{"id":33254,"date":"2026-06-14T08:00:57","date_gmt":"2026-06-14T00:00:57","guid":{"rendered":"https:\/\/www.varidata.com\/?p=33254"},"modified":"2026-06-10T16:28:43","modified_gmt":"2026-06-10T08:28:43","slug":"analyze-behavior-patterns-of-ai-crawlers-using-server-logs","status":"publish","type":"post","link":"https:\/\/www.varidata.com\/zh-cn\/blog\/analyze-behavior-patterns-of-ai-crawlers-using-server-logs\/","title":{"rendered":"\u4f7f\u7528\u670d\u52a1\u5668\u65e5\u5fd7\u5206\u6790 AI \u722c\u866b\u7684\u884c\u4e3a\u6a21\u5f0f"},"content":{"rendered":"\n<p>\u60a8\u9700\u8981\u5206\u6790 <a href=\"https:\/\/www.varidata.com\/zh-cn\/blog-en\/how-to-protect-us-servers-from-malicious-crawlers\/\" target=\"_blank\">AI \u722c\u866b<\/a>\u7684\u884c\u4e3a\u6a21\u5f0f\uff0c\u4ee5\u4fdd\u969c\u7f51\u7ad9\u6027\u80fd\u3002\u5f53\u60a8\u5ba1\u67e5<a href=\"https:\/\/www.varidata.com\/zh-cn\/server\/tokyo\/\" 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\u722c\u866b\u7684\u8bf7\u6c42\u3002\u6e05\u6d17\u65e5\u5fd7\u662f\u5173\u952e\u6b65\u9aa4\u3002\u60a8\u9700\u8981\u79fb\u9664\u65e0\u5173\u8bf7\u6c42\uff0c\u4f8b\u5982\u9759\u6001\u8d44\u6e90\u52a0\u8f7d\u6216\u76d1\u63a7\u63a2\u9488\u8bf7\u6c42\uff0c\u5e76\u5c06\u6570\u636e\u6574\u7406\u4e3a\u7ed3\u6784\u5316\u683c\u5f0f\u3002\u60a8\u8fd8\u9700\u8981\u5c06\u65e5\u5fd7\u8f6c\u6362\u4e3a\u6709\u52a9\u4e8e\u5206\u6790\u6293\u53d6\u9891\u7387\u548c\u5e73\u5747\u54cd\u5e94\u65f6\u95f4\u7684\u7279\u5f81\u3002\u7279\u5f81\u5de5\u7a0b\u8ba9\u60a8\u53ef\u4ee5\u521b\u5efa\u65b0\u7684\u6307\u6807\uff0c\u4f8b\u5982\u8bc6\u522b\u6293\u53d6\u9ad8\u5cf0\u65f6\u6bb5\u6216\u8ba1\u7b97\u673a\u5668\u4eba\u5e73\u5747\u54cd\u5e94\u65f6\u95f4\u3002<\/p>\n<blockquote>\n<p>\u63d0\u793a\uff1a\u5728\u5206\u6790\u4e4b\u524d\uff0c\u52a1\u5fc5\u9a8c\u8bc1\u8bbf\u95ee\u65e5\u5fd7\u7684\u5b8c\u6574\u6027\u3002\u7f3a\u5931\u8bb0\u5f55\u4f1a\u5bfc\u81f4\u60a8\u5bf9 AI \u722c\u866b\u884c\u4e3a\u5f97\u51fa\u4e0d\u51c6\u786e\u7684\u7ed3\u8bba\u3002<\/p>\n<\/blockquote>\n<p>\u60a8\u53ef\u4ee5\u4f7f\u7528\u805a\u7c7b\u7b97\u6cd5\uff0c\u6839\u636e\u6293\u53d6\u884c\u4e3a\u5bf9\u76f8\u4f3c URL \u8fdb\u884c\u5206\u7ec4\u3002\u8fd9\u6709\u52a9\u4e8e\u60a8\u89e3\u91ca\u7ed3\u679c\uff0c\u5e76\u53d1\u73b0 AI \u673a\u5668\u4eba\u4e0e\u7f51\u7ad9\u4ea4\u4e92\u65b9\u5f0f\u4e2d\u7684\u6a21\u5f0f\u6216\u95ee\u9898\u3002\u60a8\u53ef\u4ee5\u5206\u6790\u8fd9\u4e9b\u805a\u7c7b\uff0c\u4ee5\u8bc6\u522b\u53ef\u80fd\u5f71\u54cd\u7f51\u7ad9\u6027\u80fd\u7684\u6fc0\u8fdb\u6293\u53d6\u6216\u9057\u6f0f\u547d\u4e2d\u3002<\/p>\n<h3>\u5bfc\u5165\u6570\u636e\u8fdb\u884c\u5206\u6790<\/h3>\n<p>\u60a8\u9700\u8981\u9ad8\u6548\u7684\u5de5\u5177\u6765\u5904\u7406\u5927\u91cf\u8bbf\u95ee\u65e5\u5fd7\u3002Splunk\u3001LogicMonitor \u548c Elastic Stack \u662f\u5bfc\u5165\u548c\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u96c6\u7684\u5e38\u7528\u9009\u62e9\u3002Screaming Frog Log File Analyser 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rowspan=\"1\">\n<p>\u5b9e\u65f6\u65e5\u5fd7\u5206\u6790\uff0c\u53ef\u6269\u5c55\u4ee5\u5904\u7406\u5927\u578b\u6570\u636e\u96c6<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Elastic Stack<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5f00\u6e90\u3001\u53ef\u5b9a\u5236\uff0c\u5e76\u53ef\u4e0e Kibana \u96c6\u6210\u8fdb\u884c\u53ef\u89c6\u5316<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Screaming Frog<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u57fa\u4e8e GUI\uff0c\u652f\u6301\u5927\u578b\u6587\u4ef6\uff0c\u80fd\u591f\u9a8c\u8bc1\u673a\u5668\u4eba<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Botify \/ OnCrawl<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4e91\u7aef\u5e73\u53f0\uff0c\u53ef\u8fdb\u884c\u6570\u636e\u5206\u6bb5\uff0c\u5e76\u4e0e Search Console \u96c6\u6210<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>JetOctopus<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u901f\u5ea6\u5feb\u3001\u4ef7\u683c\u5b9e\u60e0\uff0c\u53ef\u8ddf\u8e2a Googlebot \u6d3b\u52a8<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u60a8\u9700\u8981\u5c06\u6e05\u6d17\u540e\u7684\u8bbf\u95ee\u65e5\u5fd7\u5bfc\u5165\u8fd9\u4e9b\u5de5\u5177\uff0c\u5f00\u59cb\u8fdb\u884c\u884c\u4e3a\u5206\u6790\u3002\u60a8\u53ef\u4ee5\u6309\u9875\u9762\u6a21\u677f\u6216\u7c7b\u522b\u5bf9\u6570\u636e\u8fdb\u884c\u5206\u6bb5\uff0c\u8fd9\u6709\u52a9\u4e8e\u60a8\u7cbe\u786e\u5b9a\u4f4d AI \u722c\u866b\u7684\u6d3b\u52a8\u91cd\u70b9\u3002\u60a8\u8fd8\u5e94\u6301\u7eed\u76d1\u63a7\u65e5\u5fd7\uff0c\u4ee5\u8ddf\u8e2a\u673a\u5668\u4eba\u884c\u4e3a\u53d8\u5316\u5e76\u636e\u6b64\u4f18\u5316\u7f51\u7ad9\u3002<\/p>\n<h2>\u5206\u6790 AI \u722c\u866b\u7684\u884c\u4e3a\u6a21\u5f0f<\/h2>\n<p>\u7406\u89e3\u5982\u4f55\u5206\u6790 AI 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\u673a\u5668\u4eba\u901a\u5e38\u6bd4\u4f20\u7edf\u641c\u7d22\u5f15\u64ce\u62e5\u6709\u66f4\u4e25\u683c\u7684\u8d85\u65f6\u9650\u5236\u3002<\/p>\n<\/li>\n<li>\n<p>\u5c06\u53ef\u7591\u7684 user-agent \u4e0e\u5176\u6765\u6e90 IP \u4ea4\u53c9\u6bd4\u5bf9\uff0c\u4ee5\u9501\u5b9a\u6709\u95ee\u9898\u7684\u722c\u866b\u3002<\/p>\n<\/li>\n<li>\n<p>\u6293\u53d6\u6df1\u5ea6\u663e\u793a\u673a\u5668\u4eba\u63a2\u7d22\u7f51\u7ad9\u7ed3\u6784\u7684\u6df1\u6d45\u7a0b\u5ea6\u3002\u6709\u4e9b AI \u673a\u5668\u4eba\u53ea\u5173\u6ce8\u9996\u9875\u6216\u9876\u5c42\u9875\u9762\uff0c\u800c\u53e6\u4e00\u4e9b\u5219\u4f1a\u6df1\u5165\u904d\u5386\u5185\u5bb9\u3002\u82e5\u9996\u9875\u8bbf\u95ee\u91cf\u5f88\u9ad8\uff0c\u4f46\u6df1\u5c42\u9875\u9762\u904d\u5386\u8f83\u5f31\uff0c\u5219\u8bf4\u660e\u5176\u63a2\u7d22\u8f83\u6d45\u3002\u82e5\u9891\u7e41\u56de\u8bbf\u66f4\u65b0\u65e5\u5fd7\u6216\u7248\u672c\u66f4\u65b0\u9875\u9762\uff0c\u5219\u53ef\u80fd\u8868\u660e\u5176\u66f4\u5173\u6ce8\u5185\u5bb9\u7684\u65b0\u9c9c\u5ea6\u3002<\/p>\n<\/li>\n<li>\n<p>\u904d\u5386\u6a21\u5f0f\u7a81\u663e\u722c\u866b\u5728\u7ad9\u5185\u5185\u5bb9\u4e2d\u7684\u8bbf\u95ee\u8def\u5f84\u3002\u60a8\u53ef\u80fd\u4f1a\u6ce8\u610f\u5230\u6587\u6863\u9875\u9762\u7684\u6293\u53d6\u7a81\u7136\u589e\u52a0\uff0c\u8fd9\u901a\u5e38\u53cd\u6620\u4e86\u6280\u672f\u7b54\u6848\u9700\u6c42\u7684\u63d0\u5347\u3002<\/p>\n<\/li>\n<\/ul>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 50px\">\n<colgroup>\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\"><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u884c\u4e3a\u6a21\u5f0f<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u63ed\u793a\u7684\u4fe1\u606f<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u56de\u8bbf\u9891\u7387<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u722c\u866b\u8fd4\u56de\u7279\u5b9a\u9875\u9762\u7684\u9891\u7387<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6293\u53d6\u6df1\u5ea6<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u722c\u866b\u63a2\u7d22\u7f51\u7ad9\u7684\u6df1\u5165\u7a0b\u5ea6<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u904d\u5386\u6a21\u5f0f<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u722c\u866b\u5728\u60a8\u7684\u5185\u5bb9\u4e2d\u91c7\u7528\u7684\u8bbf\u95ee\u8def\u5f84<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6e32\u67d3\u8bf7\u6c42<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u673a\u5668\u4eba\u5982\u4f55\u5904\u7406 JavaScript \u548c\u52a8\u6001\u5185\u5bb9<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u53d1\u73b0\u8def\u5f84<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u722c\u866b\u5982\u4f55\u53d1\u73b0\u5e76\u4f18\u5148\u5904\u7406\u65b0\u5185\u5bb9<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<blockquote>\n<p>\u63d0\u793a\uff1aAI \u673a\u5668\u4eba\u901a\u5e38\u5177\u6709\u8f83\u9ad8\u7684\u8bf7\u6c42\u9891\u7387\uff0c\u5c24\u5176\u5728\u4eba\u7c7b\u8bbf\u95ee\u9ad8\u5cf0\u65f6\u6bb5\u66f4\u4e3a\u660e\u663e\u3002\u76d1\u63a7\u8fd9\u4e9b\u6a21\u5f0f\u6709\u52a9\u4e8e\u60a8\u8c03\u6574\u7f51\u7ad9\u7ed3\u6784\u548c\u5185\u5bb9\u7b56\u7565\u3002<\/p>\n<\/blockquote>\n<h3>\u53d1\u73b0\u6fc0\u8fdb\u6293\u53d6<\/h3>\n<p>\u6fc0\u8fdb\u6293\u53d6\u4f1a\u538b\u57ae\u670d\u52a1\u5668\u5e76\u5f71\u54cd\u7528\u6237\u4f53\u9a8c\u3002\u60a8\u9700\u8981\u5206\u6790\u884c\u4e3a\u6a21\u5f0f\uff0c\u4ee5\u53d1\u73b0\u5e76\u7f13\u89e3\u6b64\u7c7b\u98ce\u9669\u3002<\/p>\n<ul>\n<li>\n<p>\u67d0\u4e9b AI \u6293\u53d6\u5668\u6bcf\u79d2\u53ef\u53d1\u51fa\u8d85\u8fc7 50 \u6b21\u8bf7\u6c42\u3002\u8fd9\u79cd\u7ea7\u522b\u7684 AI \u673a\u5668\u4eba\u6d3b\u52a8\uff0c\u662f\u6fc0\u8fdb\u6293\u53d6\u7684\u660e\u663e\u4fe1\u53f7\u3002<\/p>\n<\/li>\n<li>\n<p>\u5728\u5927\u578b\u7f51\u7ad9\u4e0a\uff0c\u82e5\u591a\u4e2a AI \u673a\u5668\u4eba\u6bcf\u5929\u5404\u6293\u53d6 5,000 \u4e2a\u9875\u9762\uff0c\u603b\u8bf7\u6c42\u91cf\u5c31\u53ef\u80fd\u8fbe\u5230\u6bcf\u65e5 35,000 \u6b21\u3002\u8fd9\u79cd\u4f53\u91cf\u53ef\u80fd\u8d85\u51fa\u60a8\u901a\u5e38\u7684\u6293\u53d6\u9884\u7b97\uff0c\u5e76\u5bf9\u57fa\u7840\u8bbe\u65bd\u9020\u6210\u538b\u529b\u3002<\/p>\n<\/li>\n<li>\n<p>\u5bf9\u4e8e\u6bcf\u5206\u949f\u8bbf\u95ee 1,000 \u4e2a\u9875\u9762\u7684\u6fc0\u8fdb\u6293\u53d6\u5668\uff0c\u5e94\u5c06\u5176\u5f52\u7c7b\u4e3a\u9700\u8981\u7981\u6b62\u6216\u5c01\u9501\u7684\u5bf9\u8c61\u3002\u8fd9\u6837\u7684\u9608\u503c\u6709\u52a9\u4e8e\u60a8\u754c\u5b9a\u4f55\u79cd\u6293\u53d6\u884c\u4e3a\u5c5e\u4e8e\u4e0d\u53ef\u63a5\u53d7\u3002<\/p>\n<\/li>\n<li>\n<p>AI \u722c\u866b\u53ef\u80fd\u5bfc\u81f4 CPU \u548c RAM \u8017\u5c3d\u3001\u5e26\u5bbd\u8fc7\u5ea6\u5360\u7528\u4ee5\u53ca\u5ef6\u8fdf\u5347\u9ad8\u3002\u8fd9\u4e9b\u95ee\u9898\u4f1a\u9020\u6210\u9875\u9762\u52a0\u8f7d\u7f13\u6162\uff0c\u751a\u81f3\u53ef\u80fd\u5728\u5171\u4eab\u4e3b\u673a\u73af\u5883\u4e2d\u5bfc\u81f4\u7ad9\u70b9\u88ab\u6682\u505c\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u60a8\u5e94\u4e3a\u6293\u53d6\u91cf\u7684\u7a81\u7136\u98d9\u5347\u6216\u8bf7\u6c42\u901f\u7387\u8d85\u8fc7\u9884\u8bbe\u9608\u503c\u8bbe\u7f6e\u544a\u8b66\u3002\u4f7f\u7528\u722c\u866b\u884c\u4e3a\u76d1\u63a7\u5de5\u5177\u5b9e\u65f6\u53ef\u89c6\u5316\u5e76\u5206\u6790\u8fd9\u4e9b\u6a21\u5f0f\u3002\u8fd9\u79cd\u4e3b\u52a8\u7b56\u7565\u53ef\u4ee5\u5e2e\u52a9\u60a8\u8fc5\u901f\u54cd\u5e94\uff0c\u4fdd\u62a4\u7f51\u7ad9\u5b89\u5168\u3002<\/p>\n<blockquote>\n<p>\u63d0\u793a\u6846\uff1a\u4e0d\u540c\u884c\u4e1a\u6240\u53d7\u5230\u7684 AI \u722c\u866b\u884c\u4e3a\u5f71\u54cd\u5e76\u4e0d\u76f8\u540c\u3002\u4f8b\u5982\uff0c\u8bad\u7ec3\u578b\u673a\u5668\u4eba\u53ef\u80fd\u4f1a\u8fdb\u884c\u5168\u9762\u6293\u53d6\uff0c\u800c\u6293\u53d6\u83b7\u53d6\u578b\u673a\u5668\u4eba\u66f4\u805a\u7126\u4e8e\u7528\u6237\u67e5\u8be2\u3002\u60a8\u7f51\u7ad9\u7684\u67d0\u4e9b\u7248\u5757\u53ef\u80fd\u4f1a\u5438\u5f15\u66f4\u591a\u5173\u6ce8\uff0c\u4ece\u800c\u5f71\u54cd\u5185\u5bb9\u53ef\u89c1\u6027\u4e0e\u8d44\u6e90\u5206\u914d\u3002<\/p>\n<\/blockquote>\n<p>\u901a\u8fc7\u6301\u7eed\u5206\u6790\u884c\u4e3a\u6a21\u5f0f\uff0c\u60a8\u80fd\u591f\u66f4\u6e05\u6670\u5730\u7406\u89e3 AI \u722c\u866b\u884c\u4e3a\u3002\u60a8\u53ef\u4ee5\u4f18\u5316\u7f51\u7ad9\u3001\u51cf\u5c11\u6293\u53d6\u9884\u7b97\u6d6a\u8d39\uff0c\u5e76\u786e\u4fdd\u7528\u6237\u4e0e\u673a\u5668\u4eba\u90fd\u83b7\u5f97\u987a\u7545\u4f53\u9a8c\u3002<\/p>\n<h2>\u65e5\u5fd7\u6587\u4ef6\u5206\u6790\u4e2d\u7684\u673a\u5668\u5b66\u4e60<\/h2>\n<h3>\u81ea\u52a8\u5316\u6a21\u5f0f\u68c0\u6d4b<\/h3>\n<p>\u60a8\u53ef\u4ee5\u5229\u7528\u673a\u5668\u5b66\u4e60\u6765\u81ea\u52a8\u5316\u670d\u52a1\u5668\u65e5\u5fd7\u5206\u6790\u4e2d\u7684\u6a21\u5f0f\u68c0\u6d4b\u3002\u673a\u5668\u5b66\u4e60\u6a21\u578b\u80fd\u591f\u5feb\u901f\u7b5b\u67e5\u6d77\u91cf\u65e5\u5fd7\u6587\u4ef6\uff0c\u8bc6\u522b\u51fa\u4eba\u5de5\u5ba1\u67e5\u5e38\u5e38\u9057\u6f0f\u7684\u8d8b\u52bf\u548c\u5f02\u5e38\u3002\u8fd9\u6837\uff0c\u60a8\u65e0\u9700\u82b1\u8d39\u6570\u5c0f\u65f6\u624b\u52a8\u68c0\u67e5\uff0c\u5c31\u80fd\u53d1\u73b0\u5f02\u5e38\u7684\u722c\u866b\u6d3b\u52a8\uff0c\u4f8b\u5982\u8bf7\u6c42\u6fc0\u589e\u6216\u65b0\u7684\u673a\u5668\u4eba user-agent\u3002\u8bb8\u591a\u7b97\u6cd5\u90fd\u975e\u5e38\u9002\u5408\u8fd9\u9879\u4efb\u52a1\u3002\u76d1\u7763\u5b66\u4e60\u6a21\u578b\u5982\u51b3\u7b56\u6811\u548c\u795e\u7ecf\u7f51\u7edc\uff0c\u53ef\u4ee5\u57fa\u4e8e\u5e26\u6807\u7b7e\u7684\u6570\u636e\u5bf9\u673a\u5668\u4eba\u884c\u4e3a\u8fdb\u884c\u5206\u7c7b\u3002\u65e0\u76d1\u7763\u65b9\u6cd5\u5982 K-means \u6216 DBSCAN\uff0c\u80fd\u591f\u5c06\u76f8\u4f3c\u7684\u6293\u53d6\u4f1a\u8bdd\u5206\u7ec4\u5e76\u7a81\u51fa\u663e\u793a\u79bb\u7fa4\u70b9\u3002\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff0c\u5305\u62ec LSTMs \u548c transformers\uff0c\u5219\u53ef\u5904\u7406\u8fde\u7eed\u7684\u65e5\u5fd7\u5e8f\u5217\uff0c\u4ee5\u68c0\u6d4b\u66f4\u590d\u6742\u7684\u6a21\u5f0f\u3002<\/p>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 50px\">\n<colgroup>\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\"><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u7b97\u6cd5\u7c7b\u578b<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u793a\u4f8b<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u76d1\u7763\u5b66\u4e60<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Logistic Regression\u3001Linear SVM\u3001Decision Trees\u3001Random Forest\u3001Neural Networks<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u65e0\u76d1\u7763\u5b66\u4e60<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>K-means\u3001Hierarchical Clustering\u3001DBSCAN\u3001PCA\u3001Autoencoders<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u534a\u76d1\u7763\u5b66\u4e60<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Self-training\u3001Co-training\u3001Transfer learning approaches<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5f3a\u5316\u5b66\u4e60<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Q-Learning\u3001Deep Q-Networks\u3001Policy Gradient Methods<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6df1\u5ea6\u5b66\u4e60<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Convolutional Neural Networks\u3001LSTMs\u3001GRUs\u3001Transformers<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u96c6\u6210\u5b66\u4e60<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Random Forest\u3001Gradient Boosting Machines\u3001AdaBoost<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u57fa\u4e8e\u5b9e\u4f8b\u7684\u5b66\u4e60<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>k-Nearest Neighbors (k-NN)<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6982\u7387\u6a21\u578b<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Bayesian Networks\u3001Gaussian Mixture\u3001Hidden Markov Models<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<blockquote>\n<p>\u63d0\u793a\uff1a\u5efa\u8bae\u60a8\u5148\u4ece\u65e0\u76d1\u7763\u805a\u7c7b\u5f00\u59cb\uff0c\u4ee5\u53d1\u73b0\u9690\u85cf\u7684\u722c\u866b\u6d3b\u52a8\u5206\u7ec4\uff0c\u518d\u8f6c\u5411\u76d1\u7763\u5206\u7c7b\u4ee5\u83b7\u5f97\u66f4\u7cbe\u786e\u7684\u68c0\u6d4b\u7ed3\u679c\u3002<\/p>\n<\/blockquote>\n<h3>\u9884\u6d4b\u722c\u866b\u884c\u4e3a<\/h3>\n<p>\u673a\u5668\u5b66\u4e60\u8fd8\u80fd\u5e2e\u52a9\u60a8\u9884\u6d4b\u672a\u6765\u7684\u722c\u866b\u884c\u4e3a\u3002\u60a8\u53ef\u4ee5\u8bad\u7ec3\u6a21\u578b\u6765\u9884\u6d4b\u6293\u53d6\u91cf\u3001\u8bc6\u522b\u53ef\u80fd\u7684\u6293\u53d6\u76ee\u6807\uff0c\u5e76\u9884\u5224\u6fc0\u8fdb\u673a\u5668\u4eba\u7684\u884c\u4e3a\u3002\u50cf LSTMs \u8fd9\u6837\u7684\u5e8f\u5217\u6a21\u578b\u53ef\u4ee5\u5206\u6790\u4e00\u6bb5\u65f6\u95f4\u5185\u7684\u65e5\u5fd7\u6570\u636e\uff0c\u5e76\u9884\u6d4b\u6293\u53d6\u9ad8\u5cf0\u53ef\u80fd\u5728\u4f55\u65f6\u53d1\u751f\u3002\u5f3a\u5316\u5b66\u4e60\u5219\u80fd\u591f\u9002\u5e94\u4e0d\u65ad\u53d8\u5316\u7684\u673a\u5668\u4eba\u7b56\u7565\uff0c\u4ece\u800c\u63d0\u5347\u7f51\u7ad9\u9632\u5fa1\u80fd\u529b\u3002\u60a8\u53ef\u4ee5\u5c06\u673a\u5668\u5b66\u4e60\u4e0e\u4f20\u7edf\u65e5\u5fd7\u5206\u6790\u7ed3\u5408\u8d77\u6765\uff0c\u628a\u81ea\u52a8\u544a\u8b66\u548c\u4eba\u5de5\u5ba1\u67e5\u878d\u5408\u4f7f\u7528\u3002\u60a8\u8fd8\u53ef\u4ee5\u5efa\u7acb\u53ef\u89c6\u5316\u9884\u6d4b\u4e0e\u5f02\u5e38\u60c5\u51b5\u7684\u4eea\u8868\u76d8\uff0c\u4ee5\u4fbf\u5feb\u901f\u54cd\u5e94\u5a01\u80c1\u3002<\/p>\n<ul>\n<li>\n<p>\u4f7f\u7528\u5f02\u5e38\u68c0\u6d4b\u6765\u6807\u8bb0\u610f\u5916\u7684\u722c\u866b\u6d3b\u52a8\u3002<\/p>\n<\/li>\n<li>\n<p>\u5e94\u7528\u76d1\u7763\u5b66\u4e60\uff0c\u57fa\u4e8e\u5386\u53f2\u6570\u636e\u5bf9\u65b0\u673a\u5668\u4eba\u8fdb\u884c\u5206\u7c7b\u3002<\/p>\n<\/li>\n<li>\n<p>\u5c06\u673a\u5668\u5b66\u4e60\u8f93\u51fa\u4e0e\u4eba\u5de5\u5206\u6790\u7ed3\u5408\uff0c\u4ee5\u83b7\u5f97\u66f4\u6df1\u5165\u7684\u6d1e\u5bdf\u3002<\/p>\n<\/li>\n<\/ul>\n<blockquote>\n<p>\u63d0\u793a\u6846\uff1a\u673a\u5668\u5b66\u4e60\u5c06\u65e5\u5fd7\u5206\u6790\u4ece\u88ab\u52a8\u54cd\u5e94\u578b\u5de5\u4f5c\u8f6c\u53d8\u4e3a\u4e3b\u52a8\u7b56\u7565\u3002\u60a8\u5c06\u83b7\u5f97\u4f18\u5316\u7f51\u7ad9\u6027\u80fd\u548c\u4fdd\u62a4\u8d44\u6e90\u7684\u80fd\u529b\u3002<\/p>\n<\/blockquote>\n<h2>\u53ef\u6267\u884c\u6d1e\u5bdf\u4e0e\u7f51\u7ad9\u4f18\u5316<\/h2>\n<h3>\u6539\u8fdb\u7f51\u7ad9\u7ed3\u6784\u4e0e\u6027\u80fd<\/h3>\n<p>\u5f53\u60a8\u901a\u8fc7\u670d\u52a1\u5668\u65e5\u5fd7\u5206\u6790 AI \u722c\u866b\u884c\u4e3a\u65f6\uff0c\u4fbf\u80fd\u5728\u7f51\u7ad9\u7ed3\u6784\u548c\u6027\u80fd\u65b9\u9762\u83b7\u5f97\u53ef\u8861\u91cf\u7684\u6539\u8fdb\u3002\u65e5\u5fd7\u6587\u4ef6\u5206\u6790\u53ef\u4ee5\u5e2e\u52a9\u60a8\u8bc6\u522b\u54ea\u4e9b urls \u5438\u5f15\u4e86\u6700\u591a\u7684\u673a\u5668\u4eba\u6d3b\u52a8\uff0c\u54ea\u4e9b urls \u5219\u5229\u7528\u4e0d\u8db3\u3002\u60a8\u53ef\u4ee5\u901a\u8fc7\u5c06\u9ad8\u4ef7\u503c urls \u94fe\u63a5\u5230\u5de5\u5177\u548c\u8d44\u6e90\u6765\u4f18\u5316\u5185\u90e8\u94fe\u63a5\u3002\u60a8\u8fd8\u53ef\u4ee5\u805a\u7126\u90a3\u4e9b\u673a\u5668\u4eba\u9891\u7e41\u56de\u8bbf\u7684 urls\uff0c\u4ece\u800c\u63d0\u5347\u6838\u5fc3\u4e3b\u9898\u4e0a\u7684\u6392\u540d\u7a33\u5b9a\u6027\u3002\u901a\u8fc7\u5408\u7406\u7ec4\u7ec7\u9875\u9762\u7ed3\u6784\uff0c\u60a8\u53ef\u4ee5\u6539\u5584\u8f6c\u5316\u8def\u5f84\uff0c\u4f7f\u7528\u6237\u548c\u673a\u5668\u4eba\u90fd\u80fd\u9ad8\u6548\u5bfc\u822a\u3002\u60a8\u8fd8\u53ef\u4ee5\u901a\u8fc7\u4f18\u5316 urls \u548c meta descriptions\uff0c\u63d0\u9ad8\u641c\u7d22\u6458\u8981\u4e2d\u7684\u70b9\u51fb\u7387\u3002<\/p>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 50px\">\n<colgroup>\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\"><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6539\u8fdb\u7c7b\u578b<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8bf4\u660e<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u66f4\u597d\u7684\u6392\u540d\u7a33\u5b9a\u6027<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5728\u6838\u5fc3\u4e3b\u9898\u4e0a\u7684\u7a33\u5b9a\u8868\u73b0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u66f4\u9ad8\u7684\u70b9\u51fb\u7387<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6765\u81ea\u641c\u7d22\u6458\u8981\u7684\u70b9\u51fb\u7387\u63d0\u5347<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u66f4\u4f18\u7684\u8f6c\u5316\u8def\u5f84<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u901a\u8fc7\u7ed3\u6784\u5316\u9875\u9762\u8bbe\u8ba1\u5f97\u5230\u589e\u5f3a<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u66f4\u597d\u7684\u5b9e\u7528\u529f\u80fd\u53ef\u53d1\u73b0\u6027<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u901a\u8fc7\u6307\u5411\u5de5\u5177\u7684\u5185\u90e8\u94fe\u63a5\u6765\u5b9e\u73b0<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<blockquote>\n<p>\u63d0\u793a\uff1a\u4f7f\u7528\u6f0f\u6597\u5206\u6790\u548c\u8def\u5f84\u5206\u6790\u6765\u53ef\u89c6\u5316\u7528\u6237\u65c5\u7a0b\uff0c\u5e76\u4e3a\u673a\u5668\u4eba\u548c\u7528\u6237\u540c\u65f6\u4f18\u5316 urls\u3002<\/p>\n<\/blockquote>\n<h3>\u51cf\u5c11\u6293\u53d6\u9884\u7b97\u6d6a\u8d39<\/h3>\n<p>\u60a8\u53ef\u4ee5\u901a\u8fc7\u9488\u5bf9\u4f4e\u6548\u7684 AI \u722c\u866b\u6d3b\u52a8\u91c7\u53d6\u63aa\u65bd\u6765\u51cf\u5c11\u6293\u53d6\u9884\u7b97\u6d6a\u8d39\u3002\u65e5\u5fd7\u5206\u6790\u4f1a\u63ed\u793a\u6d6a\u8d39\u5728\u57fa\u4e8e\u4f1a\u8bdd\u7684 urls\u3001\u91cd\u590d\u5185\u5bb9\u3001\u8f6f 404 \u4ee5\u53ca\u65e0\u9650\u6293\u53d6\u7a7a\u95f4\u4e0a\u7684\u6293\u53d6\u8d44\u6e90\u3002\u60a8\u5e94\u4f18\u5148\u4fee\u590d\u90a3\u4e9b\u88ab\u673a\u5668\u4eba\u6293\u53d6\u5374\u672a\u88ab\u7d22\u5f15\u7684 urls\u3002\u60a8\u53ef\u4ee5\u901a\u8fc7 robots.txt \u963b\u6b62\u722c\u866b\u8bbf\u95ee\u975e\u5fc5\u8981\u7684 urls\u3002\u60a8\u8fd8\u5e94\u5904\u7406\u9519\u8bef\u7801\u548c\u91cd\u5b9a\u5411\u95ee\u9898\uff0c\u4ee5\u63d0\u9ad8\u53ef\u6293\u53d6\u6027\u3002\u901a\u8fc7\u6309\u4ef7\u503c\u5bf9 urls \u8fdb\u884c\u5206\u6bb5\uff0c\u60a8\u53ef\u4ee5\u5c06\u7d22\u5f15\u8d44\u6e90\u96c6\u4e2d\u5728\u91cd\u8981 urls \u4e0a\u3002\u60a8\u8fd8\u53ef\u4ee5\u76d1\u63a7\u670d\u52a1\u5668\u65e5\u5fd7\uff0c\u4ee5\u5b9a\u4f4d\u6d6a\u8d39\u5728\u53c2\u6570\u3001\u91cd\u5b9a\u5411\u548c\u4f4e\u4ef7\u503c urls \u4e0a\u7684\u6293\u53d6\u884c\u4e3a\u3002\u901a\u8fc7\u4f18\u5316 urls \u548c\u7f51\u7ad9\u7ed3\u6784\uff0c\u60a8\u5c06\u63d0\u5347\u6293\u53d6\u9884\u7b97\u5229\u7528\u7387\u5e76\u52a0\u5feb\u7d22\u5f15\u901f\u5ea6\u3002<\/p>\n<ul>\n<li>\n<p>\u5206\u9762\u5bfc\u822a\u548c\u57fa\u4e8e\u4f1a\u8bdd\u7684 urls<\/p>\n<\/li>\n<li>\n<p>\u91cd\u590d\u6216\u5185\u5bb9\u5355\u8584\u7684\u9875\u9762<\/p>\n<\/li>\n<li>\n<p>\u8f6f 404 \u548c\u4f2a\u6709\u6548 urls<\/p>\n<\/li>\n<li>\n<p>\u5b58\u5728\u5b89\u5168\u95ee\u9898\u6216\u88ab\u9ed1\u7684 urls<\/p>\n<\/li>\n<li>\n<p>\u65e0\u9650\u6293\u53d6\u7a7a\u95f4\uff08\u5982\u65e5\u5386\u3001\u7b5b\u9009\u5668\u3001\u53c2\u6570\uff09<\/p>\n<\/li>\n<li>\n<p>\u4f4e\u8d28\u91cf\u3001\u81ea\u52a8\u751f\u6210\u6216\u5783\u573e urls<\/p>\n<\/li>\n<\/ul>\n<blockquote>\n<p>\u63d0\u793a\u6846\uff1a\u9ad8\u7ea7\u65e5\u5fd7\u8bb0\u5f55\u4e0e\u76d1\u63a7\u53ef\u5e2e\u52a9\u60a8\u533a\u5206\u5408\u6cd5\u548c\u6709\u95ee\u9898\u7684\u673a\u5668\u4eba\u6d41\u91cf\u3002\u8bbe\u5907\u6307\u7eb9\u6280\u672f\u53ef\u6536\u96c6\u4fe1\u53f7\uff0c\u4ee5\u963b\u6b62\u90a3\u4e9b\u6d88\u8017\u8fc7\u591a\u5e26\u5bbd\u7684\u975e\u671f\u671b\u673a\u5668\u4eba\u3002<\/p>\n<\/blockquote>\n<h3>\u63d0\u5347\u8f6c\u5316\u7387<\/h3>\n<p>\u60a8\u8fd8\u53ef\u4ee5\u901a\u8fc7\u5229\u7528\u65e5\u5fd7\u6587\u4ef6\u5206\u6790\u6240\u5f97\u7684\u6d1e\u5bdf\u6765\u63d0\u5347\u8f6c\u5316\u7387\u3002\u60a8\u53ef\u4ee5\u4f9d\u636e urls \u4e2d\u4f53\u73b0\u7684\u7528\u6237\u4ea4\u4e92\u6570\u636e\u6765\u8c03\u6574\u9875\u9762\u5e03\u5c40\u548c\u884c\u52a8\u53f7\u53ec\u3002\u901a\u8fc7\u5206\u6790\u54ea\u4e9b urls \u5e26\u6765\u6700\u591a\u4e92\u52a8\uff0c\u60a8\u53ef\u4ee5\u4f18\u5316\u8f6c\u5316\u8def\u5f84\u3002\u60a8\u8fd8\u53ef\u4ee5\u5bf9 urls \u8fdb\u884c\u5206\u6bb5\uff0c\u4e3a\u4e0d\u540c\u7528\u6237\u7fa4\u4f53\u63d0\u4f9b\u5b9a\u5236\u5316\u5185\u5bb9\u548c\u4fe1\u606f\uff0c\u4ece\u800c\u63d0\u5347\u7528\u6237\u4f53\u9a8c\u3002\u901a\u8fc7\u76d1\u63a7\u670d\u52a1\u5668\u65e5\u5fd7\u4e2d\u7684 urls\uff0c\u60a8\u53ef\u4ee5\u8ffd\u8e2a\u7535\u5546\u4ea4\u6613\u3001\u8f6c\u5316\u7387\u548c\u81ea\u7136\u641c\u7d22\u6536\u5165\u7b49\u6307\u6807\u3002<\/p>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 50px\">\n<colgroup>\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\"><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6307\u6807<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u589e\u957f\u5e45\u5ea6<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u7535\u5546\u4ea4\u6613\u91cf<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>25%<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u7535\u5546\u8f6c\u5316\u7387<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>19%<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Google \u81ea\u7136\u641c\u7d22\u7535\u5546\u6536\u5165<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>25%<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u60a8\u53ef\u4ee5\u4f7f\u7528\u5206\u7fa4\u5206\u6790\u4e3a\u4e0d\u540c\u7528\u6237\u7fa4\u4f53\u5b9a\u5236\u5185\u5bb9\u3002\u60a8\u8fd8\u53ef\u4ee5\u901a\u8fc7\u6316\u6398 urls \u4e2d\u7684\u9ad8\u4ef7\u503c\u5173\u952e\u8bcd\u6765\u4f18\u5316\u5173\u952e\u8bcd\u7b56\u7565\uff0c\u5e76\u901a\u8fc7\u8bc6\u522b\u7f51\u7ad9\u7ed3\u6784\u95ee\u9898\u3001\u4f18\u5316\u5173\u952e urls \u7684\u9875\u9762\u52a0\u8f7d\u901f\u5ea6\u6765\u52a0\u5f3a\u6280\u672f SEO\u3002\u501f\u52a9\u673a\u5668\u4eba\u6293\u53d6\u8fc7\u7684 urls \u6240\u63d0\u4f9b\u7684\u6570\u636e\uff0c\u60a8\u53ef\u4ee5\u51cf\u5c11\u53cd\u590d\u8bd5\u9519\u7684\u6210\u672c\uff0c\u505a\u51fa\u66f4\u5177\u4f9d\u636e\u7684\u51b3\u7b56\u3002<\/p>\n<blockquote>\n<p>\u6ce8\u610f\uff1a\u8bf7\u76d1\u63a7\u8bf8\u5982\u6293\u53d6\u9891\u7387\u3001\u5df2\u7d22\u5f15\u9875\u9762\u6570\u3001\u670d\u52a1\u5668\u54cd\u5e94\u7387\u4ee5\u53ca\u6bcf\u4e2a\u673a\u5668\u4eba\u7684\u4e8b\u4ef6\u6570\u7b49 KPI\u3002\u60a8\u53ef\u4ee5\u901a\u8fc7\u8ffd\u8e2a\u673a\u5668\u4eba\u884c\u4e3a\u53d8\u5316\u4ee5\u53ca\u88ab\u6293\u53d6\u7684\u552f\u4e00 urls \u6570\u91cf\uff0c\u6765\u8bc4\u4f30\u4f18\u5316\u6548\u679c\u3002<\/p>\n<\/blockquote>\n<div class=\"qc-divider-wrapper\">\n<div class=\"qc-divider\" style=\"border-top-style: solid;width: 100%\"><\/div>\n<\/div>\n<p>\u901a\u8fc7\u5b9a\u671f\u5206\u6790\u670d\u52a1\u5668\u65e5\u5fd7\u5e76\u76d1\u63a7 AI 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