{"id":2905,"date":"2026-01-23T11:33:27","date_gmt":"2026-01-23T11:33:27","guid":{"rendered":"https:\/\/umaax.com\/yanzhengjiyuceshijidequbieshishenmeyiwenkandong\/"},"modified":"2026-01-23T11:33:27","modified_gmt":"2026-01-23T11:33:27","slug":"yanzhengjiyuceshijidequbieshishenmeyiwenkandong","status":"publish","type":"post","link":"https:\/\/umaax.com\/en\/yanzhengjiyuceshijidequbieshishenmeyiwenkandong\/","title":{"rendered":"\u9a8c\u8bc1\u96c6\u4e0e\u6d4b\u8bd5\u96c6\u7684\u533a\u522b\u662f\u4ec0\u4e48\uff1f\u4e00\u6587\u770b\u61c2"},"content":{"rendered":"<p>\u5728\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5f00\u53d1\u6d41\u7a0b\u4e2d\uff0c\u6570\u636e\u96c6\u7684\u5408\u7406\u5212\u5206\u662f\u786e\u4fdd\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u7684\u6838\u5fc3\u73af\u8282\u3002\u8bad\u7ec3\u96c6\uff08Training Set\uff09\u3001\u9a8c\u8bc1\u96c6\uff08Validation Set\uff09\u4e0e\u6d4b\u8bd5\u96c6\uff08Test Set\uff09\u6784\u6210\u6570\u636e\u5206\u914d\u7684\u4e09\u5143\u7ed3\u6784\uff0c\u5176\u4e2d\u9a8c\u8bc1\u96c6\u4e0e\u6d4b\u8bd5\u96c6\u7684\u529f\u80fd\u5dee\u5f02\u5e38\u88ab\u6df7\u6dc6\u3002\u9a8c\u8bc1\u96c6\u7528\u4e8e\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u8d85\u53c2\u6570\u8c03\u4f18\u4e0e\u6a21\u578b\u9009\u62e9\uff0c\u6d4b\u8bd5\u96c6\u4f5c\u4e3a\u6700\u7ec8\u6cdb\u5316\u80fd\u529b\u7684\u72ec\u7acb\u88c1\u5224\u3002\u4e8c\u8005\u7684\u6df7\u6dc6\u53ef\u80fd\u5bfc\u81f4\u201d\u6570\u636e\u6cc4\u9732\u201d\uff08Data Leakage\uff09\uff0c\u9020\u6210\u6a21\u578b\u6027\u80fd\u7684\u865a\u9ad8\u8bc4\u4f30\u3002\u672c\u6587\u5c06\u7cfb\u7edf\u5256\u6790\u4e8c\u8005\u7684\u672c\u8d28\u533a\u522b\uff0c\u6db5\u76d6\u7406\u8bba\u57fa\u7840\u3001\u5212\u5206\u65b9\u6cd5\u3001\u5b9e\u8df5\u6848\u4f8b\u53ca\u524d\u6cbf\u8d8b\u52bf\uff0c\u4e3a\u5b66\u672f\u754c\u4e0e\u5de5\u4e1a\u754c\u63d0\u4f9b\u53ef\u590d\u7528\u7684\u8bc4\u4f30\u6846\u67b6\u3002<\/p>\n<p> <img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone size-full wp-image-66519\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/11\/\u672a\u547d\u540d7-6.png\"  alt=\"\" width=\"1200\" height=\"429\" \/> <\/p>\n<h2>\u7406\u8bba\u57fa\u7840<\/h2>\n<p><strong>\u6838\u5fc3\u5b9a\u4e49\u4e0e\u76ee\u6807\u5dee\u5f02<\/strong><\/p>\n<ul>\n<li class=\"ds-markdown-paragraph\"><strong>\u9a8c\u8bc1\u96c6<\/strong>\uff1a\u4f5c\u4e3a\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u7684\u201c\u8c03\u8bd5\u5de5\u5177\u201d\uff0c\u7528\u4e8e\u8c03\u6574\u8d85\u53c2\u6570\uff08\u5982\u5b66\u4e60\u7387\u3001\u6b63\u5219\u5316\u7cfb\u6570\uff09\u3001\u9009\u62e9\u7b97\u6cd5\u67b6\u6784\uff08\u5982\u795e\u7ecf\u7f51\u7edc\u5c42\u6570\uff09\u548c\u76d1\u63a7\u8fc7\u62df\u5408\uff08\u5982\u5b9e\u65bd\u65e9\u505c\u7b56\u7565\uff09\u3002\u4f8b\u5982\u5728\u6df1\u5ea6\u5b66\u4e60\u8bad\u7ec3\u4e2d\uff0c\u9a8c\u8bc1\u96c6\u635f\u5931\u8fde\u7eed5\u4e2aepoch\u672a\u4e0b\u964d\u65f6\u7ec8\u6b62\u8bad\u7ec3\uff0c\u5373\u9a8c\u8bc1\u96c6\u7684\u5178\u578b\u5e94\u7528\u3002<\/li>\n<li class=\"ds-markdown-paragraph\"><strong>\u6d4b\u8bd5\u96c6<\/strong>\uff1a\u626e\u6f14\u201c\u7ec8\u6781\u5ba1\u5224\u8005\u201d\u89d2\u8272\uff0c\u4ec5\u5728\u6240\u6709\u5f00\u53d1\u5b8c\u6210\u540e\u4f7f\u7528\u4e00\u6b21\uff0c\u8bc4\u4f30\u6a21\u578b\u5728\u672a\u77e5\u6570\u636e\u4e0a\u7684\u771f\u5b9e\u6027\u80fd\u3002\u7ed3\u679c\u76f4\u63a5\u5f71\u54cd\u6a21\u578b\u90e8\u7f72\u51b3\u7b56\uff0c\u5982\u533b\u7597\u8bca\u65ad\u7cfb\u7edf\u7684\u654f\u611f\u5ea6\u8fbe\u6807\u4e0e\u5426\u9700\u4f9d\u8d56\u6d4b\u8bd5\u96c6\u786e\u8ba4\u3002<\/li>\n<\/ul>\n<p><strong>\u6570\u5b66\u539f\u7406\u4e0e\u7edf\u8ba1\u72ec\u7acb\u6027<\/strong><\/p>\n<p class=\"ds-markdown-paragraph\">\u4ece\u7edf\u8ba1\u5b66\u4e60\u7406\u8bba\u770b\uff0c\u4e8c\u8005\u672c\u8d28\u533a\u522b\u4f53\u73b0\u5728\u6570\u636e\u72ec\u7acb\u6027\u4e0a\u3002\u8bbe\u6570\u636e\u96c6\u00a0<span class=\"katex\"><span class=\"katex-mathml\">D<\/span><span class=\"katex-html\" aria-hidden=\"true\"><span class=\"base\"><span class=\"mord mathnormal\">D<\/span><\/span><\/span><\/span>\u00a0\u5212\u5206\u4e3a\u4e92\u65a5\u5b50\u96c6\u00a0<span class=\"katex\"><span class=\"katex-mathml\">Dtrain,Dval,Dtest<\/span><span class=\"katex-html\" aria-hidden=\"true\"><span class=\"base\"><span class=\"mord\"><span class=\"mord mathnormal\">D<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\"><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord text mtight\">train<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mord\"><span class=\"mord mathnormal\">D<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\"><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord text mtight\">val<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mord\"><span class=\"mord mathnormal\">D<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\"><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord text mtight\">test<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\uff0c\u5219\uff1a<\/p>\n<ul>\n<li class=\"ds-markdown-paragraph\">\u9a8c\u8bc1\u96c6\u8bef\u5dee\u00a0<span class=\"katex\"><span class=\"katex-mathml\">\u03f5val<\/span><span class=\"katex-html\" aria-hidden=\"true\"><span class=\"base\"><span class=\"mord\"><span class=\"mord mathnormal\">\u03f5<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\"><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord text mtight\">val<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u00a0\u7528\u4e8e\u6700\u5c0f\u5316\u7ed3\u6784\u98ce\u9669\uff1a<\/li>\n<\/ul>\n<p><span class=\"katex-display ds-markdown-math\"><span class=\"katex\"><span class=\"katex-mathml\">\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 h^=arg\u2061min\u2061h\u2208H[L^(h,Dtrain)+\u03bb\u22c5\u03a9(h)]<\/span><span class=\"katex-html\" aria-hidden=\"true\"><span class=\"base\"><span class=\"mord accent\"><span class=\"vlist-t\"><span class=\"vlist-r\"><span class=\"vlist\"><span class=\"mord mathnormal\">h<\/span><span class=\"accent-body\"><span class=\"mord\">^<\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mrel\">=<\/span><\/span><span class=\"base\"><span class=\"mop\">arg<\/span><span class=\"mop op-limits\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\"><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">h<\/span><span class=\"mrel mtight\">\u2208<\/span><span class=\"mord mathcal mtight\">H<\/span><\/span><\/span><span class=\"mop\">min<\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><\/span><\/span><span class=\"minner\"><span class=\"mopen delimcenter\"><span class=\"delimsizing size2\">[<\/span><\/span><span class=\"mord accent\"><span class=\"vlist-t\"><span class=\"vlist-r\"><span class=\"vlist\"><span class=\"mord mathnormal\">L<\/span><span class=\"accent-body\"><span class=\"mord\">^<\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mopen\">(<\/span><span class=\"mord mathnormal\">h<\/span><span class=\"mpunct\">,<\/span><span class=\"mord\"><span class=\"mord mathnormal\">D<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\"><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord text mtight\">train<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">)<\/span><span class=\"mbin\">+<\/span><span class=\"mord mathnormal\">\u03bb<\/span><span class=\"mbin\">\u22c5<\/span><span class=\"mord\">\u03a9<\/span><span class=\"mopen\">(<\/span><span class=\"mord mathnormal\">h<\/span><span class=\"mclose\">)<\/span><span class=\"mclose delimcenter\"><span class=\"delimsizing size2\">]<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p class=\"ds-markdown-paragraph\">\u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u5176\u4e2d\uff0c<span class=\"katex\"><span class=\"katex-mathml\">L^<\/span><span class=\"katex-html\" aria-hidden=\"true\"><span class=\"base\"><span class=\"mord accent\"><span class=\"vlist-t\"><span class=\"vlist-r\"><span class=\"vlist\"><span class=\"mord mathnormal\">L<\/span><span class=\"accent-body\"><span class=\"mord\">^<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u00a0\u4e3a\u7ecf\u9a8c\u98ce\u9669\uff0c<span class=\"katex\"><span class=\"katex-mathml\">\u03a9(h)<\/span><span class=\"katex-html\" aria-hidden=\"true\"><span class=\"base\"><span class=\"mord\">\u03a9<\/span><span class=\"mopen\">(<\/span><span class=\"mord mathnormal\">h<\/span><span class=\"mclose\">)<\/span><\/span><\/span><\/span>\u00a0\u4e3a\u6b63\u5219\u5316\u9879\u3002<\/p>\n<ul>\n<li class=\"ds-markdown-paragraph\">\u6d4b\u8bd5\u96c6\u8bef\u5dee\u00a0<span class=\"katex\"><span class=\"katex-mathml\">\u03f5test<\/span><span class=\"katex-html\" aria-hidden=\"true\"><span class=\"base\"><span class=\"mord\"><span class=\"mord mathnormal\">\u03f5<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\"><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord text mtight\">test<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u00a0\u903c\u8fd1\u6cdb\u5316\u8bef\u5dee\u00a0<span class=\"katex\"><span class=\"katex-mathml\">\u03f5gen<\/span><span class=\"katex-html\" aria-hidden=\"true\"><span class=\"base\"><span class=\"mord\"><span class=\"mord mathnormal\">\u03f5<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\"><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord text mtight\">gen<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\uff1a<\/li>\n<\/ul>\n<p><span class=\"katex-display ds-markdown-math\"><span class=\"katex\"><span class=\"katex-mathml\">\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u03f5test=E(x,y)\u223cPtest[\u2113(h(x),y)]<\/span><span class=\"katex-html\" aria-hidden=\"true\"><span class=\"base\"><span class=\"mord\"><span class=\"mord mathnormal\">\u03f5<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\"><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord text mtight\">test<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><\/span><\/span><\/span><span class=\"mrel\">=<\/span><\/span><span class=\"base\"><span class=\"mord\"><span class=\"mord mathbb\">E<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\"><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mopen mtight\">(<\/span><span class=\"mord mathnormal mtight\">x<\/span><span class=\"mpunct mtight\">,<\/span><span class=\"mord mathnormal mtight\">y<\/span><span class=\"mclose mtight\">)<\/span><span class=\"mrel mtight\">\u223c<\/span><span class=\"mord mathnormal mtight\">P<\/span><span class=\"sizing reset-size3 size1 mtight\"><span class=\"mord text mtight\">test<\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><\/span><\/span><\/span><span class=\"minner\"><span class=\"mopen delimcenter\">[<\/span><span class=\"mord\">\u2113<\/span><span class=\"mopen\">(<\/span><span class=\"mord mathnormal\">h<\/span><span class=\"mopen\">(<\/span><span class=\"mord mathnormal\">x<\/span><span class=\"mclose\">)<\/span><span class=\"mpunct\">,<\/span><span class=\"mord mathnormal\">y<\/span><span class=\"mclose\">)<\/span><span class=\"mclose delimcenter\">]<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p class=\"ds-markdown-paragraph\">\u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u5176\u4e2d <span class=\"katex\"><span class=\"katex-mathml\">Ptest<\/span><span class=\"katex-html\" aria-hidden=\"true\"><span class=\"base\"><span class=\"mord\"><span class=\"mord mathnormal\">P<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\"><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord text mtight\">test<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u00a0\u4e3a\u6d4b\u8bd5\u6570\u636e\u5206\u5e03\u3002<\/p>\n<p class=\"ds-markdown-paragraph\"><strong>\u7edf\u8ba1\u72ec\u7acb\u6027\u8981\u6c42<\/strong>\u5305\u542b\u4e24\u4e2a\u5c42\u9762\uff1a<\/p>\n<ul>\n<li class=\"ds-markdown-paragraph\"><strong>\u6570\u636e\u5212\u5206\u7684\u72ec\u7acb\u6027<\/strong>\uff1a\u4e09\u4e2a\u5b50\u96c6\u5728\u6837\u672c\u5c42\u9762\u4e92\u65a5\u3002<\/li>\n<li class=\"ds-markdown-paragraph\"><strong>\u4fe1\u606f\u6d41\u7684\u72ec\u7acb\u6027<\/strong>\uff1a\u6d4b\u8bd5\u96c6\u4fe1\u606f\u4e0d\u80fd\u4ee5\u4efb\u4f55\u5f62\u5f0f\u6cc4\u9732\u5230\u8bad\u7ec3\u548c\u9a8c\u8bc1\u8fc7\u7a0b\u3002<\/li>\n<\/ul>\n<p class=\"ds-markdown-paragraph\">\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u72ec\u7acb\u6027\u8981\u6c42\u9700\u901a\u8fc7\u4e25\u683c\u7684\u534f\u8bae\u4fdd\u8bc1\u3002\u4ee5Kaggle\u7ade\u8d5b\u4e3a\u4f8b\uff0c\u516c\u699c\uff08Public Leaderboard\uff09\u7684\u529f\u80fd\u7c7b\u4f3c\u4e8e\u9a8c\u8bc1\u96c6\uff0c\u652f\u6301\u53c2\u8d5b\u8005\u53cd\u590d\u63d0\u4ea4\u67e5\u770b\u7ed3\u679c\uff1b\u79c1\u699c\uff08Private Leaderboard\uff09\u5bf9\u5e94\u6d4b\u8bd5\u96c6\uff0c\u4ec5\u5728\u7ade\u8d5b\u7ed3\u675f\u65f6\u63ed\u6653\uff0c\u6709\u6548\u9632\u6b62\u201d\u516c\u699c\u8c03\u53c2\u201d\u5bfc\u81f4\u7684\u8fc7\u62df\u5408\u3002<\/p>\n<p><strong>\u00a0\u504f\u5dee-\u65b9\u5dee\u6743\u8861\u4e2d\u7684\u89d2\u8272<\/strong><\/p>\n<p class=\"ds-markdown-paragraph\">\u5728\u504f\u5dee-\u65b9\u5dee\u6743\u8861\u7684\u6846\u67b6\u4e0b\uff0c\u9a8c\u8bc1\u96c6\u548c\u6d4b\u8bd5\u96c6\u626e\u6f14\u7740\u4e0d\u540c\u7684\u89d2\u8272\uff1a<\/p>\n<ul>\n<li class=\"ds-markdown-paragraph\">\u9a8c\u8bc1\u96c6\u4e3b\u8981\u7528\u5728\u63a7\u5236\u65b9\u5dee\uff0c\u901a\u8fc7\u6b63\u5219\u5316\u548c\u65e9\u505c\u9632\u6b62\u8fc7\u62df\u5408\u3002<\/li>\n<li class=\"ds-markdown-paragraph\">\u6d4b\u8bd5\u96c6\u7528\u4e8e\u8bc4\u4f30\u603b\u8bef\u5dee\uff0c\u53cd\u6620\u504f\u5dee\u548c\u65b9\u5dee\u7684\u7efc\u5408\u5f71\u54cd\u3002<\/li>\n<li class=\"ds-markdown-paragraph\">\u9a8c\u8bc1\u96c6\u6027\u80fd\u4f18\u5316\u5f80\u5f80\u4fa7\u91cd\u4e8e\u964d\u4f4e\u65b9\u5dee\uff0c\u6d4b\u8bd5\u96c6\u6027\u80fd\u53cd\u6620\u7684\u662f\u6cdb\u5316\u80fd\u529b\u7684\u771f\u5b9e\u6c34\u5e73\u3002<\/li>\n<\/ul>\n<p> <img decoding=\"async\" class=\"aligncenter wp-image-66511\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/11\/\u672a\u547d\u540d7-2-1.png\"  alt=\"\" width=\"678\" height=\"557\" \/> <\/p>\n<h2>\u65b9\u6cd5\u8bba\uff1a\u6570\u636e\u5212\u5206\u7684\u5173\u952e\u6280\u672f<\/h2>\n<p class=\"ds-markdown-paragraph\">\u4f20\u7edf\u7684\u6570\u636e\u5212\u5206\u901a\u5e38\u9075\u5faa\u7ecf\u9a8c\u6027\u89c4\u5219\uff0c\u59827:2:1\u62166:2:2\u7684\u6bd4\u4f8b\u5206\u914d\u3002\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u56fa\u5b9a\u6bd4\u4f8b\u9700\u8981\u6839\u636e\u5177\u4f53\u573a\u666f\u8fdb\u884c\u52a8\u6001\u8c03\u6574\u3002<\/p>\n<p class=\"ds-markdown-paragraph\">\u5728\u5c0f\u6570\u636e\u573a\u666f\uff08\u6837\u672c\u91cf\u5c11\u4e8e10,000\uff09\u4e0b\uff0c\u6570\u636e\u7a00\u7f3a\u662f\u4e3b\u8981\u6311\u6218\u3002\u6b64\u65f6\u5e94\u8be5\u4f18\u5148\u91c7\u7528k\u6298\u4ea4\u53c9\u9a8c\u8bc1\u65b9\u6cd5\uff08\u59825\u6298\u621610\u6298\u4ea4\u53c9\u9a8c\u8bc1\uff09\uff0c\u8fd9\u79cd\u65b9\u6cd5\u80fd\u6700\u5927\u5316\u6570\u636e\u5229\u7528\u7387\uff0c\u63d0\u9ad8\u8bc4\u4f30\u7684\u7a33\u5b9a\u6027\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u5373\u4f7f\u5728\u4ea4\u53c9\u9a8c\u8bc1\u4e2d\uff0c\u4ecd\u9700\u8981\u4fdd\u7559\u72ec\u7acb\u7684\u6d4b\u8bd5\u96c6\u7528\u4e8e\u6700\u7ec8\u8bc4\u4f30\u3002<\/p>\n<p class=\"ds-markdown-paragraph\">\u76f8\u53cd\uff0c\u5728\u5927\u6570\u636e\u573a\u666f\uff08\u6837\u672c\u91cf\u8d85\u8fc71,000,000\uff09\u4e0b\uff0c\u6570\u636e\u5145\u88d5\u53ef\u4ee5\u91c7\u7528\u4e0d\u540c\u7684\u7b56\u7565\u3002\u9a8c\u8bc1\u96c6\u6bd4\u4f8b\u53ef\u4ee5\u9002\u5f53\u7f29\u51cf\u81f32%-5%\uff0c\u6d4b\u8bd5\u96c6\u4ecd\u9700\u4fdd\u630110%\u4ee5\u4e0a\u4ee5\u786e\u4fdd\u7edf\u8ba1\u663e\u8457\u6027\u3002\u8fd9\u79cd\u573a\u666f\u4e0b\uff0c85:5:10\u7684\u5212\u5206\u6bd4\u4f8b\u80fd\u53d6\u5f97\u8f83\u597d\u6548\u679c\u3002<\/p>\n<p> <img decoding=\"async\" class=\"aligncenter wp-image-66512\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/11\/\u672a\u547d\u540d7-3.png\"  alt=\"\" width=\"678\" height=\"436\" \/> <\/p>\n<p><strong>\u9ad8\u7ea7\u5212\u5206\u6280\u672f<\/strong><\/p>\n<table>\n<thead>\n<tr>\n<th>\u65b9\u6cd5<\/th>\n<th>\u9002\u7528\u573a\u666f<\/th>\n<th>\u5b9e\u73b0\u8981\u70b9<\/th>\n<th>\u6ce8\u610f\u4e8b\u9879<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u5206\u5c42\u62bd\u6837<\/td>\n<td>\u7c7b\u522b\u4e0d\u5e73\u8861\u6570\u636e<\/td>\n<td>\u4fdd\u6301\u5404\u7c7b\u522b\u5728\u5b50\u96c6\u4e2d\u6bd4\u4f8b\u4e00\u81f4<\/td>\n<td>\u9700\u786e\u4fdd\u6bcf\u4e2a\u7c7b\u522b\u6709\u8db3\u591f\u6837\u672c<\/td>\n<\/tr>\n<tr>\n<td>\u65f6\u95f4\u5e8f\u5217\u5212\u5206<\/td>\n<td>\u91d1\u878d\u9884\u6d4b\u3001\u6c14\u8c61\u9884\u62a5<\/td>\n<td>\u4e25\u683c\u6309\u65f6\u95f4\u987a\u5e8f\u5207\u5206<\/td>\n<td>\u907f\u514d\u672a\u6765\u4fe1\u606f\u6cc4\u9732\uff0c\u4fdd\u6301\u65f6\u5e8f\u4f9d\u8d56\u6027<\/td>\n<\/tr>\n<tr>\n<td>\u7fa4\u7ec4\u5212\u5206<\/td>\n<td>\u533b\u7597\u5f71\u50cf\u3001\u7528\u6237\u884c\u4e3a\u5206\u6790<\/td>\n<td>\u540c\u4e00\u7ec4\u6570\u636e\u4ec5\u51fa\u73b0\u5728\u540c\u4e00\u5b50\u96c6<\/td>\n<td>\u7ec4\u95f4\u5dee\u5f02\u53ef\u80fd\u5f15\u5165\u504f\u5dee<\/td>\n<\/tr>\n<tr>\n<td>\u7a7a\u95f4\u5212\u5206<\/td>\n<td>\u5730\u7406\u4fe1\u606f\u7cfb\u7edf\u3001\u73af\u5883\u76d1\u6d4b<\/td>\n<td>\u8003\u8651\u7a7a\u95f4\u81ea\u76f8\u5173\u6027<\/td>\n<td>\u9700\u9a8c\u8bc1\u7a7a\u95f4\u5206\u5e03\u7684\u5747\u5300\u6027<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<ul>\n<li class=\"ds-markdown-paragraph\"><strong>\u5206\u5c42\u62bd\u6837<\/strong>\uff1a\u5728\u7c7b\u522b\u4e0d\u5e73\u8861\u573a\u666f\u4e2d\u5c24\u4e3a\u91cd\u8981\u3002\u4f8b\u5982\u5728\u80bf\u7624\u8bca\u65ad\u4e2d\uff0c\u826f\u6027\u4e0e\u6076\u6027\u6837\u672c\u6bd4\u4f8b\u53ef\u80fd\u8fbe\u52301:9\uff0c\u968f\u673a\u5212\u5206\u53ef\u80fd\u5bfc\u81f4\u67d0\u4e2a\u5b50\u96c6\u4e2d\u6076\u6027\u6837\u672c\u7f3a\u5931\u3002\u5206\u5c42\u62bd\u6837\u901a\u8fc7\u4fdd\u6301\u539f\u59cb\u5206\u5e03\uff0c\u786e\u4fdd\u6bcf\u4e2a\u5b50\u96c6\u90fd\u80fd\u4ee3\u8868\u6574\u4f53\u7279\u5f81\u3002<\/li>\n<li class=\"ds-markdown-paragraph\"><strong>\u65f6\u95f4\u5e8f\u5217\u5212\u5206<\/strong>\uff1a\u5728\u91d1\u878d\u9886\u57df\u5177\u6709\u7279\u6b8a\u91cd\u8981\u6027\u3002\u4ee5\u80a1\u7968\u4ef7\u683c\u9884\u6d4b\u4e3a\u4f8b\uff0c\u5982\u679c\u75282020\u5e741-6\u6708\u6570\u636e\u8bad\u7ec3\uff0c7-8\u6708\u6570\u636e\u9a8c\u8bc1\uff0c9-10\u6708\u6570\u636e\u6d4b\u8bd5\uff0c\u80fd\u66f4\u597d\u5730\u6a21\u62df\u5b9e\u9645\u4ea4\u6613\u73af\u5883\u3002<\/li>\n<li class=\"ds-markdown-paragraph\"><strong>\u7fa4\u7ec4\u5212\u5206<\/strong>\uff1a\u5728\u591a\u4e2a\u9886\u57df\u90fd\u6709\u5e94\u7528\u3002\u533b\u7597\u5f71\u50cf\u4e2d\u540c\u4e00\u60a3\u8005\u7684\u591a\u6b21\u626b\u63cf\u3001\u63a8\u8350\u7cfb\u7edf\u4e2d\u540c\u4e00\u7528\u6237\u7684\u5386\u53f2\u884c\u4e3a\uff0c\u5e94\u8be5\u88ab\u5212\u5206\u5230\u540c\u4e00\u5b50\u96c6\u4e2d\uff0c\u907f\u514d\u6a21\u578b\u5b66\u4e60\u5230\u7ec4\u5185\u7279\u5f02\u6027\u6a21\u5f0f\u3002<\/li>\n<\/ul>\n<h2>\u5b9e\u8df5\u6848\u4f8b\uff1a\u533a\u5206\u6df7\u6dc6\u7684\u771f\u5b9e\u4ee3\u4ef7<\/h2>\n<p><strong>\u533b\u7597\u8bca\u65ad\u7cfb\u7edf\u7684\u8bc4\u4f30\u9677\u9631<\/strong><\/p>\n<ul>\n<li class=\"ds-markdown-paragraph\"><strong>\u6848\u4f8b\u80cc\u666f<\/strong>\uff1a\u7814\u7a76\u56e2\u961f\u5f00\u53d1\u80ba\u7ed3\u8282\u68c0\u6d4b\u6a21\u578b\uff0c\u7528\u5305\u542b10,000\u5f20CT\u5f71\u50cf\u7684\u6570\u636e\u96c6\u3002\u5728\u9a8c\u8bc1\u96c6\u4e0a\u8fbe\u523098%\u7684\u51c6\u786e\u7387\uff0c\u5728\u5b9e\u9645\u6d4b\u8bd5\u4e2d\u6027\u80fd\u9aa4\u964d\u81f375%\u3002<\/li>\n<li class=\"ds-markdown-paragraph\"><strong>\u95ee\u9898\u5206\u6790<\/strong>\uff1a\u7ecf\u8fc7\u6df1\u5165\u6392\u67e5\uff0c\u53d1\u73b0\u6570\u636e\u96c6\u5305\u542b500\u540d\u60a3\u8005\u7684\u591a\u6b21\u626b\u63cf\u5f71\u50cf\u3002\u5728\u968f\u673a\u5212\u5206\u8fc7\u7a0b\u4e2d\uff0c\u540c\u4e00\u60a3\u8005\u7684\u4e0d\u540c\u5f71\u50cf\u88ab\u5206\u914d\u5230\u8bad\u7ec3\u96c6\u3001\u9a8c\u8bc1\u96c6\u548c\u6d4b\u8bd5\u96c6\u4e2d\u3002\u5bfc\u81f4\u6a21\u578b\u5b66\u4e60\u7684\u662f\u60a3\u8005\u7279\u5b9a\u7684\u5f71\u50cf\u7279\u5f81\uff08\u5982\u626b\u63cf\u53c2\u6570\u3001\u4f53\u4f4d\u7279\u5f81\uff09\uff0c\u975e\u80ba\u7ed3\u8282\u7684\u901a\u7528\u7279\u5f81\u3002<\/li>\n<li class=\"ds-markdown-paragraph\"><strong>\u89e3\u51b3\u65b9\u6848<\/strong>\uff1a\u91c7\u7528\u57fa\u4e8e\u60a3\u8005ID\u7684\u7fa4\u7ec4\u5212\u5206\u7b56\u7565\uff1a\n<ul>\n<li class=\"ds-markdown-paragraph\">\u6309\u60a3\u8005ID\u6392\u5e8f\uff0c\u786e\u4fdd\u540c\u4e00\u60a3\u8005\u6240\u6709\u5f71\u50cf\u5728\u540c\u4e00\u5b50\u96c6\u3002<\/li>\n<li class=\"ds-markdown-paragraph\">\u8bad\u7ec3\u96c6\u5305\u542b400\u540d\u60a3\u8005\uff0c\u9a8c\u8bc1\u96c650\u540d\uff0c\u6d4b\u8bd5\u96c650\u540d\u3002<\/li>\n<li class=\"ds-markdown-paragraph\">\u91cd\u65b0\u8bad\u7ec3\u540e\uff0c\u6d4b\u8bd5\u96c6\u6027\u80fd\u7a33\u5b9a\u572892%\u3002<\/li>\n<\/ul>\n<\/li>\n<li class=\"ds-markdown-paragraph\"><strong>\u7ecf\u9a8c\u6559\u8bad<\/strong>\uff1a\u5728\u6d89\u53ca\u91cd\u590d\u6d4b\u91cf\u7684\u533b\u7597\u6570\u636e\u4e2d\uff0c\u5fc5\u987b\u8003\u8651\u6570\u636e\u7684\u7fa4\u7ec4\u7ed3\u6784\u3002\u7b80\u5355\u7684\u968f\u673a\u5212\u5206\u4f1a\u7834\u574f\u7edf\u8ba1\u72ec\u7acb\u6027\u5047\u8bbe\uff0c\u5bfc\u81f4\u6027\u80fd\u8bc4\u4f30\u4e25\u91cd\u5931\u771f\u3002<\/li>\n<\/ul>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-66513\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/11\/\u672a\u547d\u540d7-4.png\"  alt=\"\" width=\"678\" height=\"553\" \/> <\/p>\n<p><strong>\u00a0\u91d1\u878d\u53cd\u6b3a\u8bc8\u6a21\u578b\u7684\u65f6\u5e8f\u6cc4\u9732<\/strong><\/p>\n<ul>\n<li class=\"ds-markdown-paragraph\"><strong>\u6848\u4f8b\u80cc\u666f<\/strong>\uff1a\u94f6\u884c\u4fe1\u7528\u5361\u53cd\u6b3a\u8bc8\u7cfb\u7edf\uff0c\u4f7f\u7528\u8fc7\u53bb\u4e09\u5e74\u4ea4\u6613\u6570\u636e\u6784\u5efa\u6a21\u578b\u3002\u91c7\u7528\u968f\u673a\u5212\u5206\u65f6\u9a8c\u8bc1\u96c6AUC\u8fbe\u52300.95\uff0c\u4e0a\u7ebf\u540e\u5b9e\u9645AUC\u4ec5\u4e3a0.62\u3002<\/li>\n<li class=\"ds-markdown-paragraph\"><strong>\u95ee\u9898\u6839\u6e90<\/strong>\uff1a\u968f\u673a\u5212\u5206\u5bfc\u81f4\u672a\u6765\u4ea4\u6613\u6a21\u5f0f\u6cc4\u9732\u5230\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u3002\u6a21\u578b\u5728\u8bad\u7ec3\u65f6\u5df2\u7ecf\u201d\u89c1\u8fc7\u201d\u672a\u6765\u7684\u6b3a\u8bc8\u6a21\u5f0f\uff0c\u65e0\u6cd5\u771f\u6b63\u6cdb\u5316\u5230\u65b0\u7684\u6b3a\u8bc8\u884c\u4e3a\u3002<\/li>\n<li class=\"ds-markdown-paragraph\"><strong>\u4fee\u6b63\u65b9\u6848<\/strong>\uff1a\u4e25\u683c\u6309\u65f6\u5e8f\u5212\u5206\u6570\u636e\uff1a\n<ul>\n<li class=\"ds-markdown-paragraph\"><strong>\u8bad\u7ec3\u96c6<\/strong>\uff1a2020\u5e741\u6708-2022\u5e746\u6708\u4ea4\u6613\u6570\u636e\u3002<\/li>\n<li class=\"ds-markdown-paragraph\"><strong>\u9a8c\u8bc1\u96c6<\/strong>\uff1a2022\u5e747\u6708-2022\u5e7412\u6708\u6570\u636e\u3002<\/li>\n<li class=\"ds-markdown-paragraph\"><strong>\u6d4b\u8bd5\u96c6<\/strong>\uff1a2023\u5e741\u6708-2023\u5e743\u6708\u6570\u636e\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<ul>\n<li class=\"ds-markdown-paragraph\"><strong>\u4e1a\u52a1\u5f71\u54cd<\/strong>\uff1a\u6b64\u65f6\u5e8f\u5212\u5206\u7b56\u7565\u968f\u540e\u88ab\u7eb3\u5165\u94f6\u884c\u98ce\u63a7\u6a21\u578b\u7684\u6807\u51c6\u5f00\u53d1\u6d41\u7a0b\uff0c\u663e\u8457\u63d0\u5347\u6a21\u578b\u90e8\u7f72\u7684\u6210\u529f\u7387\u3002<\/li>\n<\/ul>\n<p><strong>\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e2d\u7684\u9886\u57df\u9002\u5e94\u95ee\u9898<\/strong><\/p>\n<ul>\n<li><strong>\u6848\u4f8b\u80cc\u666f<\/strong>\uff1a\u5728\u793e\u4ea4\u5a92\u4f53\u60c5\u611f\u5206\u6790\u9879\u76ee\u4e2d\uff0c\u4f7f\u7528\u65b0\u95fb\u8bed\u6599\u8bad\u7ec3\u7684\u60c5\u611f\u5206\u7c7b\u5668\u5728\u63a8\u7279\u6570\u636e\u4e0a\u8868\u73b0\u6025\u5267\u4e0b\u964d\u3002<\/li>\n<li><strong>\u95ee\u9898\u5206\u6790<\/strong>\uff1a\u9a8c\u8bc1\u96c6\u548c\u6d4b\u8bd5\u96c6\u90fd\u6765\u81ea\u65b0\u95fb\u9886\u57df\uff0c\u867d\u6570\u636e\u5212\u5206\u6b63\u786e\uff0c\u9886\u57df\u5206\u5e03\u4e0d\u4e00\u81f4\u5bfc\u81f4\u8bc4\u4f30\u5931\u771f\u3002<\/li>\n<li><strong>\u89e3\u51b3\u65b9\u6848<\/strong>\uff1a\n<ul>\n<li class=\"ds-markdown-paragraph\"><strong>\u8bad\u7ec3\u96c6<\/strong>\uff1a\u6df7\u5408\u65b0\u95fb\u548c\u793e\u4ea4\u5a92\u4f53\u6570\u636e\u3002<\/li>\n<li class=\"ds-markdown-paragraph\"><strong>\u9a8c\u8bc1\u96c6<\/strong>\uff1a\u7eaf\u793e\u4ea4\u5a92\u4f53\u6570\u636e\u3002<\/li>\n<li class=\"ds-markdown-paragraph\"><strong>\u6d4b\u8bd5\u96c6<\/strong>\uff1a\u4fdd\u7559\u7684\u793e\u4ea4\u5a92\u4f53\u6570\u636e\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>\u524d\u6cbf\u8d8b\u52bf\uff1aAutoML\u4e0e\u590d\u6742\u573a\u666f\u7684\u9a8c\u8bc1\u7b56\u7565<\/h2>\n<p class=\"ds-markdown-paragraph\">\u73b0\u4ee3AutoML\u5e73\u53f0\u901a\u8fc7\u81ea\u52a8\u5316\u7684\u9a8c\u8bc1\u7b56\u7565\u663e\u8457\u63d0\u5347\u4e86\u6a21\u578b\u5f00\u53d1\u6548\u7387\u3002\u5f3a\u5316\u5b66\u4e60\u8c03\u53c2\u65b9\u6cd5\u5c06\u8d85\u53c2\u6570\u4f18\u5316\u5efa\u6a21\u4e3a\u5f3a\u5316\u5b66\u4e60\u95ee\u9898\uff0c\u4f7f\u7528\u9a8c\u8bc1\u96c6\u6027\u80fd\u4f5c\u4e3a\u5956\u52b1\u4fe1\u53f7\uff0c\u667a\u80fd\u5730\u63a2\u7d22\u8d85\u53c2\u6570\u7a7a\u95f4\u3002\u5143\u5b66\u4e60\u6280\u672f\u57fa\u4e8e\u5386\u53f2\u4efb\u52a1\u7684\u7ecf\u9a8c\u9884\u6d4b\u6700\u4f73\u9a8c\u8bc1\u7b56\u7565\uff0c\u5305\u62ec\u9a8c\u8bc1\u96c6\u6bd4\u4f8b\u7684\u81ea\u52a8\u786e\u5b9a\u548c\u4ea4\u53c9\u9a8c\u8bc1\u6298\u6570\u7684\u81ea\u9002\u5e94\u8c03\u6574\u3002\u591a\u4fdd\u771f\u5ea6\u4f18\u5316\u6280\u672f\u901a\u8fc7\u4f7f\u7528\u90e8\u5206\u6570\u636e\u6216\u7b80\u5316\u6a21\u578b\u8fdb\u884c\u5feb\u901f\u9a8c\u8bc1\uff0c\u4ec5\u5728\u8868\u73b0\u826f\u597d\u7684\u914d\u7f6e\u4e0a\u4f7f\u7528\u5b8c\u6574\u9a8c\u8bc1\uff0c\u5927\u5e45\u964d\u4f4e\u8ba1\u7b97\u6210\u672c\u3002<\/p>\n<ul>\n<li><strong>\u5c0f\u6837\u672c\u5b66\u4e60\u573a\u666f<\/strong>\uff1a\u4f20\u7edf\u9a8c\u8bc1\u7b56\u7565\u9762\u4e34\u4e25\u5cfb\u6311\u6218\u3002\u7814\u7a76\u8005\u4eec\u63d0\u51fa\u5143\u9a8c\u8bc1\u96c6\u7684\u6982\u5ff5\uff0c\u901a\u8fc7\u6784\u5efa\u591a\u4e2a\u5143\u4efb\u52a1\u8bc4\u4f30\u6a21\u578b\u7684\u5feb\u901f\u9002\u5e94\u80fd\u529b\u3002\u8de8\u57df\u9a8c\u8bc1\u65b9\u6cd5\u5728\u76f8\u5173\u9886\u57df\u6570\u636e\u4e0a\u9a8c\u8bc1\u6a21\u578b\u7684\u8fc1\u79fb\u80fd\u529b\uff0c\u5408\u6210\u6570\u636e\u9a8c\u8bc1\u901a\u8fc7\u6570\u636e\u589e\u5f3a\u6280\u672f\u751f\u6210\u989d\u5916\u7684\u9a8c\u8bc1\u6837\u672c\u3002\u8fd9\u4e9b\u521b\u65b0\u65b9\u6cd5\u4e3a\u5c0f\u6837\u672c\u5b66\u4e60\u63d0\u4f9b\u53ef\u9760\u7684\u8bc4\u4f30\u6846\u67b6\u3002<\/li>\n<li><strong>\u8054\u90a6\u5b66\u4e60\u7b49\u5206\u5e03\u5f0f\u5b66\u4e60\u8303\u5f0f<\/strong>\uff1a\u9a8c\u8bc1\u7b56\u7565\u9700\u8981\u76f8\u5e94\u521b\u65b0\u3002\u8054\u90a6\u9a8c\u8bc1\u96c6\u901a\u8fc7\u5728\u591a\u4e2a\u5ba2\u6237\u7aef\u4e0a\u805a\u5408\u9a8c\u8bc1\u6307\u6807\u6765\u83b7\u5f97\u5168\u5c40\u8bc4\u4f30\uff0c\u5dee\u5206\u9690\u79c1\u6280\u672f\u7684\u5f15\u5165\u4f7f\u5f97\u5728\u4fdd\u62a4\u6570\u636e\u9690\u79c1\u7684\u524d\u63d0\u4e0b\u8fdb\u884c\u6a21\u578b\u9a8c\u8bc1\u6210\u4e3a\u53ef\u80fd\u3002\u4e2a\u6027\u5316\u9a8c\u8bc1\u65b9\u6cd5\u9488\u5bf9\u4e0d\u540c\u5ba2\u6237\u7aef\u7684\u6570\u636e\u5206\u5e03\u8fdb\u884c\u7279\u5f02\u6027\u8bc4\u4f30\uff0c\u4e3a\u4e2a\u6027\u5316\u6a21\u578b\u63d0\u4f9b\u66f4\u51c6\u786e\u7684\u6027\u80fd\u4f30\u8ba1\u3002<\/li>\n<\/ul>\n<h2>\u8bc4\u4f30\u6307\u6807\u4f53\u7cfb\uff1a\u8d85\u8d8a\u51c6\u786e\u7387\u7684\u5168\u9762\u89c6\u89d2<\/h2>\n<p class=\"ds-markdown-paragraph\">\u9a8c\u8bc1\u96c6\u4e0e\u6d4b\u8bd5\u96c6\u867d\u7136\u91c7\u7528\u76f8\u540c\u7684\u8bc4\u4f30\u6307\u6807\uff0c\u5176\u5173\u6ce8\u70b9\u548c\u89e3\u8bfb\u65b9\u5f0f\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002\u9a8c\u8bc1\u96c6\u6307\u6807\u4e3b\u8981\u7528\u4f5c\u8bad\u7ec3\u8fc7\u7a0b\u7684\u6307\u5357\u9488\uff0c\u5305\u62ec\u635f\u5931\u66f2\u7ebf\u7684\u76d1\u63a7\u3001\u68af\u5ea6\u7edf\u8ba1\u7684\u5206\u6790\u3001\u6fc0\u6d3b\u5206\u5e03\u7684\u89c2\u5bdf\u53ca\u7f6e\u4fe1\u5ea6\u6821\u51c6\u7684\u8bc4\u4f30\u3002\u6307\u6807\u80fd\u5e2e\u52a9\u5f00\u53d1\u8005\u6df1\u5165\u7406\u89e3\u6a21\u578b\u7684\u5b66\u4e60\u52a8\u6001\uff0c\u53ca\u65f6\u8c03\u6574\u8bad\u7ec3\u7b56\u7565\u548c\u6a21\u578b\u67b6\u6784\u3002<\/p>\n<p class=\"ds-markdown-paragraph\">\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u6d4b\u8bd5\u96c6\u6307\u6807\u5e94\u76f4\u63a5\u5173\u8054\u4e1a\u52a1\u4ef7\u503c\u548c\u5e94\u7528\u9700\u6c42\u3002\u5728\u5783\u573e\u90ae\u4ef6\u8fc7\u6ee4\u7b49\u573a\u666f\u4e2d\uff0c\u7cbe\u786e\u7387\u662f\u6838\u5fc3\u6307\u6807\uff0c\u76ee\u6807\u662f\u6700\u5927\u9650\u5ea6\u51cf\u5c11\u8bef\u62a5\uff1b\u5728\u75be\u75c5\u7b5b\u67e5\u7b49\u5e94\u7528\u4e2d\uff0c\u53ec\u56de\u7387\u66f4\u4e3a\u91cd\u8981\uff0c\u9700\u8981\u786e\u4fdd\u5c3d\u53ef\u80fd\u5c11\u7684\u6f0f\u8bca\uff1b\u5728\u6b3a\u8bc8\u68c0\u6d4b\u7b49\u7c7b\u522b\u4e0d\u5e73\u8861\u4efb\u52a1\u4e2d\uff0cF1\u5206\u6570\u63d0\u4f9b\u7cbe\u786e\u7387\u548c\u53ec\u56de\u7387\u7684\u5e73\u8861\u89c6\u89d2\uff1bAUC-ROC\u6307\u6807\u9002\u7528\u4e8e\u4fe1\u7528\u8bc4\u5206\u7b49\u9700\u8981\u826f\u597d\u6392\u5e8f\u80fd\u529b\u7684\u573a\u666f\uff1b\u5728\u6b63\u6837\u672c\u7a00\u7f3a\u7684\u5e94\u7528\u4e2d\uff0cPR-AUC\u5f80\u5f80\u80fd\u63d0\u4f9b\u66f4\u51c6\u786e\u7684\u8bc4\u4f30\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u6307\u6807<\/th>\n<th>\u9002\u7528\u573a\u666f<\/th>\n<th>\u793a\u4f8b\u9608\u503c<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u7cbe\u786e\u7387<\/strong><\/td>\n<td>\u5783\u573e\u90ae\u4ef6\u8fc7\u6ee4\uff08\u4f4e\u8bef\u62a5\uff09<\/td>\n<td>>99%<\/td>\n<\/tr>\n<tr>\n<td><strong>\u53ec\u56de\u7387<\/strong><\/td>\n<td>\u75be\u75c5\u7b5b\u67e5\uff08\u4f4e\u6f0f\u8bca\uff09<\/td>\n<td>>95%<\/td>\n<\/tr>\n<tr>\n<td><strong>F1\u5206\u6570<\/strong><\/td>\n<td>\u7c7b\u522b\u4e0d\u5e73\u8861\uff08\u5982\u6b3a\u8bc8\u68c0\u6d4b\uff09<\/td>\n<td>\u6700\u5927\u5316<\/td>\n<\/tr>\n<tr>\n<td><strong>AUC-ROC<\/strong><\/td>\n<td>\u4fe1\u7528\u8bc4\u5206\u6a21\u578b\u6392\u5e8f\u80fd\u529b<\/td>\n<td>>0.85<\/td>\n<\/tr>\n<tr>\n<td><strong>PR-AUC<\/strong><\/td>\n<td>\u6b63\u6837\u672c\u7a00\u7f3a\u573a\u666f<\/td>\n<td>\u5173\u6ce8AP\u503c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p class=\"ds-markdown-paragraph\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-66515\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/11\/\u672a\u547d\u540d7-5.png\"  alt=\"\" width=\"678\" height=\"553\" \/>\u73b0\u4ee3\u673a\u5668\u5b66\u4e60\u7cfb\u7edf\u9700\u8981\u5efa\u7acb\u591a\u7ef4\u5ea6\u8bc4\u4f30\u6846\u67b6\uff0c\u9664\u4f20\u7edf\u7684\u51c6\u786e\u7387\u6307\u6807\u5916\uff0c\u5e94\u5305\u62ec\u6548\u7387\u6307\u6807\uff08\u63a8\u7406\u901f\u5ea6\u3001\u8d44\u6e90\u6d88\u8017\uff09\u3001\u9c81\u68d2\u6027\u6307\u6807\uff08\u5206\u5e03\u5916\u6cdb\u5316\u3001\u5bf9\u6297\u9c81\u68d2\u6027\uff09\u53ca\u516c\u5e73\u6027\u6307\u6807\uff08\u7fa4\u4f53\u516c\u5e73\u6027\u3001\u4e2a\u4f53\u516c\u5e73\u6027\uff09\u3002\u5168\u9762\u7684\u8bc4\u4f30\u4f53\u7cfb\u786e\u4fdd\u4e86\u6a21\u578b\u5728\u771f\u5b9e\u73af\u5883\u4e2d\u7684\u5b9e\u7528\u6027\u548c\u53ef\u9760\u6027\u3002<\/p>\n<h2>\u53ef\u590d\u73b0\u6027\u5b9e\u8df5\uff1a\u6807\u51c6\u5316\u8bc4\u4f30\u6d41\u7a0b<\/h2>\n<p>\u4e3a\u907f\u514d\u7ed3\u679c\u4e0d\u53ef\u590d\u73b0\uff0c\u9700\u9075\u5faa\u4ee5\u4e0b\u89c4\u8303\uff1a<\/p>\n<ul>\n<li><strong>\u6570\u636e\u7248\u672c\u63a7\u5236<\/strong>\uff1a\u4f7f\u7528DVC\uff08Data Version 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