{"id":188406,"date":"2024-05-09T16:49:06","date_gmt":"2024-05-09T08:49:06","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/188406.html"},"modified":"2024-05-09T16:49:10","modified_gmt":"2024-05-09T08:49:10","slug":"%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e4%b8%ad%e6%9c%89%e5%93%aa%e4%ba%9b%e7%bb%9f%e8%ae%a1%e6%96%b9%e6%b3%95","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/188406.html","title":{"rendered":"\u673a\u5668\u5b66\u4e60\u4e2d\u6709\u54ea\u4e9b\u7edf\u8ba1\u65b9\u6cd5"},"content":{"rendered":"<p style=\"text-align:center\"><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/26094548\/ce0b1e37-fad9-4745-8282-df12e8387e8c.webp\" alt=\"\u673a\u5668\u5b66\u4e60\u4e2d\u6709\u54ea\u4e9b\u7edf\u8ba1\u65b9\u6cd5\" \/><\/p>\n<p><p><a href=\"https:\/\/docs.pingcode.com\/ask\/59192.html\" target=\"_blank\">\u673a\u5668\u5b66\u4e60<\/a>\u4e2d\u8fd0\u7528\u4e86\u4f17\u591a\u7edf\u8ba1\u65b9\u6cd5\u6765\u5206\u6790\u548c\u9884\u6d4b\u6570\u636e\u3002\u8fd9\u4e9b\u65b9\u6cd5\u5305\u62ec<strong>\u7ebf\u6027\u56de\u5f52\u3001\u903b\u8f91\u56de\u5f52\u3001\u51b3\u7b56\u6811\u3001\u968f\u673a\u68ee\u6797\u3001\u8d1d\u53f6\u65af\u7edf\u8ba1<\/strong>\u7b49\u3002\u6bcf\u79cd\u65b9\u6cd5\u6709\u5176\u72ec\u5230\u4e4b\u5904\uff0c\u80fd\u591f\u4ece\u4e0d\u540c\u89d2\u5ea6\u89e3\u8bfb\u6570\u636e\uff0c\u5e2e\u52a9\u5efa\u7acb\u66f4\u52a0\u51c6\u786e\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u3002\u5176\u4e2d\uff0c<strong>\u7ebf\u6027\u56de\u5f52<\/strong>\u662f\u6700\u57fa\u7840\u4e5f\u662f\u6700\u5e7f\u6cdb\u4f7f\u7528\u7684\u7edf\u8ba1\u65b9\u6cd5\u4e4b\u4e00\u3002\u5b83\u65e8\u5728\u5efa\u7acb\u4e00\u4e2a\u6216\u591a\u4e2a\u81ea\u53d8\u91cf\u4e0e\u4e00\u4e2a\u56e0\u53d8\u91cf\u4e4b\u95f4\u7684\u7ebf\u6027\u5173\u7cfb\u6a21\u578b\uff0c\u7528\u4e8e\u9884\u6d4b\u8fde\u7eed\u503c\u7684\u8f93\u51fa\u3002\u901a\u8fc7\u6c42\u53d6\u6700\u5c0f\u5316\u8bef\u5dee\u7684\u6700\u4f73\u76f4\u7ebf\uff08\u5bf9\u4e8e\u7b80\u5355\u7ebf\u6027\u56de\u5f52\uff09\u6216\u8d85\u5e73\u9762\uff08\u5bf9\u4e8e\u591a\u5143\u7ebf\u6027\u56de\u5f52\uff09\uff0c\u7ebf\u6027\u56de\u5f52\u80fd\u591f\u9884\u6d4b\u51fa\u65b0\u8f93\u5165\u81ea\u53d8\u91cf\u5bf9\u5e94\u7684\u56e0\u53d8\u91cf\u503c\u3002<\/p>\n<\/p>\n<p><h3>\u4e00\u3001\u7ebf\u6027\u56de\u5f52<\/h3>\n<\/p>\n<p><p>\u7ebf\u6027\u56de\u5f52\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u88ab\u5e7f\u6cdb\u8fd0\u7528\u4e8e\u9884\u6d4b\u548c\u8d8b\u52bf\u5224\u65ad\uff0c\u4f8b\u5982\u623f\u4ef7\u9884\u6d4b\u3001\u80a1\u7968\u4ef7\u683c\u7b49\u3002\u57fa\u4e8e\u6700\u5c0f\u4e8c\u4e58\u6cd5\u539f\u7406\uff0c\u7ebf\u6027\u56de\u5f52\u901a\u8fc7\u6700\u5c0f\u5316\u5b9e\u9645\u89c2\u6d4b\u503c\u4e0e\u6a21\u578b\u9884\u6d4b\u503c\u4e4b\u95f4\u7684\u8bef\u5dee\u5e73\u65b9\u548c\u6765\u5bfb\u627e\u6700\u4f73\u62df\u5408\u7ebf\u3002\u5176\u4e2d\u5173\u952e\u7684\u6b65\u9aa4\u5305\u62ec\u786e\u5b9a\u81ea\u53d8\u91cf\u548c\u56e0\u53d8\u91cf\u3001\u6536\u96c6\u6570\u636e\u3001\u6a21\u578b\u8bad\u7ec3\u4ee5\u53ca\u7ed3\u679c\u9a8c\u8bc1\u3002\u6a21\u578b\u8bad\u7ec3\u5b8c\u6210\u540e\uff0c\u53ef\u4ee5\u6839\u636e\u65b0\u7684\u8f93\u5165\u6570\u636e\u9884\u6d4b\u7ed3\u679c\u3002<\/p>\n<\/p>\n<p><p>\u4e00\u65b9\u9762\uff0c\u7b80\u5355\u7ebf\u6027\u56de\u5f52\u6d89\u53ca\u5230\u4e24\u4e2a\u53d8\u91cf\uff1a\u4e00\u4e2a\u81ea\u53d8\u91cf\u548c\u4e00\u4e2a\u56e0\u53d8\u91cf\uff0c\u5b83\u4eec\u4e4b\u95f4\u7684\u5173\u7cfb\u901a\u8fc7\u76f4\u7ebf\u6765\u8868\u793a\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u591a\u5143\u7ebf\u6027\u56de\u5f52\u5219\u6d89\u53ca\u5230\u591a\u4e2a\u81ea\u53d8\u91cf\uff0c\u7528\u4e8e\u5904\u7406\u66f4\u4e3a\u590d\u6742\u7684\u6570\u636e\u7ed3\u6784\u3002\u5728\u673a\u5668\u5b66\u4e60\u4e2d\uff0c\u7ebf\u6027\u56de\u5f52\u6a21\u578b\u8fd8\u53ef\u4ee5\u901a\u8fc7\u6b63\u5219\u5316\u65b9\u6cd5\u6765\u4f18\u5316\uff0c\u5982L1\u6b63\u5219\u5316\uff08Lasso\u56de\u5f52\uff09\u548cL2\u6b63\u5219\u5316\uff08Ridge\u56de\u5f52\uff09\uff0c\u4ee5\u9632\u6b62\u6a21\u578b\u8fc7\u62df\u5408\uff0c\u63d0\u9ad8\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<\/p>\n<p><h3>\u4e8c\u3001\u903b\u8f91\u56de\u5f52<\/h3>\n<\/p>\n<p><p>\u903b\u8f91\u56de\u5f52\uff0c\u5c3d\u7ba1\u540d\u5b57\u4e2d\u5e26\u6709\u201c\u56de\u5f52\u201d\u4e8c\u5b57\uff0c\u4f46\u5176\u5b9e\u662f\u7528\u4e8e\u5206\u7c7b\u95ee\u9898\u7684\u4e00\u79cd\u7edf\u8ba1\u65b9\u6cd5\u3002\u5b83\u901a\u8fc7\u5bf9\u6570\u51e0\u7387\uff08\u5373\u5bf9\u6570\u51e0\u7387\u6216sigmoid\u51fd\u6570\uff09\u5c06\u7ebf\u6027\u56de\u5f52\u6a21\u578b\u7684\u8f93\u51fa\u6620\u5c04\u52300\u548c1\u4e4b\u95f4\uff0c\u7528\u4e8e\u9884\u6d4b\u4e00\u4e2a\u4e8b\u4ef6\u7684\u53d1\u751f\u6982\u7387\u3002\u8fd9\u79cd\u65b9\u6cd5\u7279\u522b\u9002\u7528\u4e8e\u5904\u7406\u4e8c\u5206\u7c7b\u95ee\u9898\u3002\u903b\u8f91\u56de\u5f52\u4e0d\u4ec5\u53ef\u4ee5\u7ed9\u51fa\u5206\u7c7b\u7ed3\u679c\uff0c\u540c\u65f6\u8fd8\u80fd\u63d0\u4f9b\u5bf9\u5e94\u7684\u6982\u7387\u9884\u6d4b\uff0c\u8fd9\u5728\u5f88\u591a\u573a\u666f\u4e0b\u662f\u975e\u5e38\u6709\u7528\u7684\u4fe1\u606f\u3002<\/p>\n<\/p>\n<p><p>\u903b\u8f91\u56de\u5f52\u7684\u6a21\u578b\u662f\u5efa\u7acb\u5728\u7edf\u8ba1\u5b66\u7684\u6700\u5927\u4f3c\u7136\u4f30\u8ba1\u65b9\u6cd5\u4e4b\u4e0a\u7684\u3002\u901a\u8fc7\u6700\u5927\u5316\u89c2\u6d4b\u5230\u7684\u6837\u672c\u6570\u636e\u7684\u4f3c\u7136\u51fd\u6570\uff0c\u903b\u8f91\u56de\u5f52\u6c42\u89e3\u53c2\u6570\uff0c\u8fdb\u800c\u5f97\u5230\u6700\u4f73\u5206\u7c7b\u9762\u3002\u5728\u673a\u5668\u5b66\u4e60\u9886\u57df\uff0c\u903b\u8f91\u56de\u5f52\u901a\u5e38\u7528\u4e8e\u90ae\u4ef6\u5206\u7c7b\u3001\u75be\u75c5\u9884\u6d4b\u7b49\u591a\u79cd\u5e94\u7528\u573a\u666f\u4e2d\u3002<\/p>\n<\/p>\n<p><h3>\u4e09\u3001\u51b3\u7b56\u6811<\/h3>\n<\/p>\n<p><p>\u51b3\u7b56\u6811\u662f\u4e00\u79cd\u975e\u7ebf\u6027\u7684\u7edf\u8ba1\u5206\u6790\u65b9\u6cd5\uff0c\u5b83\u901a\u8fc7\u6784\u5efa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