u50f9\u8a18\u8d77\u4f86\uff0c\u624d\u80fd\u5e6b\u5ba2\u6236\u7d50\u5e33\u3002\u6709\u6c92\u6709\u66f4\u597d\u7684\u65b9\u5f0f\u5462\uff1f<\/p>\n<p>\u9019\u6642\u8ddd\u96e2AlexNet\u8a95\u751f\u9084\u6709\u4e94\u5e74\uff0c\u5982\u4eca\u719f\u77e5\u7684\u6df1\u5ea6\u5b78\u7fd2\u6280\u8853\u90fd\u9084\u4e0d\u5b58\u5728\uff0c\u5ca1\u90e8\u8207\u4ed6\u7684\u5925\u4f34\u5011\u5225\u7121\u9078\u64c7\uff0c\u53ea\u80fd\u898b\u62db\u62c6\u62db\uff0c\u958b\u767c\u4e00\u7cfb\u5217\u5404\u6709\u4e0d\u540c\u529f\u80fd\u7684\u6f14\u7b97\u6cd5\u61c9\u4ed8\u96fb\u8166\u8b58\u5225\u9eb5\u5305\u7684\u904e\u7a0b\u4e2d\u53ef\u80fd\u9047\u5230\u7684\u554f\u984c\u3002\u4ee5\u8a2d\u8a08\u884c\u4eba\u8fa8\u8b58\u7cfb\u7d71\u70ba\u4f8b\uff1a\u9996\u5148\u8981\u8655\u7406\u8272\u5f69\uff0c\u4ee5\u907f\u514d\u884c\u4eba\u7684\u7d05\u8272\u8863\u7269\u8207\u7d05\u71c8\u6df7\u6dc6\uff1b\u63a5\u8457\u8981\u5b9a\u51fa\u7cfb\u7d71\u9700\u8981\u6ce8\u610f\u7684\u5340\u57df\uff0c\u4f8b\u5982\u9396\u5b9a\u4eba\u884c\u9053\u7684\u6591\u99ac\u7dda\uff1b\u6700\u5f8c\u6191\u85c9\u8457\u96d9\u817f\u7684\uff21\u578b\u7dda\u689d\u6216\u80a9\u8180\u5f27\u7dda\uff0c\u8fa8\u8b58\u5f62\u614b\u5404\u7570\u7684\u884c\u4eba\u3002\u9664\u6b64\u4e4b\u5916\uff0c\u65e5\u5f0f\u7684\u9eb5\u5305\u5927\u90e8\u5206\u90fd\u662f\u8910\u8272\u7684\u6a62\u5713\u5f62\uff0c\u7f3a\u4e4f\u8db3\u5920\u660e\u78ba\u7684\u7279\u5fb5\u4f86\u9451\u5225\u5f7c\u6b64\uff1b\u76f8\u53cd\u7684\uff0c\u5373\u4f7f\u662f\u540c\u7a2e\u9eb5\u5305\u4e5f\u6703\u56e0\u70ba\u70d8\u7119\u904e\u7a0b\u4e2d\u7684\u7d30\u5fae\u5dee\u7570\u800c\u6709\u4e0d\u540c\u5f62\u72c0\u6216\u4e0a\u8272\u4e0d\u4e00\uff0c\u5c31\u9023\u6492\u5728\u751c\u751c\u5708\u4e0a\u7684\u7cd6\u7c89\u878d\u5316\u5f8c\uff0c\u4e5f\u53ef\u80fd\u5c0e\u81f4\u96fb\u8166\u8aa4\u5224\u3002<\/p>\n<p>\u7576\u6642\u6b63\u90222008\u5e74\u91d1\u878d\u5371\u6a5f\uff0c\u5728\u7d93\u6fdf\u4e0d\u666f\u6c23\u4e0b\u5ca1\u90e8\u5e7e\u4e4e\u662f\u6563\u76e1\u5bb6\u8ca1\u63a8\u51fa\u5341\u6b3eBakeryScan\u539f\u578b\u3002\u7136\u800c\u7576\u62ff\u5230\u5e97\u9762\u5be6\u969b\u6e2c\u8a66\u6642\uff0c\u7121\u8ad6\u662f\u7d50\u5e33\u6ac3\u6aaf\u7684\u71c8\u5149\u7167\u660e\uff0c\u6216\u662f\u9867\u5ba2\u64fa\u653e\u9eb5\u5305\u7684\u65b9\u5f0f\uff0c\u90fd\u8207\u7576\u521d\u5728\u5be6\u9a57\u5ba4\u8a2d\u8a08BakeryScan\u6642\u7684\u9810\u60f3\u76f8\u5dee\u751a\u9060\uff0c\u8868\u73fe\u5dee\u5f37\u4eba\u610f\u3002BRAIN\u6700\u5f8c\u70ba\u6bcf\u500b\u7d50\u5e33\u6ac3\u53f0\u52a0\u4e0a\u80cc\u5149\u71c8\uff0c\u6d88\u9664\u9eb5\u5305\u5728\u93e1\u982d\u4e0b\u7684\u9670\u5f71\uff0c\u4f7f\u5f97\u9eb5\u5305\u7684\u8f2a\u5ed3\u66f4\u7a81\u51fa\uff0c\u66f4\u5bb9\u6613\u62bd\u53d6\u7279\u5fb5\u3002\u540c\u6642\u4ed6\u5011\u5efa\u7acb\u8d77\u9eb5\u5305\u8272\u6fa4\u8207\u70d8\u70e4\u7a0b\u5ea6\u4e4b\u9593\u7684\u6578\u5b78\u6a21\u578b\uff0c\u65bc\u662f\u5373\u4f7f\u662f\u70e4\u7126\u7684\u9eb5\u5305\u4e5f\u80fd\u88ab\u96fb\u8166\u6b63\u78ba\u8fa8\u8b58\u3002<\/p>\n<p>2013\u5e74\uff0cBRAIN\u6c89\u6d78\u5728\u9eb5\u5305\u7684\u4e16\u754c\u4e94\u5e74\u4e4b\u5f8c\uff0c\u6240\u6253\u9020\u7684POS\u6a5f\u5df2\u7d93\u80fd\u5920\u6210\u529f\u5340\u5206\u7389\u7c73\u706b\u817f\u4e09\u660e\u6cbb\u548c\u86cb\u6c99\u62c9\u4e09\u660e\u6cbb\u4e86\uff01\u9019\u5957\u7cfb\u7d71\u751a\u81f3\u5177\u5099\u5b78\u7fd2\u56de\u994b\u6a5f\u5236\uff1a\u7576\u7cfb\u7d71\u7121\u6cd5\u6b63\u78ba\u5224\u5b9a\u9eb5\u5305\u7a2e\u985e\u6642\uff0c\u5b83\u6703\u7528\u7d05\u8272\u6216\u9ec3\u8272\u7684\u7dda\u5c07\u6709\u7591\u616e\u7684\u5546\u54c1\u5708\u8d77\u4f86\uff0c\u8981\u6c42\u5e97\u54e1\u5f9e\u5099\u9078\u9805\u76ee\u4e2d\u9078\u51fa\u6b63\u78ba\u7a2e\u985e\uff0c\u5e97\u54e1\u7684\u56de\u994b\u6703\u4f5c\u70ba\u6a5f\u5668\u672a\u4f86\u53c3\u8003\u7684\u4f9d\u64da\u3002<\/p>\n<p>BakeryScan\u7684\u6210\u529f\u7372\u5f97\u65e5\u672c\u5a92\u9ad4\u7684\u5ee3\u6cdb\u5831\u5c0e\uff0c\u5438\u5f15\u5230\u4eac\u90fd\u8def\u6613\u2027\u5df4\u65af\u5fb7\u91ab\u5b78\u7814\u7a76\u4e2d\u5fc3\uff08Louis Pasteur Center for Medical Research\uff09\u4e00\u540d\u91ab\u751f\u7684\u6ce8\u610f\uff0c\u4ed6\u610f\u8b58\u5230\uff1a\u764c\u7d30\u80de\u5728\u986f\u5fae\u93e1\u4e0b\u548c\u80cc\u5149\u53f0\u4e0a\u7684\u9eb5\u5305\u5f88\u76f8\u4f3c\uff1b\u9664\u6b64\u4e4b\u5916\uff0cBakeryScan\u7684\u7279\u5fb5\u62bd\u53d6\u4ee5\u53ca\u56de\u994b\u5b78\u7fd2\u6a5f\u5236\u90fd\u76f8\u7576\u6210\u719f\uff0c\u9664\u4e86\u9eb5\u5305\u4e0a\u7684\u7cd6\u7c89\u548c\u57f9\u6839\uff0c\u4e5f\u53ef\u4ee5\u8f49\u800c\u7528\u4f86\u8fa8\u8b58\u8180\u80f1\u7d44\u7e54\u5207\u7247\u4e2d\u7d30\u80de\u7684\u578b\u614b\u8207\u7d30\u80de\u6838\u6578\u91cf\u3002<\/p>\n<p>BRAIN \u65bc\u662f\u958b\u59cb\u5c07BakeryScan\u63a8\u5ee3\u81f3\u5176\u4ed6\u9818\u57df\uff0c\u8fa8\u8b58\u7684\u7269\u4ef6\u4e5f\u5f9e\u764c\u8b8a\u7d30\u80de\u62d3\u5c55\u5230\u91ab\u9662\u958b\u7acb\u7d66\u75c5\u60a3\u7684\u85e5\u7269\u3001\u795e\u793e\u7684\u8b77\u8eab\u7b26\uff0c\u751a\u81f3\u662f\u5674\u5c04\u6a5f\u5f15\u64ce\u4e2d\u7684\u87ba\u6813\u3002BakeryScan\u6539\u540d\u70baAI\uff0dSCAN\uff0c\u958b\u555f\u5b83\u7684\u659c\u69d3\u6a5f\u751f\u3002<\/p>\n<p><strong>\u843d\u4f0d\u7684\u6280\u8853\uff1f<\/strong><\/p>\n<p>\u7136\u800c\u4e0d\u5f97\u4e0d\u627f\u8a8d\uff0c\u5982\u4eca\u50cfBakerySacn\u9019\u985e\u9700\u8981\u5320\u4eba\u7cbe\u96d5\u7d30\u7422\u6bcf\u500b\u53c3\u6578\uff0c\u82b1\u8cbb\u6578\u5e74\u947d\u7814\u7d30\u7bc0\u7684\u6a21\u578b\u975e\u5e38\u7a00\u5c11\u3002\u6709\u4e86\u6df1\u5ea6\u5b78\u7fd2\uff0c\u6211\u5011\u4e0d\u9700\u8981\u4e86\u89e3\u4e0d\u540c\u5149\u6e90\u6253\u5728\u751c\u751c\u5708\u4e0a\u843d\u4e0b\u7684\u5149\u5f71\u6703\u5982\u4f55\u5f71\u97ff\u96fb\u8166\u5224\u8b80\uff0c\u53ea\u8981\u63d0\u4f9b\u8db3\u5920\u7684\u6a23\u672c\u5c31\u597d\u3002\u7136\u800c\u6df1\u5ea6\u5b78\u7fd2\u4e5f\u6709\u4e00\u9805\u81f4\u547d\u5f31\u9ede\u2500\u2500\u5b83\u9700\u8981\u5927\u91cf\u4e14\u512a\u8cea\u7684\u6578\u64da\u3002<\/p>\n<p>\u6df1\u5ea6\u5b78\u7fd2\u5c0d\u300c\u8cc7\u6599\u91cf\u7684\u9700\u6c42\u300d\uff0c\u4f7f\u5f97\u5b83\u6ce8\u5b9a\u5728\u8cc7\u6599\u6536\u96c6\u56f0\u96e3\u6216\u96e3\u4ee5\u7522\u751f\u5927\u91cf\u6578\u64da\u7684\u9818\u57df\u767c\u5c55\u53d7\u9650\u3002\u4f8b\u5982\u4f60\u5f88\u96e3\u8981\u6c42\u9eb5\u5305\u5e97\u6bcf\u6b21\u63a8\u51fa\u65b0\u54c1\u6642\uff0c\u5f9e\u5404\u500b\u89d2\u5ea6\u3001\u4e0d\u540c\u5149\u6e90\u4e0b\u62cd\u651d\u6578\u4ee5\u842c\u8a08\u7684\u7522\u54c1\u7167\u7247\u4f9b\u6a5f\u5668\u5b78\u7fd2\u3002\u76f8\u8f03\u4e4b\u4e0b\uff0cBakeryScan\u53ea\u97005\u500b\u6a23\u672c\u4fbf\u53ef\u9054\u5230\u8fd1\u4e5d\u6210\u7684\u6e96\u78ba\u5ea6\uff1b20\u500b\u6a23\u672c\uff0c\u4fbf\u53ef\u9054\u5230\u8fd1\u4e4e\u767e\u5206\u4e4b\u767e\u7684\u6c34\u6e96\u3002\u6df1\u5ea6\u5b78\u7fd2\u5fc5\u9808\u900f\u904e\u5982<a href=\"https:\/\/highscope.ch.ntu.edu.tw\/wordpress\/?p=84360\">\u300c\u8f49\u79fb\u5b78\u7fd2\u300d\uff08transfer learning\uff09\u624d\u80fd\u89e3\u6c7a\u8cc7\u6599\u91cf\u4e0d\u8db3<\/a>\u7684\u554f\u984c\uff0c\u5c31\u50cf\u7576\u521d\u64ca\u6557\u4eba\u985e\u570d\u68cb\u9ad8\u624b\u7684AlphaGo\uff0c\u5728\u62bd\u63db\u8cc7\u6599\u96c6\u7a0d\u52a0\u8a13\u7df4\u5f8c\uff0c\u4fbf\u6416\u8eab\u4e00\u8b8a\u6210\u70ba\u7cbe\u901a\u897f\u6d0b\u68cb\u3001\u65e5\u672c\u5c07\u68cb\uff08\u985e\u4f3c\u4e2d\u570b\u8c61\u68cb\uff09\u8207\u570d\u68cb\u7684AlphaZero\u3002<\/p>\n<p>\u53e6\u4e00\u65b9\u9762\uff0c\u6df1\u5ea6\u5b78\u7fd2\u4e5f\u5341\u5206\u4f9d\u8cf4\u300c\u8cc7\u6599\u7684\u54c1\u8cea\u300d\u3002\u82e5\u8a13\u7df4\u8cc7\u6599\u4e2d\u5b58\u5728\u504f\u8aa4\uff0c\u4fbf\u6703\u9023\u5e36\u5c0e\u81f4\u6a21\u578b\u7d66\u51fa\u4ee4\u4eba\u557c\u7b11\u7686\u975e\u7684\u7d50\u679c\u3002\u4f8b\u5982\u900f\u904eAI\u9084\u539f\u4f4e\u89e3\u6790\u5ea6\u5f71\u50cf\u7684\u7814\u7a76\u4e2d\uff0c\u5c31\u66fe\u767c\u751f\u56e0\u70ba\u8a13\u7df4\u8cc7\u6599\u4e2d\u9ad8\u52a0\u7d22\u4eba\u7a2e\u7684\u6bd4\u4f8b\u8f03\u9ad8\uff0c\u6240\u4ee5\u6a21\u578b\u9084\u539f\u7684\u4eba\u50cf\u90fd\u5e36\u6709\u660e\u986f\u7684\u9ad8\u52a0\u7d22\u4eba\u7279\u5fb5\u3002\u76f8\u8f03\u4e4b\u4e0b\uff0cBakeryScan\u7531\u65bc\u662f\u7531\u591a\u500b\u529f\u80fd\u5404\u7570\u3001\u5404\u53f8\u5176\u8077\u7684\u6f14\u7b97\u6cd5\u7d44\u6210\uff0c<a href=\"https:\/\/highscope.ch.ntu.edu.tw\/wordpress\/?p=79313\">\u4e00\u65e6\u7cfb\u7d71\u767c\u751f\u8aa4\u5224\uff0c\u958b\u767c\u5718\u968a\u53ef\u4ee5\u5f88\u5feb\u5730\u9396\u5b9a\u554f\u984c\u7684\u6e90\u982d<\/a>\uff0c\u53ca\u6642\u7cfe\u6b63\u3001\u8abf\u6574\u3002\u6709\u8da3\u7684\u662f\uff0c\u8fd1\u5e74\u53d7\u75ab\u60c5\u5f71\u97ff\uff0c\u65e5\u672c\u9eb5\u5305\u5e97\u4e0d\u5f97\u4e0d\u9055\u80cc\u7576\u521d\u6b78\u7d50\u51fa\u7684\u9ec3\u91d1\u5b9a\u5f8b\uff0c\u5c07\u9eb5\u5305\u9810\u5148\u5957\u888b\u5c01\u88dd\u5c55\u552e\u3002\u5851\u81a0\u888b\u53cd\u5c04\u7684\u7729\u5149\u96e3\u5012\u4e86BakeryScan\uff0cBRAIN\u4e0d\u5f97\u5df2\u63a1\u7528\u6df1\u5ea6\u5b78\u7fd2\u5148\u5c07\u9eb5\u5305\u300c\u53bb\u888b\u300d\u3002<\/p>\n<div id=\"attachment_84893\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"wp-image-84893 size-full\" src=\"https:\/\/highscope.ch.ntu.edu.tw\/wordpress\/wp-content\/uploads\/2021\/06\/@osazuwa.png\" alt=\"\" width=\"570\" height=\"333\" \/><\/p>\n<p class=\"wp-caption-text\">\u4e9e\u88d4\u4eba\u58eb\u7684\u9762\u5b54\u5728\u523b\u610f\u964d\u4f4e\u89e3\u6790\u5ea6\u5f8c\uff0c\u537b\u88abAI\u300c\u9084\u539f\u300d\u70ba\u9ad8\u52a0\u7d22\u4eba\u7a2e\uff08\u5716\u7247\u4f86\u6e90\uff1a@osazuwa\/TWITTER\uff09<\/p>\n<\/div>\n<p>\u9019\u610f\u5473\u8457BakeryScan\u5df2\u7d93\u843d\u4f0d\u4e86\u55ce\uff1f\u4e0d\u53ef\u5426\u8a8d\u5730\uff0c\u5982\u679c\u5ca1\u90e8\u4e45\u5fd7\u665a\u5e7e\u5e74\u624d\u53d7\u5230\u9eb5\u5305\u5e97\u7684\u8acb\u8a17\uff0c\u6216\u8a31\u6703\u6beb\u4e0d\u7336\u8c6b\u5730\u9078\u64c7\u6df1\u5ea6\u5b78\u7fd2\uff0c\u4e5f\u5c31\u4e0d\u6703\u6709BakeyScan\u7684\u51fa\u73fe\u3002\u7136\u800c\u5361\u5167\u57fa\u6885\u9686\u5927\u5b78Zbigniew Zdziarski\u6559\u6388\u537b\u8a8d\u70ba\uff1aBackeryScan\u9019\u7a2e\u50b3\u7d71\u7684\u96fb\u8166\u8996\u89ba\u6280\u8853\u4e26\u975e\u7d14\u7cb9\u904e\u6642\u7684\u8001\u628a\u6232\uff0c\u6bd4\u65b9\u8aaaBRAIN\u7576\u521d\u6253\u9020BakeryScan\u6642\uff0c\u5728\u5716\u50cf\u524d\u8655\u7406\u548c\u7279\u5fb5\u5f37\u5316\u4e0a\u6240\u82b1\u7684\u529f\u592b\u4fbf\u5341\u5206\u503c\u5f97\u5f8c\u4eba\u501f\u93e1\uff0c\u6216\u80fd\u986f\u8457\u63d0\u5347\u6df1\u5ea6\u7db2\u8def\u7684\u8a13\u7df4\u6548\u679c\u3002<\/p>\n<p><strong>\u7de8\u8b6f\u4f86\u6e90<\/strong><\/p>\n<ul>\n<li>J. Somers, \u201c<a href=\"https:\/\/www.newyorker.com\/tech\/annals-of-technology\/the-pastry-ai-that-learned-to-fight-cancer?mc_cid=93434d73de\">The Pastry A.I. That Learned to Fight Cancer<\/a>\u201c,\u00a0<em>The New Yorker<\/em>, 2021.<\/li>\n<\/ul>\n<p><strong>\u53c3\u8003\u8cc7\u6599<\/strong><\/p>\n<ol>\n<li>\u201c<a href=\"https:\/\/bakeryscan.com\/\">BakeryScan(\u30d9\u30fc\u30ab\u30ea\u30fc\u30b9\u30ad\u30e3\u30f3)<\/a>\u201c,\u00a0<em>bakeryscan.com<\/em>, 2021.<\/li>\n<li>\u201c<a href=\"http:\/\/ai-scan.com\/\">AI\u306b\u3088\u308b\u753b\u50cf\u8b58\u5225\u30a8\u30f3\u30b8\u30f3 AI-scan<\/a>\u201c,\u00a0<em>ai-scan.com<\/em>, 2021.<\/li>\n<li>Z. Zdziarski, \u201c<a href=\"http:\/\/zbigatron.com\/has-deep-learning-superseded-traditional-computer-vision-techniques\/\">Why Deep Learning Has Not Superseded Traditional Computer Vision<\/a>\u201c,<em>\u00a0Zbigatron.com<\/em>, 2018.<\/li>\n<\/ol>\n<p>(\u672c\u6587\u7531\u6559\u80b2\u90e8\u88dc\u52a9\u300cAI\u5831\u5831\u2500AI\u79d1\u666e\u63a8\u5ee3\u8a08\u756b\u300d\u57f7\u884c\u5718\u968a\u7de8\u8b6f)<\/p>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u6df1\u5ea6\u5b78\u7fd2\u662f\u96fb\u8166\u8996\u89ba\u7684\u552f\u4e00\u9014\u5f91\u55ce\uff1f\u65e5\u672c\u6771\u4eac\u4e0a\u91ce\u753a\u7684\u4e00\u5bb6\u9eb5\u5305\u5e97\u6709\u8457\u8207\u773e\u4e0d\u540c\u7684\u7d50\u5e33\u7cfb\u7d71\uff1a\u9867\u5ba2\u5c07\u534a\u900f\u660e\u7684\u58d3\u514b\u529b\u6258\u76e4\u653e\u5728\u767c\u5149\u7684\u65b9\u5f62\u5e73\u53f0\u4e0a\u3002\u4e0a\u65b9\u7684\u651d\u5f71\u93e1\u982d\u548c\u87a2\u5e55\uff0c\u9664\u4e86\u7167\u51fa\u525b\u525b\u6311\u9078\u7684\u53ef\u980c\u548c\u751c\u751c\u5708\u5916\uff0c\u9084\u4ee5\u4e0d\u540c\u984f\u8272\u7684\u92f8\u9f52\u5713\u5708\u52fe\u52d2\u51fa\u6bcf\u500b\u9eb5\u5305\u7684\u8f2a\u5ed3\uff0c\u4e26\u52a0\u8a3b\u65e5\u8a9e\u540d\u7a31\u548c\u50f9\u683c\u3002\u8f49\u77ac\u4e4b\u9593\uff0c\u9019\u500b\u7cfb\u7d71\u5df2\u7d93\u81ea\u52d5\u7d50\u5b8c\u4e86\u5e33\uff0c\u53ea\u7b49\u9867\u5ba2\u638f\u9322\u3002<\/p>\n","protected":false},"author":21,"featured_media":37711,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3772,3293],"tags":[5237,5238,3032,4135,3949],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/12\/Bakery-ai.png","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/37710"}],"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=37710"}],"version-history":[{"count":1,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/37710\/revisions"}],"predecessor-version":[{"id":37712,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/37710\/revisions\/37712"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/37711"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=37710"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=37710"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=37710"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}