{"id":668,"date":"2025-04-08T12:00:10","date_gmt":"2025-04-08T04:00:10","guid":{"rendered":"https:\/\/www.wunen.com\/index.php\/2025\/04\/08\/%e3%80%8a%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e4%b9%8b%e8%bf%81%e7%a7%bb%e5%ad%a6%e4%b9%a0%e3%80%8b%e8%af%a6%e8%a7%a3\/"},"modified":"2025-04-08T12:00:10","modified_gmt":"2025-04-08T04:00:10","slug":"%e3%80%8a%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e4%b9%8b%e8%bf%81%e7%a7%bb%e5%ad%a6%e4%b9%a0%e3%80%8b%e8%af%a6%e8%a7%a3","status":"publish","type":"post","link":"http:\/\/www.wunen.com\/index.php\/2025\/04\/08\/%e3%80%8a%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e4%b9%8b%e8%bf%81%e7%a7%bb%e5%ad%a6%e4%b9%a0%e3%80%8b%e8%af%a6%e8%a7%a3\/","title":{"rendered":"\u300a\u6df1\u5ea6\u5b66\u4e60\u4e4b\u8fc1\u79fb\u5b66\u4e60\u300b\u8be6\u89e3"},"content":{"rendered":"<div class=\"article_content clearfix\" id=\"article_content\">\n <link href=\"https:\/\/csdnimg.cn\/release\/blogv2\/dist\/mdeditor\/css\/editerView\/kdoc_html_views-1a98987dfd.css\" rel=\"stylesheet\"\/>\n <link href=\"https:\/\/csdnimg.cn\/release\/blogv2\/dist\/mdeditor\/css\/editerView\/ck_htmledit_views-704d5b9767.css\" rel=\"stylesheet\"\/>\n<div class=\"markdown_views prism-atom-one-dark\" id=\"content_views\">\n  <svg style=\"display: none;\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n   <path d=\"M5,0 0,2.5 5,5z\" id=\"raphael-marker-block\" stroke-linecap=\"round\" style=\"-webkit-tap-highlight-color: rgba(0, 0, 0, 0);\">\n   <\/path>\n  <\/svg><\/p>\n<h2>\n   <a id=\"_0\"><br \/>\n   <\/a><br \/>\n   \u300a\u8fc1\u79fb\u5b66\u4e60\u300b<br \/>\n  <\/h2>\n<h3>\n   <a id=\"_2\"><br \/>\n   <\/a><br \/>\n   \u4e00\u3001\u4ec0\u4e48\u662f\u8fc1\u79fb\u5b66\u4e60<br \/>\n  <\/h3>\n<p>\n   \u8fc1\u79fb\u5b66\u4e60(Transfer learning) \u987e\u540d\u601d\u4e49\u5c31\u662f\u5c31\u662f\u628a\u5df2\u5b66\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u53c2\u6570\u8fc1\u79fb\u5230\u65b0\u7684\u6a21\u578b\u6765\u5e2e\u52a9\u65b0\u6a21\u578b\u8bad\u7ec3\u3002\u8003\u8651\u5230\u5927\u90e8\u5206\u6570\u636e\u6216\u4efb\u52a1\u662f\u5b58\u5728\u76f8\u5173\u6027\u7684\uff0c\u6240\u4ee5\u901a\u8fc7\u8fc1\u79fb\u5b66\u4e60\u6211\u4eec\u53ef\u4ee5\u5c06\u5df2\u7ecf\u5b66\u5230\u7684\u6a21\u578b\u53c2\u6570\uff08\u4e5f\u53ef\u7406\u89e3\u4e3a\u6a21\u578b\u5b66\u5230\u7684\u77e5\u8bc6\uff09\u901a\u8fc7\u67d0\u79cd\u65b9\u5f0f\u6765\u5206\u4eab\u7ed9\u65b0\u6a21\u578b\u4ece\u800c\u52a0\u5feb\u5e76\u4f18\u5316\u6a21\u578b\u7684\u5b66\u4e60\u6548\u7387\u4e0d\u7528\u50cf\u5927\u591a\u6570\u7f51\u7edc\u90a3\u6837\u4ece\u96f6\u5b66\u4e60\uff08starting from scratch\uff0ctabula rasa\uff09\u3002\n  <\/p>\n<p>\n   <strong><br \/>\n    \u8fc1\u79fb\u5b66\u4e60\u7684\u672c\u8d28\u662f\u9002\u5e94<br \/>\n   <\/strong><br \/>\n   \uff08adaptation\uff09\u3002\u9002\u5e94\u53ef\u4ee5\u662f\u9002\u5e94\u4e00\u4e2a\u4efb\u52a1\u3001\u9002\u5e94\u4e00\u79cd\u6a21\u6001\u3001\u9002\u5e94\u4e00\u4e2a\u9886\u57df\u3001\u9002\u5e94\u4e00\u79cd\u8bed\u8a00\u3001\u9002\u5e94\u4e00\u4efd\u65b0\u6570\u636e\u7b49\u3002\u6240\u8c13\u201c\u9002\u5e94\u201d\uff0c\u6709\u4e24\u65b9\u9762\u7684\u5185\u6db5\uff1a\u4e00\u662f\u53ea\u6709\u5df2\u7ecf\u80fd\u7528\u7684\u4e1c\u897f\u624d\u80fd\u201c\u9002\u5e94\u201d\u65b0\u4e1c\u897f\uff0c\u4e8c\u662f\u8fd9\u4e2a\u80fd\u7528\u7684\u4e1c\u897f\u9700\u8981\u5728\u522b\u7684\u573a\u666f\u4e0b\u53d1\u6325\u4f5c\u7528\u3002\n  <\/p>\n<p>\n   \u5728\u4f20\u7edf\u5206\u7c7b\u5b66\u4e60\u4e2d\uff0c\u4e3a\u4e86\u4fdd\u8bc1\u8bad\u7ec3\u5f97\u5230\u7684\u5206\u7c7b\u6a21\u578b\u5177\u6709\u51c6\u786e\u6027\u548c\u9ad8\u53ef\u9760\u6027\uff0c\u90fd\u6709\u4e24\u4e2a\u57fa\u672c\u7684\u5047\u8bbe\uff1a<br \/>\n   <br \/>\n   (1) \u7528\u4e8e\u5b66\u4e60\u7684\u8bad\u7ec3\u6837\u672c\u4e0e\u65b0\u7684\u6d4b\u8bd5\u6837\u672c\u6ee1\u8db3\u72ec\u7acb\u540c\u5206\u5e03\uff1b<br \/>\n   <br \/>\n   (2) \u5fc5\u987b\u6709\u8db3\u591f\u53ef\u7528\u7684\u8bad\u7ec3\u6837\u672c\u624d\u80fd\u5b66\u4e60\u5f97\u5230\u4e00\u4e2a\u597d\u7684\u5206\u7c7b\u6a21\u578b\u3002<br \/>\n   <br \/>\n   \u4f46\u662f\uff0c\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u8fd9\u4e24\u4e2a\u6761\u4ef6\u5f80\u5f80\u65e0\u6cd5\u6ee1\u8db3\u3002\u9996\u5148\uff0c\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u539f\u5148\u53ef\u5229\u7528\u7684\u6709\u6807\u7b7e\u6837\u672c\u6570\u636e\u53ef\u80fd\u53d8\u5f97\u4e0d\u53ef\u7528\uff0c\u4e0e\u65b0\u6765\u7684\u6d4b\u8bd5\u6837\u672c\u7684\u5206\u5e03\u4ea7\u751f\u8bed\u4e49\u3001\u5206\u5e03\u4e0a\u7684\u7f3a\u53e3\u3002\u53e6\u5916\uff0c\u6709\u6807\u7b7e\u6837\u672c\u6570\u636e\u5f80\u5f80\u5f88\u7f3a\u4e4f\uff0c\u800c\u4e14\u5f88\u96be\u83b7\u5f97\u3002\u8fd9\u5c31\u5f15\u8d77\u4e86\u673a\u5668\u5b66\u4e60\u4e2d\u53e6\u5916\u4e00\u4e2a\u91cd\u8981\u95ee\u9898\uff0c\u5982\u4f55\u5229\u7528\u5c11\u91cf\u7684\u6709\u6807\u7b7e\u8bad\u7ec3\u6837\u672c\u6216\u8005\u6e90\u9886\u57df\u6570\u636e\uff0c\u5efa\u7acb\u4e00\u4e2a\u53ef\u9760\u7684\u6a21\u578b\u5bf9\u5177\u6709\u4e0d\u540c\u6570\u636e\u5206\u5e03\u7684\u76ee\u6807\u9886\u57df\u8fdb\u884c\u9884\u6d4b\u3002\n 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\u628a\u4e4b\u524d\u4efb\u52a1\u4e2d\u5b66\u4e60\u5230\u7684\u77e5\u8bc6\u548c\u6280\u80fd\u5e94\u7528\u5230\u65b0\u7684\u4efb\u52a1\u4e2d\u7684\u80fd\u529b\u3002\n   <\/p>\n<\/blockquote>\n<p>\n   \u8fc1\u79fb\u5b66\u4e60\u662f\u673a\u5668\u5b66\u4e60\u9886\u57df\u4e2d\u7684\u4e00\u79cd\u6280\u672f\uff0c<br \/>\n   <strong><br \/>\n    \u5b83\u6d89\u53ca\u5c06\u4ece\u4e00\u4e2a\u4efb\u52a1\u5b66\u5230\u7684\u77e5\u8bc6\u5e94\u7528\u5230\u53e6\u4e00\u4e2a\u4e0d\u540c\u4f46\u76f8\u5173\u7684\u4efb\u52a1\u4e0a<br \/>\n   <\/strong><br \/>\n   \u3002\u8fd9\u79cd\u65b9\u6cd5\u7279\u522b\u9002\u7528\u4e8e\u65b0\u4efb\u52a1\u7684\u6570\u636e\u91cf\u6709\u9650\u7684\u60c5\u51b5\uff0c\u6216\u8005\u65b0\u4efb\u52a1\u7684\u6807\u6ce8\u6570\u636e\u83b7\u53d6\u6210\u672c\u5f88\u9ad8\u65f6\u3002\u901a\u8fc7\u8fc1\u79fb\u5b66\u4e60\uff0c\u53ef\u4ee5\u5229\u7528\u5df2\u6709\u7684\u6a21\u578b\uff08\u901a\u5e38\u662f\u5728\u5927\u6570\u636e\u96c6\u4e0a\u9884\u8bad\u7ec3\u7684\u6a21\u578b\uff09\u6765\u52a0\u901f\u65b0\u4efb\u52a1\u7684\u5b66\u4e60\u8fc7\u7a0b\uff0c\u5e76\u63d0\u9ad8\u6a21\u578b\u7684\u6027\u80fd\u3002\n  <\/p>\n<p>\n   \u4f8b\u5982\u5c06\u732b\u72d7\u5206\u7c7b\u7684\u5b66\u4e60\u6a21\u578b\u8fc1\u79fb\u5230\u5176\u5b83\u76f8\u4f3c\u7684\u4efb\u52a1\u4e0a\u9762\uff0c\u7528\u6765\u5206\u8fa8\u8001\u9e70\u548c\u5e03\u8c37\u9e1f\uff08\u56e0\u4e3a\u90fd\u662f\u62cd\u6444\u7684\u771f\u5b9e\u56fe\u7247\uff0c\u6240\u4ee5\u5c5e\u4e8e\u76f8\u540c\u7684\u57df\uff0c\u62bd\u53d6\u7279\u5f81\u7684\u65b9\u6cd5\u76f8\u540c\uff09\uff0c\u6216\u8005\u662f\u5206\u522b\u5361\u901a\u56fe\u50cf\uff08\u5361\u901a\u56fe\u50cf\u548c\u771f\u5b9e\u56fe\u7247\u5c5e\u4e8e\u4e0d\u540c\u7684\u57df\uff0c\u8fc1\u79fb\u65f6\u8981\u6d88\u9664\u57df\u4e4b\u95f4\u7684\u5dee\u5f02\uff09\n  <\/p>\n<p>\n   \n  <\/p>\n<p>\n   <strong><br \/>\n    \u4e86\u89e3\u8fc1\u79fb\u5b66\u4e60\u4e2d\u6709\u4e24\u5bf9\u4e3b\u8981\u7684\u6982\u5ff5\uff0c\u57df\u548c\u4efb\u52a1\u4ee5\u53ca\u6e90\u548c\u76ee\u6807\uff1a<br \/>\n   <\/strong>\n  <\/p>\n<\/p><\/div>\n<link 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