{"id":3559,"date":"2022-07-14T16:28:12","date_gmt":"2022-07-14T08:28:12","guid":{"rendered":"https:\/\/aiwellbore.com\/?p=3559"},"modified":"2022-07-14T21:43:50","modified_gmt":"2022-07-14T13:43:50","slug":"%e7%bb%93%e5%90%88%e7%9f%b3%e6%b2%b9%e4%b8%93%e4%b8%9a%e7%9a%84-%e5%b8%b8%e8%a7%81%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e7%ae%97%e6%b3%95%e7%89%b9%e7%82%b9%e6%a2%b3%e7%90%86","status":"publish","type":"post","link":"https:\/\/aiwellbore.com\/?p=3559","title":{"rendered":"\u7ed3\u5408\u77f3\u6cb9\u4e13\u4e1a\u7684 \u5e38\u89c1\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u7279\u70b9\u68b3\u7406"},"content":{"rendered":"<p><a href=\"https:\/\/blog.csdn.net\/weixin_45638544\/article\/details\/107442912\">https:\/\/blog.csdn.net\/weixin_45638544\/article\/details\/107442912<\/a><br \/>\n@[TOC](\u7ed3\u5408\u77f3\u6cb9\u4e13\u4e1a\u7684 \u5e38\u89c1\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u7279\u70b9\u68b3\u7406)<\/p>\n<hr \/>\n<h1>1 \u524d\u8a00<\/h1>\n<p>&emsp;&emsp; \u4f20\u7edf\u6280\u672f\u4e0e\u673a\u5668\u5b66\u4e60\u5404\u6709\u7279\u70b9\u3002\u672c\u6587\u5bf9\u4e8e\u673a\u5668\u5b66\u4e60\u7684\u4e00\u4e9b\u7279\u70b9\u8fdb\u884c\u4e00\u4e9b\u68b3\u7406\u3002<\/p>\n<p>&emsp;&emsp; <a href=\"https:\/\/blog.csdn.net\/weixin_45638544\/article\/details\/107429224\">\u5728\u6211\u7684\u4e00\u7bc7\u535a\u5ba2\u4e2d<\/a>\u8bf4\u9053<a href=\"https:\/\/blog.csdn.net\/weixin_45638544\/article\/details\/107429224\">^1<\/a>\uff0c\u673a\u5668\u5b66\u4e60\u603b\u7684\u6765\u8bf4\u53ef\u4ee5\u5206\u4e3a5\u4e2a\u90e8\u5206\uff0c\u6bcf\u4e2a\u90e8\u5206\u5404\u6709\u7279\u70b9\u3002\u7ed3\u5408\u77f3\u6cb9\u884c\u4e1a\u7684\u7279\u70b9\uff0c\u4e3b\u8981\u90e8\u5206\u5c31\u96c6\u4e2d\u5728\u6570\u636e\u5904\u7406\u4e0e\u7f51\u7edc\u6a21\u578b\u8fd9\u4e24\u4e2a\u90e8\u5206\u3002<\/p>\n<p>&emsp;&emsp; \u6570\u636e\u5904\u7406\u9700\u8981\u6839\u636e\u4e0d\u540c\u7684\u9879\u76ee\u8fdb\u884c\u8c03\u6574\uff0c\u8c03\u6574\u7684\u8d8a\u7ec6\u5fae\uff0c\u6548\u679c\u8d8a\u597d\uff0c\u4e0d\u8fc7\u5373\u4f7f\u4f7f\u7528\u901a\u7528\u6570\u636e\u5904\u7406\u6d41\u7a0b\u4e5f\u53ef\u4ee5\u5b8c\u6210\u591a\u6570\u4efb\u52a1\u3002\u540c\u65f6\u6a21\u578b\u4e5f\u662f\u540c\u7406\uff0c\u6210\u719f\u7684\u7b97\u6cd5\u5df2\u7ecf\u53ef\u4ee5\u6ee1\u8db3\u7edd\u5927\u591a\u6570\u9879\u76ee\u5e94\u7528\uff0c\u6539\u8fdb\u7b97\u6cd5\u80af\u5b9a\u662f\u6709\u8fdb\u6b65\u7a7a\u95f4\uff0c\u4e0d\u8fc7\u4ee3\u4ef7\u80af\u5b9a\u4e5f\u662f\u6709\u7684\u3002<br \/>\n&emsp;&emsp; \u56e0\u6b64\uff0c\u5982\u679c\u8bf4\u6570\u636e\u5904\u7406\u6709\u4e00\u5957\u901a\u7528\u6a21\u677f\u7684\u8bdd\uff0c\u90a3\u4e48\u6a21\u578b\u7684\u9009\u62e9\u5c31\u6709\u591a\u5957\u6a21\u677f\u4f9b\u60a8\u6311\u9009\u3002<\/p>\n<blockquote>\n<p>\u5728\u673a\u5668\u5b66\u4e60\u9886\u57df\uff0c\u4e00\u4e2a\u57fa\u672c\u7684\u5b9a\u7406\u5c31\u662f\u201c\u6ca1\u6709\u514d\u8d39\u7684\u5348\u9910 <em>No Free Lunch Theorem<\/em> \u201d\uff08\u7b80\u79f0<strong>NLF<\/strong>\uff09\u3002\u6362\u8a00\u4e4b\uff0c\u5c31\u662f\u6ca1\u6709\u7b97\u6cd5\u80fd\u5b8c\u7f8e\u5730\u89e3\u51b3\u6240\u6709\u95ee\u9898\uff0c\u5c24\u5176\u662f\u5bf9\u76d1\u7763\u5b66\u4e60\u800c\u8a00\uff08\u4f8b\u5982\u9884\u6d4b\u5efa\u6a21\uff09<a href=\"https:\/\/www.sohu.com\/a\/147893803_387563\">^2<\/a>\u3002<\/p>\n<\/blockquote>\n<p>\u6bd4\u5982\u53ea\u8981\u8db3\u591f\u7684\u7f51\u7edc\u53c2\u6570\uff0c\u795e\u7ecf\u7f51\u7edc\u7406\u8bba\u4e0a\u80fd\u62df\u5408\u4efb\u610f\u51fd\u6570\uff0c\u4e5f\u5c31\u662f\u8bf4\u4efb\u4f55\u6570\u636e\u90fd\u80fd\u8fdb\u884c\u8bad\u7ec3\uff0c\u4f46\u662f\u5b9e\u9645\u9879\u76ee\u4e2d\u7ecf\u5e38\u4f1a\u8868\u73b0\u7684\u7cdf\u7cd5\u3002\u9020\u6210\u8fd9\u79cd\u7ed3\u679c\u7684\u539f\u56e0\u6709\u5f88\u591a\uff0c\u6bd4\u5982\u6570\u636e\u91cf\u4e0d\u591f\uff08\u5f88\u591a\u65f6\u5019\u9879\u76ee\u9650\u5236\u4e86\u6570\u636e\u91cf\u672c\u6765\u5c31\u6ca1\u6709\u592a\u591a\uff09\u3002\u6240\u4ee5\uff0c\u6bcf\u4e2a\u7b97\u6cd5\u90fd\u8bd5\u4e00\u8bd5\u662f\u89e3\u51b3\u5b9e\u9645\u95ee\u9898\u6700\u6709\u6548\u7684\u624b\u6bb5\uff0c\u5e76\u4e14\u9700\u8981\u9009\u62e9\u5408\u7406\u7684\u7b97\u6cd5\uff0c\u6bd4\u5982\u6211\u60f3\u9884\u6d4b\u6709\u65f6\u95f4\u5e8f\u5217\u5173\u7cfb\u7684\u6570\u636e\u5c31\u4e0d\u80fd\u76f4\u63a5\u5957\u7528\u795e\u7ecf\u7f51\u7edc\u53bb\u89e3\u51b3\uff0c\u9700\u8981\u505a\u4e00\u4e9b\u6570\u636e\u5904\u7406\u518d\u4f7f\u7528\uff0c\u6bd4\u5982\u8ba9\u8f93\u5165\u7684\u6570\u636e\u672c\u8eab\u5c31\u80fd\u4f53\u73b0\u51fa\u65f6\u95f4\u7684\u5148\u540e\u5173\u7cfb\uff0c\u6216\u8005\u8ba9\u9884\u6d4b\u503c\u4f53\u73b0\u65f6\u95f4\u5148\u540e\u5173\u7cfb\u3002<\/p>\n<p>&emsp;&emsp; \u7ecf\u5e38\u4f1a\u6709\u65b0\u7b97\u6cd5\u88ab\u63d0\u51fa\u6765\uff0c\u8fd9\u91cc\u4ec5\u7b80\u5355\u7684\u8bf4\u660e\u51e0\u4e2a\u7ecf\u8fc7\u6bd4\u8f83\u7b80\u5355\u6709\u6548\u7684\u7b97\u6cd5\u3002<\/p>\n<blockquote>\n<p>\u5404\u7c7b\u7b97\u6cd5\u6709\u5f88\u591a\uff0c\u9879\u76ee\u5b9e\u8df5\u4e2d\u4e3b\u8981\u7528\u7684\u8fd8\u662f\u5206\u7c7b\u4e0e\u56de\u5f52\u95ee\u9898\uff0c\u6545\u6b64\u672c\u6587\u4f1a\u4e3b\u8981\u5bf9\u8fd9\u4e24\u4e2a\u7ebf\u8fdb\u884c\u9610\u8ff0\u3002<br \/>\n\u5e76\u4e14\u5927\u591a\u6570\u7b97\u6cd5\u53ef\u80fd\u7814\u53d1\u65f6\u662f\u4e3a\u4e86\u5206\u7c7b\uff0c\u540e\u6765\u4f1a\u884d\u751f\u51fa\u56de\u5f52\u7684\u80fd\u529b\u3002\u8fd9\u4e5f\u662f\u6709\u7684\u7b97\u6cd5\u65e2\u80fd\u5206\u7c7b\u53c8\u80fd\u56de\u5f52\u7684\u539f\u56e0\u3002<\/p>\n<\/blockquote>\n<h1>2 \u5e38\u7528\u7b97\u6cd5\u5bf9\u6bd4\u4e00\u89c8\u8868<\/h1>\n<p>\u672c\u8282\u662f\u628a\u540e\u6587\u7684\u7279\u70b9\u8fdb\u884c\u7b80\u8ff0\uff0c\u60f3\u770b\u66f4\u591a\u7684\u5185\u5bb9\u53ef\u4ee5\u5728\u540e\u7eed\u7ae0\u8282\u8fdb\u884c\u67e5\u770b\uff0c\u4e5f\u53ef\u4ee5\u7d22\u5f15\u5404\u4e2a\u7b97\u6cd5\u7684\u539f\u7406\u8be6\u60c5\uff0c\u672c\u6587\u7684\u5185\u5bb9\u4f1a\u4ece\u9879\u76ee\u5b9e\u8df5\u7684\u89d2\u5ea6\u9610\u8ff0<a href=\"https:\/\/zhuanlan.zhihu.com\/p\/27160995\">^3<\/a>\u3002<\/p>\n<blockquote>\n<p>\u6ce8\uff1a\u6709\u7684\u7f3a\u70b9\u53ef\u80fd\u662f\u901a\u7528\u7f3a\u70b9\u6bd4\u5982<code>\u8fc7\u62df\u5408<\/code>\u8fd9\u4e2a\u7f3a\u70b9\u5176\u5b9e\u6bcf\u4e2a\u7b97\u6cd5\u90fd\u4f1a\u5b58\u5728\u3002<\/p>\n<\/blockquote>\n<table>\n<thead>\n<tr>\n<th style=\"text-align: left\">\u7b97\u6cd5<\/th>\n<th style=\"text-align: left\">\u7279\u70b9<\/th>\n<th style=\"text-align: left\">\u4f18\u52bf<\/th>\n<th style=\"text-align: left\">\u52a3\u52bf<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"text-align: left\">\u51b3\u7b56\u6811<\/td>\n<td style=\"text-align: left\">1. \u652f\u6301\u5206\u7c7b\u4e0e\u56de\u5f52<\/td>\n<td style=\"text-align: left\">1. \u8ba1\u7b97\u7b80\u5355 <br \/>2. \u53ef\u4ee5\u89e3\u91ca \u67e5\u770b\u5206\u7c7b\u6216\u8005\u56de\u5f52\u7684\u4f9d\u636e<\/td>\n<td style=\"text-align: left\">1. \u5bb9\u6613\u8fc7\u62df\u5408<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left\">\u968f\u673a\u68ee\u6797<\/td>\n<td style=\"text-align: left\">1. \u652f\u6301\u5206\u7c7b\u4e0e\u56de\u5f52  <br \/>2. \u5c5e\u4e8e\u96c6\u6210\u7b97\u6cd5\uff0c\u662f\u591a\u4e2a\u51b3\u7b56\u6811\u5f97\u5230\u7684\u7ed3\u8bba\u7ecf\u8fc7\u6295\u7968\u5f97\u51fa\u7684\u6700\u7ec8\u7ed3\u679c<\/td>\n<td style=\"text-align: left\">1. \u51b3\u7b56\u6811\u7684\u52a0\u5f3a\u7248\uff0c\u5bf9\u4e8e\u7f3a\u5931\u503c\u3001\u6837\u672c\u4e0d\u5747\u8861\u3001\u8bad\u7ec3\u901f\u5ea6\u6709\u63d0\u5347 <br \/> 2. \u5bf9\u4e8e\u5927\u89c4\u6a21\u6570\u636e\u3001\u5404\u5c5e\u6027\u95f4\u6ca1\u4ec0\u4e48\u5173\u7cfb\u7684\u60c5\u51b5\u6709\u4f18\u52bf<\/td>\n<td style=\"text-align: left\">1. \u566a\u58f0\u5bf9\u8fc7\u62df\u5408\u5f71\u54cd\u8f83\u5927 <br \/> 2. \u67d0\u4e2a\u5c5e\u6027\u5982\u679c\u6709\u8fc7\u591a\u7684\u7c7b\u522b\u53ef\u80fd\u5bfc\u81f4\u7ed3\u679c\u5dee<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left\">xgboost<\/td>\n<td style=\"text-align: left\">1. \u652f\u6301\u5206\u7c7b\u4e0e\u56de\u5f52  <br \/> 2. \u7ed3\u5408\u968f\u673a\u68ee\u6797\u601d\u60f3\u7684\u51b3\u7b56\u6811\uff0c\u8fd9\u91cc\u5355\u72ec\u5217\u51fa\u6765\u662f\u56e0\u4e3a\u5b83\u7684\u5404\u65b9\u9762\u6548\u679c\u90fd\u5f88\u597d <br \/>  3. \u4e2a\u4eba\u611f\u89c9\u5206\u7c7b\u7684\u6548\u679c\u6bd4\u56de\u5f52\u7684\u6548\u679c\u597d<\/td>\n<td style=\"text-align: left\">1. \u7f13\u89e3\u8fc7\u62df\u5408 <br \/> 2. \u5e76\u884c\u4f18\u5316  <br \/> 3. \u91c7\u7528\u4e8c\u9636\u5bfc\u6570  <br \/> 4. \u7f3a\u5931\u503c\u5904\u7406  <br \/> 5. \u5217\u62bd\u6837<\/td>\n<td style=\"text-align: left\">1. \u5212\u5206\u5c42\u6570\u8fc7\u591a\u65f6\uff0c\u7ee7\u7eed\u65b0\u589e\u5c42\u6570\u7684\u6548\u679c\u4f1a\u964d\u4f4e<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left\">k-means\u805a\u7c7b<\/td>\n<td style=\"text-align: left\">1. \u805a\u7c7b\u7b97\u6cd5\uff0c\u65e2\u4e0d\u80fd\u5206\u7c7b\u4e5f\u4e0d\u80fd\u56de\u5f52<br \/> 2. \u9700\u8981\u4eba\u6839\u636e\u7ecf\u9a8c\u628a\u7ed3\u679c\u7efc\u5408\u4e1a\u52a1\u573a\u666f\u8fdb\u884c\u89e3\u91ca<\/td>\n<td style=\"text-align: left\">1. \u7b80\u5355\u3001\u5feb\u590d\u6742\u5ea6\u8f83\u4f4e<\/td>\n<td style=\"text-align: left\">1. \u566a\u97f3\u7684\u5f71\u54cd\u8f83\u5927<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left\">knn<\/td>\n<td style=\"text-align: left\">1. \u652f\u6301\u5206\u7c7b\u4e0e\u56de\u5f52<\/td>\n<td style=\"text-align: left\">1. \u7b80\u5355\u3001\u590d\u6742\u5ea6\u6781\u4f4e<\/td>\n<td style=\"text-align: left\">1. \u53d7\u6837\u672c\u4e0d\u5747\u8861\u5f71\u54cd\u4f1a\u504f\u5411\u5927\u5bb9\u91cf\u6570\u636e\uff08\u6bd4\u5982\u7c7b\u578ba\u591a\u5c31\u591a\u9884\u6d4b\u4e3a\u7c7b\u578ba\uff09<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left\">\u7ebf\u6027\u56de\u5f52<\/td>\n<td style=\"text-align: left\">1. \u56de\u5f52<\/td>\n<td style=\"text-align: left\">1. \u7b80\u5355 <br \/> 2. \u5b58\u5728\u89e3\u6790\u89e3<\/td>\n<td style=\"text-align: left\">1. \u6b20\u62df\u5408\uff08\u6570\u636e\u5982\u679c\u590d\u6742\u62df\u5408\u6548\u679c\u5dee\uff09<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left\">SVM<\/td>\n<td style=\"text-align: left\">1. \u652f\u6301\u5206\u7c7b\u4e0e\u56de\u5f52 <br \/> 2.  \u6570\u636e\u5347\u7ef4\uff08\u6bd4\u5982\u4e24\u4e2a\u5708\u5957\u5728\u4e00\u8d77\uff0c\u5e73\u9762\u4e0a\u770b\u662f\u6ca1\u6cd5\u533a\u5206\uff0c\u4e09\u7ef4\u4e0a\u770b\u5f88\u5bb9\u6613\u89e3\u51b3\uff09<\/td>\n<td style=\"text-align: left\">1. \u62df\u5408\u6548\u679c\u53ef\u4ee5\u5f88\u597d<\/td>\n<td style=\"text-align: left\">1. \u6838\u51fd\u6570\uff08SVM\u5185\u4f7f\u7528\u7684\u4e00\u4e2a\u5177\u4f53\u65b9\u6cd5\uff09\u4e0d\u540c\uff0c\u6548\u679c\u4e5f\u6709\u5f88\u5927\u5dee\u8ddd <br \/> 2. \u53ef\u89e3\u91ca\u6027\u5dee\uff08\u53ea\u6709\u7528\u7ebf\u6027\u6838\u624d\u4fbf\u4e8e\u89e3\u91ca\uff0c\u7136\u800c\u7ebf\u6027\u6838\u5bf9\u4e8e\u5b9e\u9645\u95ee\u9898\u6ca1\u4ec0\u4e48\u7528\uff09<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left\">\u795e\u7ecf\u7f51\u7edc<\/td>\n<td style=\"text-align: left\">1. \u652f\u6301\u5206\u7c7b\u4e0e\u56de\u5f52 <br \/> 2. \u672c\u8d28\u4e0a\u7684\u795e\u7ecf\u7f51\u7edc\u7684\u4e24\u4e2a\u6838\u5fc3\u64cd\u4f5c\u5c31\u662f\u5168\u8fde\u63a5\u548c\u5377\u79ef\uff0c\u524d\u8005\u662f\u5bf9\u4e8e\u6570\u636e\u70b9\u7684\u64cd\u4f5c\uff0c\u540e\u8005\u4e3b\u8981\u662f\u4f53\u73b0\u4e86\u591a\u4e2a\u6570\u636e\u70b9\u5728\u4e00\u8d77\u5177\u6709\u67d0\u79cd\u610f\u4e49\u7684\u64cd\u4f5c\uff0c\u6bd4\u5982\u56fe\u50cf\u7684\u67d0\u4e2a\u533a\u57df\u5185n\u4e2a\u50cf\u7d20 <br \/> 3. \u6df1\u5ea6\u5b66\u4e60\u7684\u5927\u95e8\u5728\u8fd9\uff0c\u6548\u679c\u7684\u786e\u5f88\u597d\uff0c\u540c\u65f6\u6a21\u578b\u4f1a\u7279\u522b\u590d\u6742\uff0c\u4ee5\u53ca\u8017\u65f6\u3001\u70e7\u94b1<\/td>\n<td style=\"text-align: left\">1. \u5168\u90fd\u662f\u4f18\u70b9<\/td>\n<td style=\"text-align: left\">1. \u6570\u636e\u4e0d\u884c\u7684\u65f6\u5019\u6240\u6709\u4f18\u70b9\u90fd\u6ca1\u7528<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h1>3 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