{"id":57314,"date":"2025-08-15T10:50:07","date_gmt":"2025-08-15T02:50:07","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/57314.html"},"modified":"2025-08-15T10:50:07","modified_gmt":"2025-08-15T02:50:07","slug":"%e8%80%81%e7%a0%81%e5%86%9c%e5%92%8c%e4%bd%a0%e4%b8%80%e8%b5%b7%e5%ad%a6ai%ef%bc%9a%e6%95%b0%e5%ad%a6%e5%9f%ba%e7%a1%80%e7%9f%a5%e8%af%86%e7%b3%bb%e5%88%97-%e8%b4%9d%e5%8f%b6%e6%96%af%e4%bc%98","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/57314.html","title":{"rendered":"\u8001\u7801\u519c\u548c\u4f60\u4e00\u8d77\u5b66AI\uff1a\u6570\u5b66\u57fa\u7840\u77e5\u8bc6\u7cfb\u5217-\u8d1d\u53f6\u65af\u4f18\u5316"},"content":{"rendered":"<p>\u8bad\u7ec3\u4e00\u4e2a\u673a\u5668\u5b66\u4e60\u6a21\u578b\u65f6&#xff0c;\u6211\u4eec\u5e38\u5e38\u4f1a\u9677\u5165\u8fd9\u6837\u7684\u56f0\u5883&#xff1a;\u8c03\u6574\u5b66\u4e60\u7387\u65f6&#xff0c;\u4ece 0.01 \u8c03\u5230 0.001&#xff0c;\u6a21\u578b\u51c6\u786e\u7387\u7a81\u7136\u63d0\u5347&#xff1b;\u518d\u8bd5 0.0005&#xff0c;\u6548\u679c\u53c8\u4e0b\u964d\u4e86\u3002\u8fd9\u5c31\u50cf\u5728\u9ed1\u6697\u4e2d\u6478\u7d22\u5f00\u5173&#xff0c;\u4e0d\u77e5\u9053\u54ea\u4e2a\u4f4d\u7f6e\u80fd\u6070\u597d\u70b9\u4eae\u623f\u95f4\u3002\u8d85\u53c2\u6570\u8c03\u4f18&#xff0c;\u8fd9\u4e2a\u88ab\u79f0\u4e3a \u201c\u673a\u5668\u5b66\u4e60\u70bc\u91d1\u672f\u201d \u7684\u8fc7\u7a0b&#xff0c;\u66fe\u8ba9\u7814\u7a76\u8005\u8017\u8d39\u5927\u91cf\u65f6\u95f4\u5728\u65e0\u89c4\u5f8b\u7684\u5c1d\u8bd5\u4e2d\u3002\u800c\u8d1d\u53f6\u65af\u4f18\u5316\u7684\u51fa\u73b0&#xff0c;\u5c31\u50cf\u7ed9\u8fd9\u4e2a\u9ed1\u6697\u623f\u95f4\u88c5\u4e0a\u4e86\u667a\u80fd\u5bfc\u822a&#xff0c;\u5b83\u80fd\u6839\u636e\u8fc7\u5f80\u7ecf\u9a8c\u4e0d\u65ad\u4fee\u6b63\u65b9\u5411&#xff0c;\u9ad8\u6548\u627e\u5230\u6700\u4f18\u89e3\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"3543\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250815024944-689ea04842300.png\" width=\"4724\" \/><\/p>\n<h3>\u4e00\u3001\u8d1d\u53f6\u65af\u4f18\u5316\u7684\u6838\u5fc3\u903b\u8f91<\/h3>\n<p>\u4f20\u7edf\u7684\u8d85\u53c2\u6570\u8c03\u4f18\u65b9\u6cd5&#xff0c;\u672c\u8d28\u4e0a\u662f \u201c\u76f2\u4eba\u6478\u8c61\u201d\u3002\u7f51\u683c\u641c\u7d22\u4f1a\u673a\u68b0\u5730\u904d\u5386\u9884\u8bbe\u7684\u53c2\u6570\u7ec4\u5408&#xff0c;\u6bd4\u5982\u628a\u5b66\u4e60\u7387\u3001\u6811\u6df1\u5ea6\u7b49\u53c2\u6570\u5206\u6210\u82e5\u5e72\u6863\u6b21&#xff0c;\u9010\u4e00\u5c1d\u8bd5\u6240\u6709\u53ef\u80fd\u3002\u8fd9\u79cd\u65b9\u6cd5\u7684\u7f3a\u70b9\u663e\u800c\u6613\u89c1&#xff1a;\u5982\u679c\u53c2\u6570\u7ef4\u5ea6\u589e\u52a0&#xff0c;\u8ba1\u7b97\u91cf\u4f1a\u5448\u6307\u6570\u7ea7\u589e\u957f&#xff0c;\u6bd4\u5982 3 \u4e2a\u53c2\u6570\u5404\u5206 10 \u6863&#xff0c;\u5c31\u6709 1000 \u79cd\u7ec4\u5408&#xff0c;\u5373\u4f7f\u662f\u7b80\u5355\u6a21\u578b\u4e5f\u53ef\u80fd\u8017\u5c3d\u8ba1\u7b97\u8d44\u6e90\u3002\u968f\u673a\u641c\u7d22\u5219\u662f\u968f\u673a\u6311\u9009\u53c2\u6570\u7ec4\u5408&#xff0c;\u867d\u7136\u6bd4\u7f51\u683c\u641c\u7d22\u7075\u6d3b&#xff0c;\u4f46\u4f9d\u7136\u662f \u201c\u78b0\u8fd0\u6c14\u201d&#xff0c;\u53ef\u80fd\u5728\u65e0\u6548\u533a\u57df\u6d6a\u8d39\u5927\u91cf\u65f6\u95f4\u3002<\/p>\n<p>\u8d1d\u53f6\u65af\u4f18\u5316\u5219\u5b8c\u5168\u4e0d\u540c&#xff0c;\u5b83\u662f\u4e00\u79cd \u201c\u6709\u8bb0\u5fc6\u7684\u641c\u7d22\u201d\u3002\u5176\u6838\u5fc3\u601d\u60f3\u6e90\u81ea\u8d1d\u53f6\u65af\u5b9a\u7406&#xff1a;\u6839\u636e\u5df2\u6709\u7684\u5b9e\u9a8c\u7ed3\u679c&#xff0c;\u4e0d\u65ad\u66f4\u65b0\u5bf9\u53c2\u6570\u7a7a\u95f4\u7684\u8ba4\u77e5&#xff0c;\u518d\u57fa\u4e8e\u65b0\u8ba4\u77e5\u9009\u62e9\u4e0b\u4e00\u4e2a\u6700\u503c\u5f97\u5c1d\u8bd5\u7684\u53c2\u6570\u3002\u5c31\u50cf\u767b\u5c71\u65f6&#xff0c;\u6211\u4eec\u4f1a\u6839\u636e\u4e4b\u524d\u7684\u811a\u5370\u5224\u65ad\u54ea\u91cc\u53ef\u80fd\u6709\u9661\u5761&#xff0c;\u54ea\u91cc\u53ef\u80fd\u662f\u6377\u5f84&#xff0c;\u800c\u4e0d\u662f\u76f2\u76ee\u5730\u5411\u5404\u4e2a\u65b9\u5411\u4e71\u95ef\u3002<\/p>\n<p>\u5177\u4f53\u6765\u8bf4&#xff0c;\u8d1d\u53f6\u65af\u4f18\u5316\u7531\u4e24\u4e2a\u5173\u952e\u90e8\u5206\u7ec4\u6210&#xff1a;<\/p>\n<ul>\n<li>\u6982\u7387\u6a21\u578b&#xff08; surrogate model &#xff09;&#xff1a;\u7528\u4e00\u4e2a\u6982\u7387\u6a21\u578b&#xff08;\u901a\u5e38\u662f\u9ad8\u65af\u8fc7\u7a0b&#xff09;\u62df\u5408\u53c2\u6570\u4e0e\u6a21\u578b\u6027\u80fd\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u6bd4\u5982\u901a\u8fc7\u5df2\u6709\u7684 5 \u7ec4\u5b66\u4e60\u7387\u548c\u5bf9\u5e94\u7684\u51c6\u786e\u7387\u6570\u636e&#xff0c;\u6a21\u578b\u4f1a\u751f\u6210\u4e00\u6761\u5e26 \u201c\u4e0d\u786e\u5b9a\u6027\u201d \u7684\u66f2\u7ebf \u2014\u2014 \u66f2\u7ebf\u9ad8\u5ea6\u8868\u793a\u9884\u6d4b\u51c6\u786e\u7387&#xff0c;\u66f2\u7ebf\u5468\u56f4\u7684\u9634\u5f71\u5bbd\u5ea6\u8868\u793a\u9884\u6d4b\u7684\u4e0d\u786e\u5b9a\u7a0b\u5ea6\u3002<\/li>\n<\/ul>\n<ul>\n<li>\u91c7\u96c6\u51fd\u6570&#xff08; acquisition function &#xff09;&#xff1a;\u57fa\u4e8e\u6982\u7387\u6a21\u578b&#xff0c;\u51b3\u5b9a\u4e0b\u4e00\u4e2a\u8981\u5c1d\u8bd5\u7684\u53c2\u6570\u3002\u5b83\u4f1a\u5728 \u201c\u63a2\u7d22\u201d \u548c \u201c\u5229\u7528\u201d \u4e4b\u95f4\u5bfb\u627e\u5e73\u8861&#xff1a;\u201c\u5229\u7528\u201d \u662f\u6307\u5728\u5f53\u524d\u5df2\u77e5\u7684\u6700\u4f18\u53c2\u6570\u9644\u8fd1\u8fdb\u4e00\u6b65\u7ec6\u5316\u641c\u7d22&#xff1b;\u201c\u63a2\u7d22\u201d \u662f\u6307\u53bb\u90a3\u4e9b\u9884\u6d4b\u4e0d\u786e\u5b9a\u6027\u9ad8\u7684\u533a\u57df\u5c1d\u8bd5&#xff0c;\u53ef\u80fd\u4f1a\u53d1\u73b0\u66f4\u4f18\u89e3\u3002\u6bd4\u5982\u5f53\u67d0\u4e2a\u53c2\u6570\u533a\u95f4\u7684\u9884\u6d4b\u51c6\u786e\u7387\u4e2d\u7b49\u4f46\u4e0d\u786e\u5b9a\u6027\u5f88\u5927\u65f6&#xff0c;\u91c7\u96c6\u51fd\u6570\u53ef\u80fd\u4f1a\u4f18\u5148\u9009\u62e9\u8fd9\u91cc&#xff0c;\u907f\u514d\u9519\u8fc7\u6f5c\u5728\u7684\u6700\u4f18\u89e3\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u79cd \u201c\u9884\u6d4b &#8211; \u51b3\u7b56 &#8211; \u66f4\u65b0\u201d \u7684\u5faa\u73af&#xff0c;\u8ba9\u8d1d\u53f6\u65af\u4f18\u5316\u80fd\u5728\u6709\u9650\u7684\u5b9e\u9a8c\u6b21\u6570\u5185&#xff0c;\u5feb\u901f\u805a\u7126\u5230\u6700\u4f18\u53c2\u6570\u533a\u57df&#xff0c;\u5927\u5e45\u51cf\u5c11\u65e0\u6548\u5c1d\u8bd5\u3002<\/p>\n<h3>\u4e8c\u3001\u8d85\u53c2\u6570\u8c03\u4f18\u5b9e\u6218<\/h3>\n<p>\u4e3a\u4e86\u66f4\u76f4\u89c2\u5730\u7406\u89e3\u8d1d\u53f6\u65af\u4f18\u5316\u7684\u4f18\u52bf&#xff0c;\u6211\u4eec\u4ee5\u4e00\u4e2a\u968f\u673a\u68ee\u6797\u6a21\u578b\u7684\u8c03\u4f18\u4e3a\u4f8b&#xff0c;\u5bf9\u6bd4\u5b83\u4e0e\u7f51\u683c\u641c\u7d22\u3001\u968f\u673a\u641c\u7d22\u7684\u8868\u73b0\u3002\u9700\u8981\u4f18\u5316\u7684\u8d85\u53c2\u6570\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>\u6811\u7684\u6570\u91cf&#xff08;n_estimators&#xff09;&#xff1a;50-500 \u4e4b\u95f4\u7684\u6574\u6570<\/li>\n<\/ul>\n<ul>\n<li>\u6811\u7684\u6700\u5927\u6df1\u5ea6&#xff08;max_depth&#xff09;&#xff1a;10-100 \u4e4b\u95f4\u7684\u6574\u6570<\/li>\n<\/ul>\n<ul>\n<li>\u5206\u88c2\u65f6\u8003\u8651\u7684\u6700\u5927\u7279\u5f81\u6570&#xff08;max_features&#xff09;&#xff1a;\u201csqrt\u201d\u201clog2\u201d \u6216 \u201cNone\u201d<\/li>\n<\/ul>\n<h4>1. \u7f51\u683c\u641c\u7d22&#xff1a;\u5730\u6bef\u5f0f\u8f70\u70b8\u7684\u4f4e\u6548<\/h4>\n<p>\u7f51\u683c\u641c\u7d22\u4f1a\u5c06\u6bcf\u4e2a\u53c2\u6570\u5747\u5300\u5212\u5206\u6863\u4f4d&#xff0c;\u6bd4\u5982 n_estimators \u53d6 50\u3001100\u3001200\u3001300\u3001500&#xff1b;max_depth \u53d6 10\u300130\u300150\u300170\u3001100&#xff1b;\u518d\u52a0\u4e0a 3 \u4e2a max_features \u9009\u9879&#xff0c;\u603b\u5171 5\u00d75\u00d73&#061;75 \u7ec4\u53c2\u6570\u3002\u5b83\u4f1a\u9010\u4e00\u8bad\u7ec3\u8fd9 75 \u4e2a\u6a21\u578b&#xff0c;\u6700\u540e\u9009\u62e9\u51c6\u786e\u7387\u6700\u9ad8\u7684\u7ec4\u5408\u3002<\/p>\n<p>\u8fd9\u79cd\u65b9\u6cd5\u7684\u4f18\u70b9\u662f \u201c\u4e0d\u9057\u6f0f\u201d&#xff0c;\u4f46\u7f3a\u70b9\u662f \u201c\u592a\u5197\u4f59\u201d\u3002\u6bd4\u5982\u5f53 n_estimators \u8d85\u8fc7 200 \u540e&#xff0c;\u6a21\u578b\u6027\u80fd\u63d0\u5347\u5df2\u4e0d\u660e\u663e&#xff0c;\u4f46\u7f51\u683c\u641c\u7d22\u4f9d\u7136\u4f1a\u673a\u68b0\u5730\u5c1d\u8bd5 300 \u548c 500&#xff0c;\u6d6a\u8d39\u5927\u91cf\u8ba1\u7b97\u65f6\u95f4\u3002\u5728\u5b9e\u9645\u573a\u666f\u4e2d&#xff0c;\u82e5\u53c2\u6570\u7ef4\u5ea6\u589e\u52a0\u5230 5 \u4e2a\u4ee5\u4e0a&#xff0c;\u7f51\u683c\u641c\u7d22\u51e0\u4e4e\u65e0\u6cd5\u5728\u5408\u7406\u65f6\u95f4\u5185\u5b8c\u6210\u3002<\/p>\n<h4>2. \u968f\u673a\u641c\u7d22&#xff1a;\u8fd0\u6c14\u4e3b\u5bfc\u7684\u8d4c\u535a<\/h4>\n<p>\u968f\u673a\u641c\u7d22\u4f1a\u4ece\u53c2\u6570\u7a7a\u95f4\u4e2d\u968f\u673a\u62bd\u53d6 75 \u7ec4\u53c2\u6570&#xff08;\u4e0e\u7f51\u683c\u641c\u7d22\u5c1d\u8bd5\u6b21\u6570\u76f8\u540c&#xff09;\u3002\u7531\u4e8e\u4e0d\u9700\u8981\u904d\u5386\u6240\u6709\u7ec4\u5408&#xff0c;\u5b83\u80fd\u8986\u76d6\u66f4\u5e7f\u6cdb\u7684\u53c2\u6570\u8303\u56f4&#xff0c;\u6709\u65f6\u80fd\u6bd4\u7f51\u683c\u641c\u7d22\u66f4\u5feb\u627e\u5230\u8f83\u4f18\u89e3\u3002\u4f46\u968f\u673a\u6027\u4e5f\u610f\u5473\u7740\u98ce\u9669&#xff1a;\u5982\u679c\u968f\u673a\u9009\u4e2d\u7684\u53c2\u6570\u5927\u591a\u96c6\u4e2d\u5728\u6027\u80fd\u8f83\u5dee\u7684\u533a\u57df&#xff0c;\u53ef\u80fd\u9700\u8981\u66f4\u591a\u5c1d\u8bd5\u624d\u80fd\u63a5\u8fd1\u6700\u4f18\u89e3\u3002<\/p>\n<p>\u6bd4\u5982\u5728\u4e0a\u8ff0\u4f8b\u5b50\u4e2d&#xff0c;\u968f\u673a\u641c\u7d22\u53ef\u80fd\u8fde\u7eed 10 \u6b21\u9009\u4e2d max_depth&#061;100 \u7684\u53c2\u6570&#xff0c;\u4f46\u5b9e\u9645\u4e0a\u8fd9\u4e2a\u6df1\u5ea6\u4f1a\u5bfc\u81f4\u6a21\u578b\u8fc7\u62df\u5408&#xff0c;\u51c6\u786e\u7387\u59cb\u7ec8\u504f\u4f4e\u3002\u8fd9\u79cd\u60c5\u51b5\u4e0b&#xff0c;\u5b83\u7684\u6548\u7387\u751a\u81f3\u53ef\u80fd\u4e0d\u5982\u7f51\u683c\u641c\u7d22\u3002<\/p>\n<h4>3. \u8d1d\u53f6\u65af\u4f18\u5316&#xff1a;\u6709\u7b56\u7565\u7684\u7cbe\u51c6\u6253\u51fb<\/h4>\n<p>\u8d1d\u53f6\u65af\u4f18\u5316\u7684\u8fc7\u7a0b\u5219\u50cf\u4e00\u4e2a \u201c\u667a\u80fd\u8bd5\u9519\u201d \u7684\u8fc7\u7a0b&#xff1a;<\/p>\n<ul>\n<li>\u521d\u59cb\u9636\u6bb5&#xff0c;\u5b83\u4f1a\u968f\u673a\u5c1d\u8bd5 5 \u7ec4\u53c2\u6570&#xff0c;\u4f5c\u4e3a\u521d\u59cb\u6570\u636e\u3002<\/li>\n<\/ul>\n<ul>\n<li>\u7528\u9ad8\u65af\u8fc7\u7a0b\u62df\u5408\u8fd9 5 \u7ec4\u6570\u636e&#xff0c;\u751f\u6210\u53c2\u6570\u4e0e\u51c6\u786e\u7387\u7684\u6982\u7387\u5206\u5e03 \u2014\u2014 \u6bd4\u5982\u53d1\u73b0\u5f53 n_estimators \u5728 200 \u5de6\u53f3\u3001max_depth \u5728 30-50 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