{"id":185893,"date":"2024-05-09T14:51:44","date_gmt":"2024-05-09T06:51:44","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/185893.html"},"modified":"2024-05-09T14:51:47","modified_gmt":"2024-05-09T06:51:47","slug":"python%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e5%a6%82%e4%bd%95%e6%ad%a3%e7%a1%ae%e8%af%84%e4%bc%b0%e5%9b%9e%e5%bd%92%e6%a8%a1%e5%9e%8b%e7%9a%84%e5%87%86%e7%a1%ae%e6%80%a7","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/185893.html","title":{"rendered":"Python\u673a\u5668\u5b66\u4e60\u5982\u4f55\u6b63\u786e\u8bc4\u4f30\u56de\u5f52\u6a21\u578b\u7684\u51c6\u786e\u6027"},"content":{"rendered":"<p style=\"text-align:center\"><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/26083704\/8d452b9a-e5b5-4d6c-9eea-e6f2090fc58c.webp\" alt=\"Python\u673a\u5668\u5b66\u4e60\u5982\u4f55\u6b63\u786e\u8bc4\u4f30\u56de\u5f52\u6a21\u578b\u7684\u51c6\u786e\u6027\" \/><\/p>\n<p><p><a href=\"https:\/\/docs.pingcode.com\/ask\/59192.html\" target=\"_blank\">\u673a\u5668\u5b66\u4e60<\/a>\u4e2d\u6b63\u786e\u8bc4\u4f30\u56de\u5f52\u6a21\u578b\u7684\u51c6\u786e\u6027\u5305\u62ec\u591a\u4e2a\u5173\u952e\u6b65\u9aa4\uff1a<strong>\u9009\u62e9\u5408\u9002\u7684\u8bc4\u4f30\u6307\u6807\u3001\u4ea4\u53c9\u9a8c\u8bc1\u3001\u907f\u514d\u8fc7\u62df\u5408\u3001\u5bf9\u6bd4\u4e0d\u540c\u6a21\u578b\u8868\u73b0\u3001\u5b9e\u65f6\u76d1\u63a7<\/strong>\u3002\u5bf9\u4e8e\u56de\u5f52\u6a21\u578b\uff0c\u901a\u5e38\u4f7f\u7528\u7684\u8bc4\u4f30\u6307\u6807\u6709\u5747\u65b9\u8bef\u5dee\uff08MSE\uff09\u3001\u5747\u65b9\u6839\u8bef\u5dee\uff08RMSE\uff09\u3001\u5e73\u5747\u7edd\u5bf9\u8bef\u5dee\uff08MAE\uff09\u548c\u51b3\u5b9a\u7cfb\u6570\uff08R\u00b2\uff09\u3002<strong>\u9009\u62e9\u5408\u9002\u7684\u8bc4\u4f30\u6307\u6807<\/strong> \u662f\u8bc4\u4f30\u6a21\u578b\u65f6\u7684\u9996\u8981\u6b65\u9aa4\uff0c\u4e0d\u540c\u7684\u6307\u6807\u6709\u5176\u7279\u5b9a\u7684\u5e94\u7528\u573a\u666f\u548c\u9650\u5236\uff0c\u4f8b\u5982\uff0cMSE\u5bf9\u5f02\u5e38\u503c\u975e\u5e38\u654f\u611f\uff0c\u800cMAE\u5bf9\u5f02\u5e38\u503c\u5177\u6709\u7a33\u5065\u6027\uff0c\u800cR\u00b2\u5219\u5ea6\u91cf\u4e86\u6a21\u578b\u53ef\u89e3\u91ca\u7684\u53d8\u5f02\u6027\u6bd4\u4f8b\u3002<\/p>\n<\/p>\n<p><h3>\u4e00\u3001\u9009\u62e9\u5408\u9002\u7684\u8bc4\u4f30\u6307\u6807<\/h3>\n<\/p>\n<p><p>\u56de\u5f52\u6a21\u578b\u7684\u8bc4\u4f30\u6307\u6807\u76f4\u63a5\u5f71\u54cd\u6211\u4eec\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u5224\u65ad\u3002\u4e0d\u540c\u9879\u76ee\u548c\u95ee\u9898\u4e0a\u4e0b\u6587\u5f71\u54cd\u7740\u6700\u4f73\u5ea6\u91cf\u6807\u51c6\u7684\u9009\u62e9\uff0c\u56e0\u6b64\u4e86\u89e3\u5e76\u9009\u62e9\u9002\u7528\u7684\u8bc4\u4f30\u6307\u6807\u5bf9\u4e8e\u8bc4\u4f30\u6a21\u578b\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<\/p>\n<ul>\n<li><strong>\u5747\u65b9\u8bef\u5dee\uff08MSE\uff09:<\/strong> \u5ea6\u91cf\u9884\u6d4b\u503c\u4e0e\u771f\u5b9e\u503c\u4e4b\u95f4\u5dee\u7684\u5e73\u65b9\u7684\u5e73\u5747\u503c\uff0c\u91cd\u70b9\u60e9\u7f5a\u5927\u7684\u8bef\u5dee\u3002<\/li>\n<li><strong>\u5747\u65b9\u6839\u8bef\u5dee\uff08RMSE\uff09:<\/strong> \u5bf9MSE\u53d6\u5e73\u65b9\u6839\uff0c\u4f7f\u5f97\u8bef\u5dee\u7684\u5355\u4f4d\u4e0e\u539f\u59cb\u6570\u636e\u4fdd\u6301\u4e00\u81f4\u3002<\/li>\n<li><strong>\u5e73\u5747\u7edd\u5bf9\u8bef\u5dee\uff08MAE\uff09:<\/strong> \u8ba1\u7b97\u9884\u6d4b\u503c\u4e0e\u771f\u5b9e\u503c\u4e4b\u5dee\u7684\u7edd\u5bf9\u503c\u7684\u5e73\u5747\uff0c\u76f4\u89c2\u4e14\u6613\u4e8e\u7406\u89e3\u3002<\/li>\n<li><strong>\u51b3\u5b9a\u7cfb\u6570\uff08R\u00b2\uff09:<\/strong> \u63d0\u4f9b\u4e86\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u7684\u6bd4\u4f8b\uff0c\u53cd\u5e94\u4e86\u6a21\u578b\u5bf9\u5b9e\u9645\u6570\u636e\u62df\u5408\u7684\u7a0b\u5ea6\u3002<\/li>\n<\/ul>\n<p><p><strong>\u9009\u62e9\u5408\u9002\u7684\u8bc4\u4f30\u6307\u6807<\/strong> \u9700\u8981\u6839\u636e\u5b9e\u9645\u95ee\u9898\u8fdb\u884c\uff0c\u4f8b\u5982\u5728\u91d1\u878d\u9886\u57df\uff0c\u4e00\u4e2a\u5927\u7684\u9884\u6d4b\u8bef\u5dee\u53ef\u80fd\u5bfc\u81f4\u5de8\u5927\u7684\u7ecf\u6d4e\u635f\u5931\uff0c\u6b64\u65f6\u5e94\u5f53\u4f7f\u7528MSE\u6216RMSE\u4f5c\u4e3a\u8bc4\u4f30\u6807\u51c6\u3002<\/p>\n<\/p>\n<p><h3>\u4e8c\u3001\u4ea4\u53c9\u9a8c\u8bc1<\/h3>\n<\/p>\n<p><p>\u786e\u4fdd\u6a21\u578b\u8bc4\u4f30\u7684\u51c6\u786e\u6027\u548c\u53ef\u9760\u6027\uff0c\u5c31\u9700\u8981\u4f7f\u7528\u4ea4\u53c9\u9a8c\u8bc1\u6765\u907f\u514d\u56e0\u6570\u636e\u96c6\u5212\u5206\u4e0d\u5f53\u800c\u5bfc\u81f4\u7ed3\u679c\u7684\u5076\u7136\u6027\u3002<\/p>\n<\/p>\n<ul>\n<li>\n<p><strong>\u7559\u51fa\u6cd5\uff08Holdout Method\uff09:<\/strong> \u5c06\u6570\u636e\u96c6\u5206\u4e3a\u8bad\u7ec3\u96c6\u548c\u6d4b\u8bd5\u96c6\uff0c\u4e00\u90e8\u5206\u7528\u4e8e\u8bad\u7ec3\uff0c\u53e6\u4e00\u90e8\u5206\u7528\u4e8e\u6d4b\u8bd5\uff0c\u5e38\u914d\u5408\u7f51\u683c\u641c\u7d22\uff08Grid Search\uff09\u4f7f\u7528\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>K\u6298\u4ea4\u53c9\u9a8c\u8bc1\uff08K-Fold Cross-Validation\uff09:<\/strong> \u5c06\u6570\u636e\u96c6\u5206\u4e3aK\u4e2a\u5b50\u96c6\uff0c\u6bcf\u6b21\u7559\u4e00\u4e2a\u5b50\u96c6\u4f5c\u4e3a\u6d4b\u8bd5\u96c6\uff0c\u5176\u4f59\u4f5c\u4e3a\u8bad\u7ec3\u96c6\uff0c\u7ecf\u8fc7K\u6b21\u7684\u8bad\u7ec3\u548c\u6d4b\u8bd5\uff0c\u4ee5K\u6b21\u7684\u5e73\u5747\u7ed3\u679c\u4f5c\u4e3a\u6700\u7ec8\u8bc4\u4f30\u3002<\/p>\n<\/p>\n<\/li>\n<\/ul>\n<p><p><strong>\u4f7f\u7528K\u6298\u4ea4\u53c9\u9a8c\u8bc1<\/strong> \u53ef\u4ee5\u66f4\u4e3a\u5168\u9762\u5730\u5229\u7528\u6570\u636e\u96c6\u8fdb\u884c\u8bc4\u4f30\uff0c\u964d\u4f4e\u8bc4\u4f30\u7ed3\u679c\u53d7\u6570\u636e\u5212\u5206\u5f71\u54cd\u7684\u53ef\u80fd\u6027\uff0c\u5e76\u63d0\u9ad8\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<\/p>\n<p><h3>\u4e09\u3001\u907f\u514d\u8fc7\u62df\u5408\u4e0e\u6b20\u62df\u5408<\/h3>\n<\/p>\n<p><p>\u5728\u8bc4\u4f30\u56de\u5f52\u6a21\u578b\u65f6\uff0c<strong>\u907f\u514d\u8fc7\u62df\u5408\u4e0e\u6b20\u62df\u5408<\/strong> \u662f\u4fdd\u8bc1\u8bc4\u4f30\u7ed3\u679c\u51c6\u786e\u6027\u548c\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u7684\u91cd\u8981\u6b65\u9aa4\u3002<\/p>\n<\/p>\n<ul>\n<li><strong>\u6b63\u5219\u5316\u6280\u672f:<\/strong> \u5982L1\u6b63\u5219\u5316\u548cL2\u6b63\u5219\u5316\uff0c\u5e2e\u52a9\u51cf\u5c11\u6a21\u578b\u590d\u6742\u5ea6\uff0c\u4ece\u800c\u9632\u6b62\u8fc7\u62df\u5408\u3002<\/li>\n<li><strong>\u65e9\u505c\uff08Early Stopping\uff09:<\/strong> \u5728\u8bad\u7ec3\u8fed\u4ee3\u8fc7\u7a0b\u4e2d\uff0c\u4e00\u65e6\u6d4b\u8bd5\u8bef\u5dee\u5f00\u59cb\u589e\u52a0\uff0c\u5373\u505c\u6b62\u8fdb\u4e00\u6b65\u8bad\u7ec3\u3002<\/li>\n<li><strong>\u6a21\u578b\u7b80\u5316:<\/strong> \u4f7f\u7528\u8f83\u4e3a\u7b80\u5355\u7684\u6a21\u578b\u6216\u9650\u5236\u6a21\u578b\u7684\u590d\u6742\u5ea6\u6765\u9632\u6b62\u8fc7\u62df\u5408\u3002<\/li>\n<li><strong>\u96c6\u6210\u5b66\u4e60:<\/strong> \u5982\u968f\u673a\u68ee\u6797\u6216\u68af\u5ea6\u63d0\u5347\u7b49\u96c6\u6210\u65b9\u6cd5\uff0c\u53ef\u4ee5\u901a\u8fc7\u7ed3\u5408\u591a\u4e2a\u6a21\u578b\u964d\u4f4e\u8fc7\u62df\u5408\u7684\u98ce\u9669\u3002<\/li>\n<\/ul>\n<p><h3>\u56db\u3001\u5bf9\u6bd4\u4e0d\u540c\u6a21\u578b\u8868\u73b0<\/h3>\n<\/p>\n<p><p>\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c<strong>\u5bf9\u6bd4\u4e0d\u540c\u6a21\u578b\u7684\u8868\u73b0<\/strong> \u662f\u9009\u62e9\u6700\u4f18\u6a21\u578b\u7684\u5173\u952e\u6b65\u9aa4\u3002<\/p>\n<\/p>\n<ul>\n<li><strong>\u57fa\u51c6\u6a21\u578b\uff08Benchmark\uff09:<\/strong> \u8bbe\u5b9a\u4e00\u4e2a\u7b80\u5355\u6a21\u578b\u4f5c\u4e3a\u6027\u80fd\u7684\u57fa\u7ebf\uff0c\u6240\u6709\u590d\u6742\u6a21\u578b\u5e94\u81f3\u5c11\u8fbe\u5230\u57fa\u51c6\u6a21\u578b\u7684\u6027\u80fd\u3002<\/li>\n<li><strong>\u591a\u4e2a\u6307\u6807\u5bf9\u6bd4:<\/strong> \u4f7f\u7528\u4e0d\u540c\u7684\u8bc4\u4f30\u6307\u6807\u5bf9\u6a21\u578b\u8fdb\u884c\u7efc\u5408\u8bc4\u4ef7\uff0c\u907f\u514d\u5355\u4e00\u6307\u6807\u504f\u89c1\u3002<\/li>\n<li><strong>\u53c2\u6570\u8c03\u4f18:<\/strong> \u5229\u7528\u7f51\u683c\u641c\u7d22\u6216\u968f\u673a\u641c\u7d22\u7b49\u6280\u672f\u8c03\u6574\u6a21\u578b\u53c2\u6570\uff0c\u5bfb\u627e\u6700\u4f18\u7684\u6a21\u578b\u914d\u7f6e\u3002<\/li>\n<\/ul>\n<p><h3>\u4e94\u3001\u5b9e\u65f6\u76d1\u63a7\u6a21\u578b\u8868\u73b0<\/h3>\n<\/p>\n<p><p>\u6a21\u578b\u90e8\u7f72\u540e\uff0c\u9700\u8981<strong>\u5b9e\u65f6\u76d1\u63a7\u6a21\u578b\u8868\u73b0<\/strong> \u4ee5\u786e\u4fdd\u5176\u51c6\u786e\u6027\u548c\u53ef\u884c\u6027\u3002<\/p>\n<\/p>\n<ul>\n<li><strong>\u76d1\u6d4b\u5173\u952e\u6307\u6807:<\/strong> \u6839\u636e\u4e1a\u52a1\u9700\u6c42\u76d1\u6d4b\u548c\u8bc4\u4f30\u6a21\u578b\u8f93\u51fa\u7684\u5173\u952e\u6027\u80fd\u6307\u6807\u3002<\/li>\n<li><strong>\u9002\u65f6\u66f4\u65b0\u6a21\u578b:<\/strong> \u9488\u5bf9\u5b9e\u9645\u4e1a\u52a1\u53d8\u5316\u548c\u6a21\u578b\u6027\u80fd\u8870\u9000\u5b9a\u671f\u66f4\u65b0\u6a21\u578b\u3002<\/li>\n<\/ul>\n<p><p>\u6b63\u786e\u5b9a\u8bc4\u56de\u5f52\u6a21\u578b\u7684\u51c6\u786e\u6027\u4e0d\u4ec5\u8981\u5728\u6a21\u578b\u5efa\u7acb\u9636\u6bb5\u5173\u6ce8\u6027\u80fd\u6307\u6807\uff0c\u8fd8\u9700\u8981\u5728\u6a21\u578b\u90e8\u7f72\u540e\u8fdb\u884c\u6301\u7eed\u76d1\u63a7\uff0c\u4ee5\u4fdd\u6301\u6a21\u578b\u5728\u5b9e\u9645\u73af\u5883\u4e2d\u7684\u51c6\u786e\u6027\u548c\u53ef\u9760\u6027\u3002\u901a\u8fc7\u9009\u62e9\u5408\u9002\u7684\u8bc4\u4f30\u6307\u6807\u3001\u6267\u884c\u4ea4\u53c9\u9a8c\u8bc1\u3001\u6ce8\u610f\u907f\u514d\u8fc7\u62df\u5408\u4e0e\u6b20\u62df\u5408\u3001\u5bf9\u6bd4\u4e0d\u540c\u6a21\u578b\u548c\u5b9e\u65f6\u76d1\u63a7\u6a21\u578b\u8868\u73b0\uff0c\u53ef\u4ee5\u66f4\u5168\u9762\u548c\u51c6\u786e\u5730\u8bc4\u4f30Python\u673a\u5668\u5b66\u4e60\u4e2d\u7684\u56de\u5f52\u6a21\u578b\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p><strong>\u5982\u4f55\u4f7f\u7528Python\u673a\u5668\u5b66\u4e60\u8fdb\u884c\u56de\u5f52\u6a21\u578b\u7684\u51c6\u786e\u6027\u8bc4\u4f30\uff1f<\/strong><\/p>\n<p>\u56de\u5f52\u6a21\u578b\u7684\u51c6\u786e\u6027\u8bc4\u4f30\u5728Python\u673a\u5668\u5b66\u4e60\u4e2d\u975e\u5e38\u91cd\u8981\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u65b9\u6cd5\u53ef\u4ee5\u5e2e\u52a9\u4f60\u6b63\u786e\u8bc4\u4f30\u56de\u5f52\u6a21\u578b\u7684\u51c6\u786e\u6027\uff1a<\/p>\n<ol>\n<li>\n<p><strong>\u5747\u65b9\u8bef\u5dee\uff08Mean Squared Error\uff09\u662f\u8bc4\u4f30\u56de\u5f52\u6a21\u578b\u7684\u5e38\u7528\u6307\u6807\u4e4b\u4e00\u3002<\/strong> \u5b83\u8ba1\u7b97\u4e86\u6a21\u578b\u9884\u6d4b\u503c\u4e0e\u5b9e\u9645\u89c2\u6d4b\u503c\u4e4b\u95f4\u7684\u5e73\u5747\u5dee\u5f02\u7684\u5e73\u65b9\u3002\u8f83\u4f4e\u7684\u5747\u65b9\u8bef\u5dee\u8868\u793a\u6a21\u578b\u7684\u51c6\u786e\u5ea6\u8f83\u9ad8\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u786e\u5b9a\u7cfb\u6570\uff08Coefficient of Determination\uff09\u4e5f\u88ab\u79f0\u4e3aR\u5e73\u65b9\u503c\uff0c\u7528\u4e8e\u8bc4\u4f30\u56de\u5f52\u6a21\u578b\u7684\u51c6\u786e\u6027\u3002<\/strong> R\u5e73\u65b9\u503c\u8868\u793a\u6a21\u578b\u80fd\u591f\u89e3\u91ca\u56e0\u53d8\u91cf\u53d8\u5f02\u6027\u7684\u767e\u5206\u6bd4\u3002\u63a5\u8fd11\u7684R\u5e73\u65b9\u503c\u8868\u793a\u6a21\u578b\u5177\u6709\u8f83\u9ad8\u7684\u89e3\u91ca\u80fd\u529b\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u4ea4\u53c9\u9a8c\u8bc1\u662f\u4e00\u79cd\u91cd\u8981\u7684\u8bc4\u4f30\u56de\u5f52\u6a21\u578b\u7684\u65b9\u6cd5\u3002<\/strong> 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R-squared\uff09\u7b49\u3002\u9009\u62e9\u5408\u9002\u7684\u8bc4\u4f30\u6307\u6807\u6839\u636e\u5177\u4f53\u95ee\u9898\u548c\u6a21\u578b\u7c7b\u578b\u6765\u51b3\u5b9a\u3002\u5728Python\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528scikit-learn\u7b49\u673a\u5668\u5b66\u4e60\u5e93\u6765\u5b9e\u73b0\u8fd9\u4e9b\u8bc4\u4f30\u65b9\u6cd5\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"\u673a\u5668\u5b66\u4e60\u4e2d\u6b63\u786e\u8bc4\u4f30\u56de\u5f52\u6a21\u578b\u7684\u51c6\u786e\u6027\u5305\u62ec\u591a\u4e2a\u5173\u952e\u6b65\u9aa4\uff1a\u9009\u62e9\u5408\u9002\u7684\u8bc4\u4f30\u6307\u6807\u3001\u4ea4\u53c9\u9a8c\u8bc1\u3001\u907f\u514d\u8fc7\u62df\u5408\u3001\u5bf9\u6bd4\u4e0d\u540c\u6a21\u578b\u8868\u73b0 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