{"id":2081,"date":"2025-05-15T13:37:29","date_gmt":"2025-05-15T13:37:29","guid":{"rendered":"https:\/\/csoasupport.com\/?p=2081"},"modified":"2025-07-11T16:15:00","modified_gmt":"2025-07-11T16:15:00","slug":"linkedin-interview","status":"publish","type":"post","link":"https:\/\/csoasupport.com\/zh_tw\/linkedin-interview\/","title":{"rendered":"Linkedin Interview"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"2081\" class=\"elementor elementor-2081\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-74c828c1 e-flex e-con-boxed e-con e-parent\" data-id=\"74c828c1\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-2087ca86 e-con-full e-flex e-con e-child\" data-id=\"2087ca86\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-30248b67 elementor-widget elementor-widget-heading\" data-id=\"30248b67\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">\u9886\u82f1\u9762\u8bd5\u653b\u7565\uff1a\u771f\u9898\u89e3\u7b54\u4e0eOA\u9762\u7ecf<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3cf927c elementor-widget elementor-widget-heading\" data-id=\"3cf927c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Linkedin Interview Prep: Questions &amp; OA Walkthrough<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2aca54be elementor-widget elementor-widget-heading\" data-id=\"2aca54be\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/csoasupport.com\/zh_tw\" target=\"_blank\">Linkedin OA\u9762\u7ecf - \u9886\u82f1\u9762\u8bd5\u8f85\u52a9<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6619074 e-flex e-con-boxed e-con e-parent\" data-id=\"6619074\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-771efce3 elementor-widget elementor-widget-text-editor\" data-id=\"771efce3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-sourcepos=\"5:1-5:165\">\u4f5c\u4e3a\u5168\u7403\u77e5\u540d\u7684\u804c\u4e1a\u793e\u4ea4\u5e73\u53f0\uff0cLinkedIn (\u9886\u82f1) \u7684\u5de5\u7a0b\u5e08\u62db\u8058\u6d41\u7a0b\u4e5f\u81ea\u6709\u5176\u7279\u8272\u3002\u6574\u4e2a\u65c5\u7a0b\u901a\u5e38\u4ece\u4f60\u7684\u7b80\u5386\u5f00\u59cb\uff0cLinkedIn 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onsite\uff08\u73b0\u573a\u9762\u8bd5\uff09\u7684<strong>\u5173\u952e\u4e00\u6b65<\/strong>\uff01\u8fd9\u662f\u4f60\u5c55\u793a\u6280\u672f\u5b9e\u529b\u3001\u6c9f\u901a\u80fd\u529b\u4ee5\u53ca\u4f60\u662f\u5426<strong>\u9002\u5408\u878d\u5165<\/strong> LinkedIn \u6587\u5316\u73af\u5883\u7684<strong>\u7edd\u4f73\u673a\u4f1a<\/strong>\u3002<\/p><p data-sourcepos=\"11:1-11:197\">\u5982\u679c\u7535\u8bdd\u9762\u8bd5\u987a\u5229\uff0c\u90a3\u4e48\u5c31\u606d\u559c\u4f60\u6765\u5230\u4e86<strong>\u6311\u6218\u6027\u5341\u8db3<\/strong>\u7684\u73b0\u573a\u9762\u8bd5\u73af\u8282\uff01LinkedIn 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elementor-element-44d58ef7 e-con-full e-flex e-con e-child\" data-id=\"44d58ef7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-75a7f2e9 e-con-full e-flex e-con e-child\" data-id=\"75a7f2e9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-551abd10 elementor-widget elementor-widget-heading\" data-id=\"551abd10\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u6280\u8853\u8077\u4f4d\u985e\u578b<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-21d92a20 e-con-full e-flex e-con e-child\" data-id=\"21d92a20\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-7e6b139c e-con-full e-flex e-con e-child\" data-id=\"7e6b139c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4ee42105 elementor-widget elementor-widget-heading\" data-id=\"4ee42105\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u8edf\u9ad4\u5de5\u7a0b\u5e2b<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-55122c2b elementor-widget elementor-widget-heading\" data-id=\"55122c2b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u5c97\u4f4d\u804c\u8d23\uff1a\u8bbe\u8ba1\u3001\u5f00\u53d1\u3001\u6d4b\u8bd5\u548c\u7ef4\u62a4\u5e73\u53f0\u7684\u6838\u5fc3\u529f\u80fd\u3001\u670d\u52a1\u548c\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6ee645a3 elementor-widget elementor-widget-heading\" data-id=\"6ee645a3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u9762\u8bd5\u8003\u5bdf\u6280\u672f\u70b9\uff1a\u6570\u636e\u7ed3\u6784\u4e0e\u7b97\u6cd5\uff08\u7279\u522b\u662f\u56fe\u7684\u904d\u5386\u3001\u4e8c\u5206\u67e5\u627e\u3001\u54c8\u5e0c\u8868\u7b49\uff09\u3001\u7cfb\u7edf\u8bbe\u8ba1\uff08\u5206\u5e03\u5f0f\u7cfb\u7edf\u3001\u6570\u636e\u5e93\u8bbe\u8ba1\u3001API\u8bbe\u8ba1\uff09\u3001\u7f16\u7a0b\u8bed\u8a00\u57fa\u7840\u548c\u95ee\u9898\u89e3\u51b3\u80fd\u529b\u3002<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-45b88d88 e-con-full e-flex e-con e-child\" data-id=\"45b88d88\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4661a5be elementor-widget elementor-widget-heading\" data-id=\"4661a5be\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u6570\u636e\u5de5\u7a0b\u5e08<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-128bd17b elementor-widget elementor-widget-heading\" data-id=\"128bd17b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u5c97\u4f4d\u804c\u8d23\uff1a\u8d1f\u8d23\u6784\u5efa\u3001\u4f18\u5316\u548c\u7ba1\u7406\u5927\u89c4\u6a21\u6570\u636e\u5904\u7406\u7ba1\u9053\u3001ETL\u6d41\u7a0b\u548c\u6570\u636e\u4ed3\u5e93\u7cfb\u7edf\uff0c\u786e\u4fdd\u6570\u636e\u7684\u9ad8\u6548\u6d41\u5165\u3001\u5b58\u50a8\u548c\u53ef\u7528\u6027\uff0c\u4e3a\u5206\u6790\u548c\u673a\u5668\u5b66\u4e60\u63d0\u4f9b\u57fa\u7840\u3002<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-165782ea elementor-widget elementor-widget-heading\" data-id=\"165782ea\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u9762\u8bd5\u8003\u5bdf\u6280\u672f\u70b9\uff1aSQL\u80fd\u529b\u3001\u5927\u6570\u636e\u5904\u7406\u6846\u67b6\uff08\u5982Spark, Hadoop\uff09\u3001ETL\u6982\u5ff5\u3001\u6570\u636e\u5efa\u6a21\u3001\u7f16\u7a0b\/\u811a\u672c\u80fd\u529b\uff08Python\/Scala\u7b49\uff09\u548c\u5206\u5e03\u5f0f\u7cfb\u7edf\u57fa\u7840\u3002<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6448ea0f e-con-full e-flex e-con e-child\" data-id=\"6448ea0f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-26e59324 elementor-widget elementor-widget-heading\" data-id=\"26e59324\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u6a5f\u5668\u5b78\u7fd2\u5de5\u7a0b\u5e2b<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-515675a7 elementor-widget elementor-widget-heading\" data-id=\"515675a7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u5c97\u4f4d\u804c\u8d23\uff1a\u5f00\u53d1\u3001\u5b9e\u73b0\u3001\u90e8\u7f72\u548c\u6269\u5c55\u673a\u5668\u5b66\u4e60\u6a21\u578b\u548c\u7cfb\u7edf\uff0c\u5c06\u7b97\u6cd5\u5e94\u7528\u4e8e\u4ea7\u54c1\u529f\u80fd\uff0c\u5982\u63a8\u8350\u3001\u641c\u7d22\u6392\u540d\u3001\u5185\u5bb9Feed\u7b49\u3002<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1b95a54 elementor-widget elementor-widget-heading\" data-id=\"1b95a54\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u9762\u8bd5\u8003\u5bdf\u6280\u672f\u70b9\uff1a\u673a\u5668\u5b66\u4e60\u7406\u8bba\u4e0e\u7b97\u6cd5\u3001\u6570\u636e\u79d1\u5b66\u57fa\u7840\uff08\u7edf\u8ba1\u3001\u7279\u5f81\u5de5\u7a0b\uff09\u3001\u7f16\u7a0b\u5b9e\u73b0\u80fd\u529b\uff08Python\u53ca\u76f8\u5173\u5e93\uff09\u3001\u6a21\u578b\u8bc4\u4f30\u4e0e\u8c03\u4f18\u3001\u4ee5\u53caML\u7cfb\u7edf\u7684\u8bbe\u8ba1\u4e0e\u90e8\u7f72\u3002<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-364cd45e e-con-full e-flex e-con e-child\" data-id=\"364cd45e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-62a4d80e elementor-widget elementor-widget-heading\" data-id=\"62a4d80e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u5b89\u5168\u5de5\u7a0b\u5e08 <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-462a48e6 elementor-widget elementor-widget-heading\" data-id=\"462a48e6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u5c97\u4f4d\u804c\u8d23\uff1a\u4fdd\u62a4\u9886\u82f1\u7684\u7528\u6237\u3001\u6570\u636e\u548c\u7cfb\u7edf\u514d\u53d7\u7f51\u7edc\u5a01\u80c1\uff0c\u6d89\u53ca\u5b89\u5168\u67b6\u6784\u8bbe\u8ba1\u3001\u4ee3\u7801\u5b89\u5168\u8bc4\u5ba1\u3001\u6f0f\u6d1e\u68c0\u6d4b\u548c\u5e94\u6025\u54cd\u5e94\u7b49\u3002<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1c1d2462 elementor-widget elementor-widget-heading\" data-id=\"1c1d2462\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u9762\u8bd5\u8003\u5bdf\u6280\u672f\u70b9\uff1a\u7f51\u7edc\u5b89\u5168\u3001\u5e94\u7528\u5b89\u5168\u3001\u5bc6\u7801\u5b66\u57fa\u7840\u3001\u6f0f\u6d1e\u5206\u6790\u4e0e\u9632\u5fa1\u3001\u5b89\u5168\u534f\u8bae\u3001\u8ba4\u8bc1\u6388\u6743\u3001\u4ee5\u53ca\u7cfb\u7edf\u5b89\u5168\u8bbe\u8ba1\u3002<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8ed61d1 e-con-full e-flex e-con e-child\" data-id=\"8ed61d1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-64b16977 elementor-widget elementor-widget-heading\" data-id=\"64b16977\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u6280\u672f\u9762\u6838\u5fc3\u5173\u6ce8\u9886\u57df<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e31d495 elementor-widget elementor-widget-button\" data-id=\"e31d495\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/csoasupport.com\/zh_tw\/download-the-latest-linkedin-interview-questions\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-long-arrow-alt-right\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M313.941 216H12c-6.627 0-12 5.373-12 12v56c0 6.627 5.373 12 12 12h301.941v46.059c0 21.382 25.851 32.09 40.971 16.971l86.059-86.059c9.373-9.373 9.373-24.569 0-33.941l-86.059-86.059c-15.119-15.119-40.971-4.411-40.971 16.971V216z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">\u4e0b\u8f7d\u6700\u65b0\u7684\u9886\u82f1\u9762\u8bd5\u9898<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-115ae43c e-con-full e-flex e-con e-child\" data-id=\"115ae43c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-38ccc202 elementor-widget elementor-widget-text-editor\" data-id=\"38ccc202\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-sourcepos=\"1:1-1:148\">\u5728\u51c6\u5907\u9886\u82f1\uff08LinkedIn\uff09\u9762\u8bd5\u65f6\uff0c\u4f18\u5148\u638c\u63e1\u6df1\u5ea6\u4f18\u5148\u641c\u7d22\uff08DFS\uff09\u548c\u5e7f\u5ea6\u4f18\u5148\u641c\u7d22\uff08BFS\uff09\u8fd9\u4e24\u79cd\u7b97\u6cd5\u81f3\u5173\u91cd\u8981\u3002\u4e00\u822c\u6765\u8bf4\uff0c\u57fa\u672c\u7684\u6570\u636e\u7ed3\u6784\u548c\u4e8c\u5206\u67e5\u627e\u6784\u6210\u4e86\u7f16\u7a0b\u9898\u7684\u57fa\u7840\uff0c\u8fd9\u7c7b\u9898\u76ee\u7684\u96be\u5ea6\u901a\u5e38\u9002\u4e2d\u3002\u800c\u9886\u82f1\u9762\u8bd5\u7684\u72ec\u7279\u4e4b\u5904\u5728\u4e8e\uff0c\u76f8\u5bf9\u66f4\u4fa7\u91cd\u4e8e\u5e7f\u5ea6\u4f18\u5148\u641c\u7d22\uff08BFS\uff09\uff0c\u8fd9\u53ef\u80fd\u4f53\u73b0\u4e86\u4ed6\u4eec\u5bf9\u7b97\u6cd5\u6548\u7387\u548c\u53ef\u6269\u5c55\u6027\u5728\u5b9e\u9645\u573a\u666f\u4e2d\u7684\u91cd\u89c6\u3002<\/p><p data-sourcepos=\"3:1-3:184\">\n<table id=\"tablepress-17\" class=\"tablepress tablepress-id-17\">\n<thead>\n<tr class=\"row-1\">\n\t<th class=\"column-1\">\u6280\u8853\u8003\u5bdf\u9ede<\/th><th class=\"column-2\">\u9762\u8a66\u4e2d\u7684\u4f54\u6bd4<\/th>\n<\/tr>\n<\/thead>\n<tbody class=\"row-striping row-hover\">\n<tr class=\"row-2\">\n\t<td class=\"column-1\">\u96dc\u9805(Misc)<\/td><td class=\"column-2\">8.2%<\/td>\n<\/tr>\n<tr class=\"row-3\">\n\t<td class=\"column-1\">\u6a21\u64ec(Simulation)<\/td><td class=\"column-2\">1.4%<\/td>\n<\/tr>\n<tr class=\"row-4\">\n\t<td class=\"column-1\">\u96d9\u6307\u91dd(Two Pointers)<\/td><td class=\"column-2\">15.1%<\/td>\n<\/tr>\n<tr class=\"row-5\">\n\t<td class=\"column-1\">\u9ad8\u968e\u8cc7\u6599\u7d50\u69cb(Adv. Data Structure)<\/td><td class=\"column-2\">5.5%<\/td>\n<\/tr>\n<tr class=\"row-6\">\n\t<td class=\"column-1\">\u56de\u6eaf\u6f14\u7b97\u6cd5(Backtracking)<\/td><td class=\"column-2\">2.7%<\/td>\n<\/tr>\n<tr class=\"row-7\">\n\t<td class=\"column-1\">\u57fa\u790e\u8cc7\u6599\u6a5f\u69cb\u8207\u6f14\u7b97\u6cd5(Basic DSA)<\/td><td class=\"column-2\">11%<\/td>\n<\/tr>\n<tr class=\"row-8\">\n\t<td class=\"column-1\">\u4e8c\u5206\u67e5\u627e(Binary Search)<\/td><td class=\"column-2\">9.6%<\/td>\n<\/tr>\n<tr class=\"row-9\">\n\t<td class=\"column-1\">\u5806(Heap)<\/td><td class=\"column-2\">4.1%<\/td>\n<\/tr>\n<tr class=\"row-10\">\n\t<td class=\"column-1\">\u5716(Graph)<\/td><td class=\"column-2\">2.7%<\/td>\n<\/tr>\n<tr class=\"row-11\">\n\t<td class=\"column-1\">\u52d5\u614b\u898f\u5283(DP)<\/td><td class=\"column-2\">8.2%<\/td>\n<\/tr>\n<tr class=\"row-12\">\n\t<td class=\"column-1\">\u6df1\u5ea6\u512a\u5148\u641c\u5c0b(DFS)<\/td><td class=\"column-2\">17.8%<\/td>\n<\/tr>\n<tr class=\"row-13\">\n\t<td class=\"column-1\">\u5ee3\u5ea6\u512a\u5148\u641c\u5c0b(BFS)<\/td><td class=\"column-2\">13.7%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/p><p data-sourcepos=\"1:1-1:146\">\u5728\u9886\u82f1\uff08LinkedIn\uff09\uff0c\u7f16\u7a0b\u9762\u8bd5\u9898\u96be\u5ea6\u9002\u4e2d\uff0c\u5177\u6709\u4e00\u5b9a\u7684\u6311\u6218\u6027\uff0c\u4f46\u901a\u5e38\u8fbe\u4e0d\u5230\u50cf Google \u6216 Apple \u90a3\u6837\u9876\u5c16\u7684\u96be\u5ea6\u6c34\u5e73\u3002\u5019\u9009\u4eba\u5e38\u4f1a\u9047\u5230\u4fa7\u91cd\u4e8e\u56fe\u7684\u904d\u5386\u548c\u4e8c\u5206\u67e5\u627e\u7684\u9898\u76ee\u3002\u867d\u7136\u8fd9\u4e9b\u9898\u76ee\u6709\u96be\u5ea6\uff0c\u4f46\u4e0e\u9876\u5c16 FAANG \u516c\u53f8\u7684\u9898\u76ee\u76f8\u6bd4\uff0c\u5b83\u4eec\u901a\u5e38\u66f4\u5bb9\u6613\u5165\u624b\uff0c\u5728\u590d\u6742\u6027\u548c\u53ef\u89e3\u6027\u4e4b\u95f4\u53d6\u5f97\u4e86\u5f88\u597d\u7684\u5e73\u8861\u3002<\/p><p data-sourcepos=\"3:1-3:56\">\u82e5\u6309\u9898\u76ee\u7684\u96be\u5ea6\u5360\u6bd4\u6765\u5206\uff0c\u4ec5\u670920%\u4e3a\u7b80\u6613\u9898\uff0c\u4e2d\u7b49\u96be\u5ea6\u9898\u76ee\u5360\u6bd4\u9ad8\u8fbe65%\uff0c\u5269\u4f59\u768415%\u4e3a\u9ad8\u96be\u5ea6\u9762\u8bd5\u9898\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-109bd96e e-con-full e-flex e-con e-child\" data-id=\"109bd96e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-241c3f3d elementor-widget elementor-widget-heading\" data-id=\"241c3f3d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u9762\u8a66\u984c\u8207\u6280\u8853\u8003\u5bdf\u96e3\u5ea6<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-27656a1e elementor-widget elementor-widget-text-editor\" data-id=\"27656a1e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\n<table id=\"tablepress-18\" class=\"tablepress tablepress-id-18\">\n<thead>\n<tr class=\"row-1\">\n\t<th class=\"column-1\">\u5e38\u898b\u9762\u8a66\u984c<\/th><th class=\"column-2\">\u8003\u5bdf\u6280\u8853\u9ede<\/th><th class=\"column-3\">\u96e3\u6613\u5ea6<\/th>\n<\/tr>\n<\/thead>\n<tbody class=\"row-striping row-hover\">\n<tr class=\"row-2\">\n\t<td class=\"column-1\">\u6700\u5927\u5806\u53e0<\/td><td class=\"column-2\">\u9ad8\u7ea7\u6570\u636e\u7ed3\u6784<\/td><td class=\"column-3\">\u9ad8\u96e3\u5ea6<\/td>\n<\/tr>\n<tr class=\"row-3\">\n\t<td class=\"column-1\">\u8bbe\u8ba1\u8ba4\u8bc1\u7ecf\u7406<\/td><td class=\"column-2\">\u57fa\u790e\u8cc7\u6599\u7d50\u69cb\u8207\u6f14\u7b97\u6cd5<\/td><td class=\"column-3\">\u4e2d\u7b49\u96e3\u5ea6<\/td>\n<\/tr>\n<tr class=\"row-4\">\n\t<td class=\"column-1\">\u6240\u6709 O`one \u6570\u636e\u7ed3\u6784<\/td><td class=\"column-2\">\u57fa\u790e\u8cc7\u6599\u7d50\u69cb\u8207\u6f14\u7b97\u6cd5<\/td><td class=\"column-3\">\u9ad8\u96e3\u5ea6<\/td>\n<\/tr>\n<tr class=\"row-5\">\n\t<td class=\"column-1\">\u5d4c\u5957\u5217\u8868\u6743\u91cd\u548c II<\/td><td class=\"column-2\">\u5e7f\u5ea6\u4f18\u5148\u641c\u7d22\u3001\u6df1\u5ea6\u4f18\u5148\u641c\u7d22<\/td><td class=\"column-3\">\u4e2d\u7b49\u96e3\u5ea6<\/td>\n<\/tr>\n<tr class=\"row-6\">\n\t<td class=\"column-1\">\u6700\u8fd1\u4e8c\u53c9\u641c\u7d22\u6811\u503c II<\/td><td class=\"column-2\">\u4e8c\u5206\u67e5\u627e\u3001\u6df1\u5ea6\u4f18\u5148\u67e5\u627e\u3001\u5806\u3001\u53cc\u6307\u9488<\/td><td class=\"column-3\">\u9ad8\u96e3\u5ea6<\/td>\n<\/tr>\n<tr class=\"row-7\">\n\t<td class=\"column-1\">\u6cb9\u6f06\u623f<\/td><td class=\"column-2\">\u52a8\u6001\u89c4\u5212<\/td><td class=\"column-3\">\u4e2d\u7b49\u96e3\u5ea6<\/td>\n<\/tr>\n<tr class=\"row-8\">\n\t<td class=\"column-1\">\u6784\u5efa H2O<\/td><td class=\"column-2\">\u57fa\u790e\u8cc7\u6599\u7d50\u69cb\u8207\u6f14\u7b97\u6cd5<\/td><td class=\"column-3\">\u4e2d\u7b49\u96e3\u5ea6<\/td>\n<\/tr>\n<tr class=\"row-9\">\n\t<td class=\"column-1\">\u67e5\u627e\u4e8c\u53c9\u6811\u7684\u53f6\u5b50<\/td><td class=\"column-2\">\u6df1\u5ea6\u4f18\u5148\u641c\u7d22<\/td><td class=\"column-3\">\u4e2d\u7b49\u96e3\u5ea6<\/td>\n<\/tr>\n<tr class=\"row-10\">\n\t<td class=\"column-1\">\u6700\u77ed\u8bcd\u8ddd\u79bb II<\/td><td class=\"column-2\">\u96d9\u6307\u91dd<\/td><td class=\"column-3\">\u4e2d\u7b49\u96e3\u5ea6<\/td>\n<\/tr>\n<tr class=\"row-11\">\n\t<td class=\"column-1\">\u673a\u5668\u4eba\u5728\u5706\u5708\u5185<\/td><td class=\"column-2\">\u6a21\u62df<\/td><td class=\"column-3\">\u4e2d\u7b49\u96e3\u5ea6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3cc50ed1 e-con-full e-flex e-con e-child\" data-id=\"3cc50ed1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-34f70201 elementor-widget elementor-widget-heading\" data-id=\"34f70201\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Linkedin OA\uff08\u5728\u7ebf\u8bc4\u4f30\uff09<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-71001db7 elementor-widget elementor-widget-text-editor\" data-id=\"71001db7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u8fd9\u9879\u8bc4\u4f30\u7684\u4e3b\u8981\u76ee\u7684\uff0c\u5c31\u662f\u60f3\u5feb\u901f\u4e86\u89e3\u4f60\u7684\u57fa\u7840\u7f16\u7a0b\u529f\u5e95\u5230\u5e95\u624e\u4e0d\u624e\u5b9e\uff0c\u770b\u770b\u4f60\u80fd\u4e0d\u80fd\u5728\u6709\u65f6\u95f4\u9650\u5236\u7684\u60c5\u51b5\u4e0b\uff0c\u8fd0\u7528\u597d\u6838\u5fc3\u6570\u636e\u7ed3\u6784\u548c\u7b97\u6cd5\uff0c\u6bd4\u5982\u4ed6\u4eec\u7279\u522b\u770b\u91cd\u7684\u56fe\u7684\u904d\u5386\u548c\u4e8c\u5206\u67e5\u627e\u7b49\u7b49\uff0c\u7b5b\u9009\u51fa\u5177\u5907\u57fa\u672c\u6280\u672f\u80fd\u529b\u8fdb\u5165\u4e0b\u4e00\u9636\u6bb5\u7684\u5019\u9009\u4eba\u3002\u6240\u4ee5\uff0c\u5907\u8003\u65f6\u4e00\u5b9a\u8981\u628a\u8fd9\u4e9b\u57fa\u7840\u6982\u5ff5\u548c\u7b97\u6cd5\u5f04\u900f\u5f7b\uff0c\u5c24\u5176\u8981\u591a\u7ec3\u7ec3\u76f8\u5173\u7684\u9898\u76ee\uff0c\u786e\u4fdd\u601d\u8def\u6e05\u6670\u3001\u4ee3\u7801\u80fd\u8dd1\u3002\u8003\u8bd5\u7684\u65f6\u5019\uff0c\u52a1\u5fc5\u4ed4\u7ec6\u9605\u8bfb\u9898\u76ee\uff0c\u7406\u89e3\u6e05\u695a\u6240\u6709\u8981\u6c42\u548c\u9650\u5236\uff0c\u540c\u65f6\u8981\u7279\u522b\u5173\u6ce8\u4f60\u4ee3\u7801\u7684\u6548\u7387\u548c\u6b63\u786e\u6027\uff0c\u522b\u5fd8\u4e86\u81ea\u5df1\u7b80\u5355\u6d4b\u8bd5\u4e00\u4e0b\u8fb9\u7f18\u60c5\u51b5\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4c2628d0 elementor-widget elementor-widget-heading\" data-id=\"4c2628d0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u8edf\u9ad4\u5de5\u7a0b\u5e2b<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-18364b67 elementor-widget elementor-widget-text-editor\" data-id=\"18364b67\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-sourcepos=\"5:1-5:89\">\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u9762\u8bd5\u7684\u6838\u5fc3\u662f\u8003\u5bdf\u7f16\u7a0b\u57fa\u7840\u3001\u95ee\u9898\u89e3\u51b3\u80fd\u529b\u3001\u7b97\u6cd5\u4e0e\u6570\u636e\u7ed3\u6784\u529f\u5e95\uff0c\u4ee5\u53ca\u7cfb\u7edf\u8bbe\u8ba1\u80fd\u529b\uff08\u5c24\u5176\u5728\u4e2d\u9ad8\u7ea7\u5c97\u4f4d\uff09\u3002\u4ed6\u4eec\u5e0c\u671b\u770b\u5230\u4f60\u80fd\u5199\u51fa\u6b63\u786e\u3001\u9ad8\u6548\u4e14\u53ef\u8bfb\u6027\u597d\u7684\u4ee3\u7801\uff0c\u5e76\u80fd\u8bbe\u8ba1\u53ef\u6269\u5c55\u7684\u7cfb\u7edf\u3002<\/p><ul data-sourcepos=\"7:1-14:0\"><li data-sourcepos=\"7:1-7:114\"><strong>\u8003\u5bdf\u6280\u672f\u70b9\uff1a<\/strong> \u6838\u5fc3\u6570\u636e\u7ed3\u6784\uff08\u6570\u7ec4\u3001\u94fe\u8868\u3001\u6811\u3001\u56fe\u3001\u54c8\u5e0c\u8868\u7b49\uff09\u3001\u7ecf\u5178\u7b97\u6cd5\uff08\u6392\u5e8f\u3001\u67e5\u627e\u3001\u9012\u5f52\u3001\u52a8\u6001\u89c4\u5212\uff09\u3001\u56fe\u904d\u5386\uff08DFS, BFS\uff09\u3001\u4e8c\u5206\u67e5\u627e\u3001\u7f16\u7a0b\u8bed\u8a00\u7279\u6027\u3001\u9762\u5411\u5bf9\u8c61\u8bbe\u8ba1\u3001\u7cfb\u7edf\u8bbe\u8ba1\u539f\u5219\uff08\u53ef\u6269\u5c55\u6027\u3001\u53ef\u9760\u6027\u3001\u6027\u80fd\uff09\u3001\u6570\u636e\u5e93\u57fa\u7840\u3002<\/li><li data-sourcepos=\"8:1-14:0\"><strong>\u9762\u8bd5\u9898\uff1a<\/strong><br \/><ul data-sourcepos=\"9:5-14:0\"><li data-sourcepos=\"9:5-9:29\">\u7ed9\u5b9a\u4e00\u4e2a\u56fe\uff0c\u627e\u51fa\u6240\u6709\u7684\u8fde\u901a\u5206\u91cf\u3002\uff08\u8003\u5bdf\u56fe\u904d\u5386\uff09<\/li><li data-sourcepos=\"10:5-10:46\">\u5b9e\u73b0\u4e00\u4e2a\u51fd\u6570\uff0c\u63a5\u6536\u4e00\u4e2a\u6574\u6570\u6570\u7ec4\uff0c\u8fd4\u56de\u6240\u6709\u4e0d\u91cd\u53e0\u7684\u5408\u5e76\u533a\u95f4\u3002\uff08\u8003\u5bdf\u6392\u5e8f\u3001\u533a\u95f4\u5904\u7406\uff09<\/li><li data-sourcepos=\"11:5-11:48\">\u5982\u4f55\u8bbe\u8ba1\u4e00\u4e2a\u652f\u6301\u9ad8\u5e76\u53d1\u8bfb\u5199\u3001\u80fd\u591f\u5feb\u901f\u67e5\u627e\u67d0\u4e2a\u7279\u5b9a\u503c\u7684\u5206\u5e03\u5f0f\u7f13\u5b58\u7cfb\u7edf\uff1f\uff08\u8003\u5bdf\u7cfb\u7edf\u8bbe\u8ba1\uff09<\/li><li data-sourcepos=\"12:5-12:38\">\u5728\u4e00\u4e2a\u5df2\u6392\u5e8f\u4f46\u88ab\u65cb\u8f6c\u8fc7\u7684\u6570\u7ec4\u4e2d\u67e5\u627e\u67d0\u4e2a\u5143\u7d20\u3002\uff08\u8003\u5bdf\u4e8c\u5206\u67e5\u627e\u53d8\u79cd\uff09<\/li><li data-sourcepos=\"13:5-14:0\">\u5b9e\u73b0\u4e00\u4e2a LRU \u7f13\u5b58\u6dd8\u6c70\u7b56\u7565\u3002\uff08\u8003\u5bdf\u94fe\u8868\u3001\u54c8\u5e0c\u8868\u7ed3\u5408\u5e94\u7528\uff09<\/li><\/ul><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5656800c elementor-widget elementor-widget-heading\" data-id=\"5656800c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u6570\u636e\u5de5\u7a0b\u5e08<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1d321e9a elementor-widget elementor-widget-text-editor\" data-id=\"1d321e9a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-sourcepos=\"17:1-17:73\">\u6570\u636e\u5de5\u7a0b\u5e08\u9762\u8bd5\u4fa7\u91cd\u4e8e\u5927\u89c4\u6a21\u6570\u636e\u5904\u7406\u3001\u6570\u636e\u5efa\u6a21\u3001ETL\u6d41\u7a0b\u8bbe\u8ba1\u3001\u6570\u636e\u5e93\u77e5\u8bc6\u4ee5\u53ca\u5904\u7406\u5206\u5e03\u5f0f\u6570\u636e\u7684\u80fd\u529b\u3002\u4ed6\u4eec\u60f3\u4e86\u89e3\u4f60\u5982\u4f55\u9ad8\u6548\u3001\u53ef\u9760\u5730\u6784\u5efa\u548c\u7ba1\u7406\u6570\u636e\u7ba1\u9053\u3002<\/p>\n\n<ul data-sourcepos=\"19:1-26:0\">\n \t<li data-sourcepos=\"19:1-19:140\"><strong>\u8003\u5bdf\u6280\u672f\u70b9\uff1a<\/strong> SQL\uff08\u9ad8\u7ea7\u67e5\u8be2\u3001\u6027\u80fd\u4f18\u5316\uff09\u3001ETL\/ELT \u8bbe\u8ba1\u539f\u5219\u3001\u6570\u636e\u4ed3\u5e93\u548c\u6570\u636e\u6e56\u6982\u5ff5\u3001\u6570\u636e\u5efa\u6a21\uff08\u661f\u578b\u3001\u96ea\u82b1\u578b\u6a21\u5f0f\uff09\u3001\u5206\u5e03\u5f0f\u6570\u636e\u5904\u7406\u6846\u67b6\uff08\u5982 Apache Spark, Hadoop \u751f\u6001\uff09\u3001\u7f16\u7a0b\/\u811a\u672c\u80fd\u529b\uff08Python, Scala\uff09\u3001\u6570\u636e\u5e93\u7406\u8bba\u3001\u6570\u636e\u8d28\u91cf\u4e0e\u76d1\u63a7\u3002<\/li>\n \t<li data-sourcepos=\"20:1-26:0\"><strong>\u9762\u8bd5\u9898\uff1a<\/strong>\n<ul data-sourcepos=\"21:5-26:0\">\n \t<li data-sourcepos=\"21:5-21:61\">\u5199\u4e00\u4e2a SQL \u67e5\u8be2\uff0c\u627e\u51fa\u8fc7\u53bb\u4e09\u4e2a\u6708\u5185\u8d2d\u4e70\u91d1\u989d\u6392\u540d\u524d10%\u7684\u5ba2\u6237\uff0c\u5e76\u8ba1\u7b97\u4ed6\u4eec\u7684\u603b\u8d2d\u4e70\u91d1\u989d\u3002\uff08\u8003\u5bdf\u9ad8\u7ea7 SQL\uff09<\/li>\n \t<li data-sourcepos=\"22:5-22:66\">\u8bf7\u63cf\u8ff0\u5982\u4f55\u8bbe\u8ba1\u4e00\u4e2a\u81ea\u52a8\u5316\u7684 ETL \u7ba1\u9053\uff0c\u5c06\u7528\u6237\u884c\u4e3a\u65e5\u5fd7\u4ece\u6d88\u606f\u961f\u5217\u5b9e\u65f6\u5bfc\u5165\u6570\u636e\u4ed3\u5e93\u3002\uff08\u8003\u5bdf ETL \u8bbe\u8ba1\u3001\u5b9e\u65f6\u5904\u7406\u6982\u5ff5\uff09<\/li>\n \t<li data-sourcepos=\"23:5-23:51\">\u5728\u8bbe\u8ba1\u4e00\u4e2a\u7528\u4e8e\u5b58\u50a8\u793e\u4ea4\u7f51\u7edc\u7528\u6237\u5173\u7cfb\u7684\u6570\u636e\u5e93\u65f6\uff0c\u4f60\u4f1a\u9009\u62e9\u54ea\u79cd\u6a21\u578b\uff1f\u89e3\u91ca\u539f\u56e0\u3002\uff08\u8003\u5bdf\u6570\u636e\u5efa\u6a21\uff09<\/li>\n \t<li data-sourcepos=\"24:5-24:95\">\u89e3\u91ca Apache Spark \u4e2d\u7684 Transformation \u548c Action \u7684\u533a\u522b\uff0c\u4ee5\u53ca Lazy Evaluation \u7684\u6982\u5ff5\u3002\uff08\u8003\u5bdf\u5206\u5e03\u5f0f\u6570\u636e\u5904\u7406\u539f\u7406\uff09<\/li>\n \t<li data-sourcepos=\"25:5-26:0\">\u5982\u4f55\u5904\u7406\u6570\u636e\u7ba1\u9053\u4e2d\u53ef\u80fd\u51fa\u73b0\u7684 schema drift\uff08\u6570\u636e\u6a21\u5f0f\u53d8\u5316\uff09\u95ee\u9898\uff1f\uff08\u8003\u5bdf\u6570\u636e\u5de5\u7a0b\u5b9e\u8df5\u4e2d\u7684\u6311\u6218\uff09<\/li>\n<\/ul>\n<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7a390ff9 elementor-widget elementor-widget-heading\" data-id=\"7a390ff9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u6a5f\u5668\u5b78\u7fd2\u5de5\u7a0b\u5e2b<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5741adfe elementor-widget elementor-widget-text-editor\" data-id=\"5741adfe\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-sourcepos=\"29:1-29:63\">\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u5e08\u9762\u8bd5\u6df1\u5165\u8003\u5bdf\u673a\u5668\u5b66\u4e60\u7684\u7406\u8bba\u57fa\u7840\u3001\u7b97\u6cd5\u7406\u89e3\u3001\u6a21\u578b\u5b9e\u73b0\u80fd\u529b\u3001\u7279\u5f81\u5de5\u7a0b\u3001\u6a21\u578b\u8bc4\u4f30\u4e0e\u8c03\u4f18\uff0c\u4ee5\u53ca\u5c06\u6a21\u578b\u6295\u5165\u751f\u4ea7\u73af\u5883\u7684\u8003\u8651\u3002<\/p><ul data-sourcepos=\"31:1-38:0\"><li data-sourcepos=\"31:1-31:117\"><strong>\u8003\u5bdf\u6280\u672f\u70b9\uff1a<\/strong> \u7ecf\u5178\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff08\u7ebf\u6027\u6a21\u578b\u3001\u6811\u6a21\u578b\u3001\u805a\u7c7b\u3001\u964d\u7ef4\u7b49\uff09\u3001\u6df1\u5ea6\u5b66\u4e60\u57fa\u7840\uff08\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784\u3001\u6846\u67b6\u5e94\u7528\uff09\u3001\u7279\u5f81\u5de5\u7a0b\u3001\u6570\u636e\u9884\u5904\u7406\u3001\u6a21\u578b\u8bc4\u4f30\u6307\u6807\u4e0e\u65b9\u6cd5\u3001\u5b9e\u9a8c\u8bbe\u8ba1\u3001\u6a21\u578b\u90e8\u7f72\u4e0e\u76d1\u63a7\u3001\u7f16\u7a0b\u80fd\u529b\uff08Python\u53caML\u5e93\uff09\u3001\u5206\u5e03\u5f0f\u7cfb\u7edf\u57fa\u7840\u3002<\/li><li data-sourcepos=\"32:1-38:0\"><strong>\u9762\u8bd5\u9898\uff1a<\/strong><ul data-sourcepos=\"33:5-38:0\"><li data-sourcepos=\"33:5-33:63\">\u89e3\u91ca\u504f\u5dee\uff08Bias\uff09\u4e0e\u65b9\u5dee\uff08Variance\uff09\u7684\u6743\u8861\uff0c\u4ee5\u53ca\u5982\u4f55\u5224\u65ad\u6a21\u578b\u662f\u6b20\u62df\u5408\u8fd8\u662f\u8fc7\u62df\u5408\uff1f\uff08\u8003\u5bdf ML \u57fa\u7840\u6982\u5ff5\uff09<\/li><li data-sourcepos=\"34:5-34:47\">\u5728\u5904\u7406\u4e00\u4e2a\u9ad8\u5ea6\u4e0d\u5e73\u8861\u7684\u5206\u7c7b\u6570\u636e\u96c6\u65f6\uff0c\u4f60\u6703\u4f7f\u7528\u54ea\u4e9b\u8bc4\u4f30\u6307\u6807\uff1f\u4e3a\u4ec0\u4e48\uff1f\uff08\u8003\u5bdf\u6a21\u578b\u8bc4\u4f30\uff09<\/li><li data-sourcepos=\"35:5-35:49\">\u5982\u4f55\u4e3a\u4e00\u4e2a\u5927\u578b\u793e\u4ea4\u5e73\u53f0\u8bbe\u8ba1\u4e00\u4e2a\u4e2a\u6027\u5316\u7684\u5185\u5bb9\u63a8\u8350\u7cfb\u7edf\uff1f\uff08\u8003\u5bdf ML \u7cfb\u7edf\u8bbe\u8ba1\u3001\u95ee\u9898\u62bd\u8c61\uff09<\/li><li data-sourcepos=\"36:5-36:43\">\u89e3\u91ca\u68af\u5ea6\u4e0b\u964d\u7b97\u6cd5\u53ca\u5176\u53d8\u79cd\uff08\u5982 Adam\uff09\u7684\u539f\u7406\u548c\u5e94\u7528\u573a\u666f\u3002\uff08\u8003\u5bdf\u4f18\u5316\u7b97\u6cd5\uff09<\/li><li data-sourcepos=\"37:5-38:0\">\u5728\u5c06\u4e00\u4e2a\u673a\u5668\u5b66\u4e60\u6a21\u578b\u90e8\u7f72\u5230\u751f\u4ea7\u73af\u5883\u4e2d\u65f6\uff0c\u4f60\u9700\u8981\u8003\u8651\u54ea\u4e9b\u95ee\u9898\u6765\u4fdd\u8bc1\u5176\u6027\u80fd\u548c\u7a33\u5b9a\u6027\uff1f\uff08\u8003\u5bdf\u6a21\u578b\u751f\u4ea7\u5316\uff09<\/li><\/ul><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-212c300e elementor-widget elementor-widget-heading\" data-id=\"212c300e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u5b89\u5168\u5de5\u7a0b\u5e08<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bd31dab elementor-widget elementor-widget-text-editor\" data-id=\"bd31dab\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-sourcepos=\"41:1-41:58\">\u5b89\u5168\u5de5\u7a0b\u5e08\u9762\u8bd5\u91cd\u70b9\u8bc4\u4f30\u5019\u9009\u4eba\u5728\u4fe1\u606f\u5b89\u5168\u9886\u57df\u7684\u4e13\u4e1a\u77e5\u8bc6\u3001\u5bf9\u5e38\u89c1\u6f0f\u6d1e\u7684\u7406\u89e3\u3001\u5b89\u5168\u9632\u5fa1\u7b56\u7565\u7684\u8bbe\u8ba1\u80fd\u529b\u4ee5\u53ca\u5b89\u5168\u4e8b\u4ef6\u54cd\u5e94\u80fd\u529b\u3002<\/p><ul data-sourcepos=\"43:1-50:0\"><li data-sourcepos=\"43:1-43:131\"><strong>\u8003\u5bdf\u6280\u672f\u70b9\uff1a<\/strong> Web \u5b89\u5168\uff08OWASP Top 10\uff09\u3001\u7f51\u7edc\u5b89\u5168\uff08TCP\/IP, TLS\/SSL, \u9632\u706b\u5899\uff09\u3001\u5bc6\u7801\u5b66\u57fa\u7840\uff08\u52a0\u5bc6\u3001\u54c8\u5e0c\u3001\u6570\u5b57\u7b7e\u540d\uff09\u3001\u8ba4\u8bc1\u4e0e\u6388\u6743\u673a\u5236\u3001\u5b89\u5168\u6f0f\u6d1e\u5206\u6790\u4e0e\u5229\u7528\u3001\u5b89\u5168\u7f16\u7801\u5b9e\u8df5\u3001\u64cd\u4f5c\u7cfb\u7edf\u5b89\u5168\u3001\u4e91\u8ba1\u7b97\u5b89\u5168\u3001\u5b89\u5168\u67b6\u6784\u8bbe\u8ba1\u3001\u5b89\u5168\u76d1\u63a7\u4e0e\u62a5\u8b66\u3002<\/li><li data-sourcepos=\"44:1-50:0\"><strong>\u9762\u8bd5\u9898\uff1a<\/strong><ul data-sourcepos=\"45:5-50:0\"><li data-sourcepos=\"45:5-45:57\">\u8bf7\u89e3\u91ca\u8de8\u7ad9\u811a\u672c\u653b\u51fb (XSS) \u548c\u8de8\u7ad9\u8bf7\u6c42\u4f2a\u9020 (CSRF) \u7684\u539f\u7406\u53ca\u9632\u5fa1\u65b9\u6cd5\u3002\uff08\u8003\u5bdf Web \u5b89\u5168\uff09<\/li><li data-sourcepos=\"46:5-46:49\">\u63cf\u8ff0 TLS \u63e1\u624b\u8fc7\u7a0b\uff0c\u5e76\u89e3\u91ca\u5176\u5982\u4f55\u786e\u4fdd\u901a\u4fe1\u7684\u673a\u5bc6\u6027\u548c\u5b8c\u6574\u6027\u3002\uff08\u8003\u5bdf\u7f51\u7edc\u5b89\u5168\/\u5bc6\u7801\u5b66\uff09<\/li><li data-sourcepos=\"47:5-47:60\">\u5982\u679c\u5728\u4ee3\u7801\u8bc4\u5ba1\u4e2d\u53d1\u73b0\u4e00\u4e2a\u6f5c\u5728\u7684\u7f13\u51b2\u533a\u6ea2\u51fa\u6f0f\u6d1e\uff0c\u4f60\u4f1a\u5982\u4f55\u5224\u65ad\u5176\u5371\u5bb3\u6027\u5e76\u63d0\u51fa\u4fee\u590d\u5efa\u8bae\uff1f\uff08\u8003\u5bdf\u6f0f\u6d1e\u5206\u6790\u4e0e\u5b89\u5168\u7f16\u7801\uff09<\/li><li data-sourcepos=\"48:5-48:41\">\u5728\u8bbe\u8ba1\u4e00\u4e2a\u5fae\u670d\u52a1\u67b6\u6784\u65f6\uff0c\u5982\u4f55\u786e\u4fdd\u670d\u52a1\u95f4\u7684\u901a\u4fe1\u5b89\u5168\uff1f\uff08\u8003\u5bdf\u5b89\u5168\u67b6\u6784\u8bbe\u8ba1\uff09<\/li><li data-sourcepos=\"49:5-50:0\">\u5982\u679c\u4e00\u4e2a\u7528\u6237\u8d26\u53f7\u88ab\u76d7\u7528\uff0c\u4f5c\u4e3a\u5b89\u5168\u5de5\u7a0b\u5e08\uff0c\u4f60\u7684\u521d\u6b65\u8c03\u67e5\u548c\u54cd\u5e94\u6b65\u9aa4\u662f\u4ec0\u4e48\uff1f\uff08\u8003\u5bdf\u5b89\u5168\u4e8b\u4ef6\u54cd\u5e94\uff09<\/li><\/ul><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3800b2e elementor-widget elementor-widget-heading\" data-id=\"3800b2e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u884c\u70ba\u9762\u8a66 (BQ)<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-109d48cd elementor-widget elementor-widget-text-editor\" data-id=\"109d48cd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-sourcepos=\"3:1-3:48\">\u5728\u51c6\u5907\u9762\u8bd5\u65f6\uff0c\u884c\u4e3a\u95ee\u9898\u662f\u9762\u8bd5\u5b98\u4e86\u89e3\u4f60\u8fc7\u5f80\u7ecf\u9a8c\u3001\u8bc4\u4f30\u672a\u6765\u8868\u73b0\u7684\u91cd\u8981\u9014\u5f84\u3002\u8fd9\u4e9b\u95ee\u9898\u901a\u5e38\u53ef\u4ee5\u5206\u4e3a\u51e0\u7c7b\uff1a<\/p><p data-sourcepos=\"5:1-5:10\"><strong>\u7ecf\u5178\u884c\u4e3a\u95ee\u9898<\/strong><\/p><p data-sourcepos=\"7:1-7:22\">\u8fd9\u7c7b\u95ee\u9898\u8003\u5bdf\u4f60\u5e94\u5bf9\u57fa\u672c\u5de5\u4f5c\u573a\u666f\u7684\u80fd\u529b\u3002\u4f8b\u5982\uff1a<\/p><ul data-sourcepos=\"9:1-12:0\"><li data-sourcepos=\"9:1-9:98\">\u5f53\u88ab\u95ee\u53ca<strong>\u9700\u8981\u5b66\u4e60\u65b0\u6280\u672f\u6765\u5b8c\u6210\u9879\u76ee<\/strong>\u7684\u7ecf\u5386\u65f6\uff0c\u9762\u8bd5\u5b98\u60f3\u4e86\u89e3\u4f60\u7684\u5feb\u901f\u9002\u5e94\u548c\u5b66\u4e60\u80fd\u529b\u3002\u51c6\u5907\u4e00\u4e2a\u4e8b\u4f8b\uff0c\u7740\u91cd\u63cf\u8ff0\u4f60\u5982\u4f55\u8bc4\u4f30\u60c5\u51b5\u3001\u5b66\u4e60\u65b0\u6280\u672f\u7684\u6d41\u7a0b\uff0c\u4ee5\u53ca\u6700\u7ec8\u7684\u6210\u529f\u7ed3\u679c\u3002\u53ef\u4ee5\u5177\u4f53\u63d0\u53ca\u4f7f\u7528\u7684\u5de5\u5177\u6216\u8d44\u6e90\u3002<\/li><li data-sourcepos=\"10:1-10:91\">\u5173\u4e8e<strong>\u4e0d\u540c\u610f\u5de5\u4f5c\u4e2d\u7684\u67d0\u9879\u51b3\u5b9a<\/strong>\uff0c\u8fd9\u7c7b\u95ee\u9898\u65e8\u5728\u8003\u5bdf\u4f60\u7684\u51b2\u7a81\u89e3\u51b3\u6280\u5de7\u3002\u8bb2\u8ff0\u4e00\u4e2a\u5c0a\u91cd\u5404\u65b9\u7684\u6545\u4e8b\uff0c\u8bf4\u660e\u4f60\u5982\u4f55\u63d0\u51fa\u89c2\u70b9\uff0c\u4ee5\u53ca\u4e3a\u8fbe\u6210\u89e3\u51b3\u65b9\u6848\u6240\u505a\u7684\u52aa\u529b\u3002\u5f3a\u8c03\u4f60\u7684\u6c9f\u901a\u548c\u5728\u5206\u6b67\u4e2d\u534f\u4f5c\u7684\u80fd\u529b\u3002<\/li><li data-sourcepos=\"11:1-12:0\">\u5f53\u88ab\u95ee\u5230\u5982\u4f55<strong>\u7ba1\u7406\u591a\u4e2a\u622a\u6b62\u65e5\u671f<\/strong>\u65f6\uff0c\u8981\u5c55\u73b0\u4f60\u7684\u65f6\u95f4\u7ba1\u7406\u548c\u4f18\u5148\u7ea7\u6392\u5e8f\u80fd\u529b\u3002\u89e3\u91ca\u4f60\u5982\u4f55\u7ec4\u7ec7\u4efb\u52a1\u3001\u5e94\u5bf9\u6f5c\u5728\u969c\u788d\uff0c\u5e76\u5f3a\u8c03\u6210\u529f\u6309\u65f6\u5b8c\u6210\u9879\u76ee\u3002\u53ef\u4ee5\u63d0\u53ca\u4f60\u4f7f\u7528\u7684\u5de5\u5177\u6216\u65b9\u6cd5\u6765\u8ddf\u8e2a\u8fdb\u5ea6\u3002<\/li><\/ul><p data-sourcepos=\"13:1-13:12\"><strong>\u56e2\u961f\u5408\u4f5c\u884c\u4e3a\u95ee\u9898<\/strong><\/p><p data-sourcepos=\"15:1-15:26\">\u8fd9\u7c7b\u95ee\u9898\u4fa7\u91cd\u4e8e\u8bc4\u4f30\u4f60\u5728\u56e2\u961f\u73af\u5883\u4e2d\u7684\u8868\u73b0\u548c\u8d21\u732e\u3002\u4f8b\u5982\uff1a<\/p><ul data-sourcepos=\"17:1-20:0\"><li data-sourcepos=\"17:1-17:88\">\u63cf\u8ff0\u4e00\u6b21<strong>\u4e0e\u56e2\u961f\u5408\u4f5c\u5b8c\u6210\u6709\u6311\u6218\u6027\u9879\u76ee<\/strong>\u7684\u7ecf\u5386\uff0c\u5305\u62ec\u9879\u76ee\u5185\u5bb9\u548c\u4f60\u5728\u56e2\u961f\u4e2d\u7684\u89d2\u8272\u3002\u8be6\u7ec6\u8bb2\u8ff0\u5177\u4f53\u4e8b\u4ef6\u3001\u5e94\u5bf9\u6311\u6218\u7684\u7b56\u7565\u4ee5\u53ca\u4f60\u5bf9\u56e2\u961f\u7684\u5177\u4f53\u8d21\u732e\u3002\u7a81\u51fa\u6c9f\u901a\u3001\u89e3\u51b3\u51b2\u7a81\u548c\u89d2\u8272\u9002\u5e94\u80fd\u529b\u3002<\/li><li data-sourcepos=\"18:1-18:94\">\u8bb2\u8ff0\u4e00\u6b21<strong>\u5e2e\u52a9\u89e3\u51b3\u56e2\u961f\u6210\u5458\u4e4b\u95f4\u7ea0\u7eb7<\/strong>\u7684\u7ecf\u5386\uff0c\u4ee5\u53ca\u4f60\u5982\u4f55\u5904\u7406\u3002\u7740\u91cd\u4f53\u73b0\u4f60\u7684\u8c03\u89e3\u80fd\u529b\uff0c\u5982\u4f55\u5e2e\u52a9\u4e0d\u540c\u89c2\u70b9\u8fbe\u6210\u4e00\u81f4\u3002\u63cf\u8ff0\u4f60\u7406\u89e3\u5404\u65b9\u5e76\u5bfb\u627e\u4e92\u5229\u89e3\u51b3\u65b9\u6848\u7684\u65b9\u6cd5\uff0c\u5c55\u73b0\u4f60\u7684\u4eba\u9645\u4ea4\u5f80\u548c\u89e3\u51b3\u95ee\u9898\u80fd\u529b\u3002<\/li><li data-sourcepos=\"19:1-20:0\">\u8003\u8651\u5230\u9886\u82f1\uff08LinkedIn\uff09\u91cd\u89c6<strong>\u901a\u8fc7\u534f\u4f5c\u5b9e\u73b0\u53d8\u9769<\/strong>\uff0c\u53ef\u80fd\u4f1a\u95ee\u4f60<strong>\u56e2\u961f\u5408\u4f5c\u5982\u4f55\u5e26\u6765\u521b\u65b0\u89e3\u51b3\u65b9\u6848<\/strong>\u7684\u4f8b\u5b50\u3002\u63cf\u8ff0\u534f\u4f5c\u5982\u4f55\u6fc0\u53d1\u521b\u9020\u529b\uff0c\u63d0\u53ca\u56e2\u961f\u6210\u5458\u7684\u591a\u6837\u5316\u8f93\u5165\u4ee5\u53ca\u5b83\u4eec\u5982\u4f55\u4fc3\u6210\u65b0\u9896\u65b9\u6848\u3002\u5f3a\u8c03\u4e0d\u540c\u6280\u80fd\u7ec4\u5408\u7684\u534f\u540c\u4f5c\u7528\u5982\u4f55\u5e26\u6765\u7a81\u7834\u6027\u521b\u65b0\u3002<\/li><\/ul><p data-sourcepos=\"21:1-21:16\"><strong>\u4e0e\u5c97\u4f4d\u804c\u8d23\u76f8\u5173\u7684\u884c\u4e3a\u95ee\u9898<\/strong><\/p><p data-sourcepos=\"23:1-23:34\">\u8fd9\u7c7b\u95ee\u9898\u4f1a\u7ed3\u5408\u5177\u4f53\u5c97\u4f4d\u8981\u6c42\uff0c\u8003\u5bdf\u4f60\u7684\u4e13\u4e1a\u6280\u80fd\u5e94\u7528\u548c\u4ef7\u503c\u5951\u5408\u5ea6\u3002\u4f8b\u5982\uff1a<\/p><ul data-sourcepos=\"25:1-28:0\"><li data-sourcepos=\"25:1-25:96\">\u63cf\u8ff0\u4e00\u6b21<strong>\u4f7f\u7528\u7f16\u7a0b\u6280\u80fd\u89e3\u51b3\u6ca1\u6709\u660e\u786e\u89e3\u51b3\u65b9\u6848<\/strong>\u7684\u95ee\u9898\u7684\u7ecf\u5386\u3002\u51c6\u5907\u4e00\u4e2a\u9700\u8981\u5206\u6790\u548c\u521b\u9020\u6027\u601d\u7ef4\u7684\u573a\u666f\u3002\u6982\u8ff0\u6311\u6218\u3001\u4f60\u7684\u5177\u4f53\u884c\u52a8\uff08\u5305\u62ec\u4f7f\u7528\u7684\u6280\u672f\u548c\u5de5\u5177\uff09\u4ee5\u53ca\u7ed3\u679c\u3002\u5f3a\u8c03\u4efb\u4f55\u5e26\u6765\u6210\u529f\u7684\u521b\u65b0\u65b9\u6cd5\u6216\u4f18\u5316\u3002<\/li><li data-sourcepos=\"26:1-26:87\"><strong>\u5982\u4f55\u786e\u4fdd\u4ee3\u7801\u7684\u8d28\u91cf\u548c\u53ef\u9760\u6027<\/strong>\uff1f\u8ba8\u8bba\u4f60\u5982\u4f55\u4f7f\u7528\u6d4b\u8bd5\u6846\u67b6\u3001\u6301\u7eed\u96c6\u6210\u548c\u4ee3\u7801\u8bc4\u5ba1\u7b49\u5b9e\u8df5\u3002\u5f3a\u8c03\u53ef\u7ef4\u62a4\u6027\u548c\u53ef\u6269\u5c55\u6027\u7684\u91cd\u8981\u6027\uff0c\u4ee5\u53ca\u4f60\u9075\u5faa\u7684\u4efb\u4f55\u5177\u4f53\u65b9\u6cd5\u8bba\uff0c\u5982 TDD \u6216\u654f\u6377\u5f00\u53d1\u3002<\/li><li data-sourcepos=\"27:1-28:0\">\u9886\u82f1\uff08LinkedIn\uff09\u91cd\u89c6<strong>\u53d8\u9769\u548c\u521b\u9020\u7ecf\u6d4e\u673a\u4f1a<\/strong>\u3002\u80fd\u5426\u5206\u4eab\u4e00\u4e2a\u4f60\u53c2\u4e0e\u7684\u9879\u76ee\u6216\u5021\u8bae\uff0c<strong>\u4e0e\u9886\u82f1\u7684\u613f\u666f\u5951\u5408<\/strong>\uff1f\u9009\u62e9\u4e00\u4e2a\u4f60\u4ea7\u751f\u8fc7\u663e\u8457\u5f71\u54cd\u7684\u9879\u76ee\uff0c\u6700\u597d\u662f\u80fd\u4ee5\u6709\u610f\u4e49\u7684\u65b9\u5f0f\u60e0\u53ca\u7528\u6237\u7684\u8f6f\u4ef6\u6539\u8fdb\u3002\u89e3\u91ca\u4f60\u7684\u89d2\u8272\u3001\u6d89\u53ca\u7684\u6280\u672f\u4ee5\u53ca\u9879\u76ee\u5bf9\u7528\u6237\u6216\u5229\u76ca\u76f8\u5173\u8005\u7684\u5f71\u54cd\u3002\u8fd9\u6709\u52a9\u4e8e\u5c55\u73b0\u4f60\u4e0e\u9886\u82f1\u4f7f\u547d\u548c\u4ef7\u503c\u89c2\u7684\u5951\u5408\u5ea6\u3002<\/li><\/ul><p data-sourcepos=\"29:1-29:76\">\u51c6\u5907\u8fd9\u4e9b\u884c\u4e3a\u95ee\u9898\u65f6\uff0c\u5173\u952e\u662f\u8fd0\u7528 STAR \u539f\u5219\uff08Situation, Task, Action, Result\uff09\u6e05\u6670\u5730\u8bb2\u8ff0\u4f60\u7684\u6545\u4e8b\uff0c\u5e76\u7a81\u51fa\u4f60\u7684\u6838\u5fc3\u80fd\u529b\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c98666 elementor-widget elementor-widget-heading\" data-id=\"c98666\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u9762\u8a66\u6e96\u5099<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6ae82dcd elementor-widget elementor-widget-text-editor\" data-id=\"6ae82dcd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-sourcepos=\"1:1-1:274\">\u51c6\u5907\u9886\u82f1\u7684\u6280\u672f\u5c97\u4f4d\u9762\u8bd5\uff0c\u9996\u5148\u6700\u6838\u5fc3\u3001\u6700\u786c\u7684\u57fa\u7840\u529f\u5343\u4e07\u8981\u624e\u5b9e\u3002\u8fd9\u610f\u5473\u7740\u4f60\u9700\u8981\u5bf9\u57fa\u672c\u7684\u6570\u636e\u7ed3\u6784\u548c\u7b97\u6cd5\u6709\u6df1\u5165\u7684\u7406\u89e3\u548c\u719f\u7ec3\u7684\u5e94\u7528\u80fd\u529b\uff0c\u6bd4\u5982\u6570\u7ec4\u3001\u5b57\u7b26\u4e32\u3001\u94fe\u8868\u3001\u6811\u3001\u56fe\u3001\u54c8\u5e0c\u8868\u7b49\u7ecf\u5178\u6570\u636e\u7ed3\u6784\u4e00\u5b9a\u8981\u70c2\u719f\u4e8e\u5fc3\u3002\u7b97\u6cd5\u65b9\u9762\uff0c\u7279\u522b\u8981\u82b1\u7cbe\u529b\u53bb\u7ec3\u4e60\u56fe\u7684\u904d\u5386\uff08DFS\u548cBFS\uff09\u3001\u4e8c\u5206\u67e5\u627e\uff0c\u8fd9\u4e9b\u5728\u9886\u82f1\u662f\u5e38\u8003\u7684\u91cd\u70b9\u3002\u4e0d\u4ec5\u4ec5\u662f\u8bb0\u4f4f\u6a21\u677f\uff0c\u66f4\u8981\u7406\u89e3\u5b83\u4eec\u80cc\u540e\u7684\u539f\u7406\u548c\u4e0d\u540c\u573a\u666f\u4e0b\u7684\u4f18\u52a3\uff0c\u80fd\u5206\u6790\u65f6\u95f4\u548c\u7a7a\u95f4\u590d\u6742\u5ea6\u3002\u591a\u5237\u4e00\u4e9b\u5bf9\u5e94\u96be\u5ea6\u533a\u95f4\u7684\u9898\u76ee\uff0c\u57f9\u517b\u5feb\u901f\u7406\u6e05\u601d\u8def\u3001\u5c06\u60f3\u6cd5\u8f6c\u5316\u4e3a\u53ef\u6267\u884c\u4ee3\u7801\u7684\u80fd\u529b\uff0c\u5e76\u4e14\u8981\u6ce8\u91cd\u4ee3\u7801\u7684\u6e05\u6670\u5ea6\u548c\u5065\u58ee\u6027\uff0c\u80fd\u591f\u5904\u7406\u597d\u5404\u79cd\u8fb9\u754c\u6761\u4ef6\u3002\u8bb0\u4f4f\uff0c\u624e\u5b9e\u7684\u6280\u672f\u529f\u5e95\u662f\u4f60\u81ea\u4fe1\u5e94\u5bf9\u4e00\u5207\u6311\u6218\u7684\u57fa\u77f3\uff01<\/p><p data-sourcepos=\"3:1-3:305\">\u9664\u4e86\u4ee3\u7801\u80fd\u529b\uff0c\u9762\u8bd5\u5b98\u4e5f\u975e\u5e38\u5173\u6ce8\u4f60\u4f5c\u4e3a\u4e00\u4e2a\u5de5\u7a0b\u5e08\u7684\u7efc\u5408\u7d20\u8d28\u548c\u6f5c\u529b\u3002\u8fd9\u610f\u5473\u7740\u4f60\u9700\u8981\u8ba4\u771f\u51c6\u5907\u884c\u4e3a\u95ee\u9898\u2014\u2014\u8fd9\u4e9b\u95ee\u9898\u662f\u4e3a\u4e86\u4e86\u89e3\u4f60\u7684\u534f\u4f5c\u80fd\u529b\u3001\u89e3\u51b3\u51b2\u7a81\u7684\u65b9\u5f0f\u3001\u9762\u5bf9\u6311\u6218\u548c\u4e0d\u786e\u5b9a\u6027\u65f6\u7684\u6001\u5ea6\uff0c\u4ee5\u53ca\u4f60\u7684\u5b66\u4e60\u548c\u6210\u957f\u7ecf\u5386\u3002\u7279\u522b\u662f\u8981\u601d\u8003\u4f60\u8fc7\u5f80\u7684\u9879\u76ee\u6216\u7ecf\u5386\u5982\u4f55\u4f53\u73b0\u51fa\u4e0e\u9886\u82f1\u201c\u8fde\u63a5\u4e16\u754c\u4e13\u4e1a\u4eba\u58eb\u3001\u521b\u9020\u7ecf\u6d4e\u673a\u4f1a\u201d\u613f\u666f\u7684\u5951\u5408\u5ea6\uff0c\u591a\u51c6\u5907\u4e00\u4e9b\u80fd\u7a81\u51fa\u4f60\u5f71\u54cd\u529b\u3001\u56e2\u961f\u5408\u4f5c\u548c\u521b\u65b0\u601d\u7ef4\u7684\u4f8b\u5b50\u3002\u5bf9\u4e8e\u66f4\u9ad8\u7ea7\u522b\u7684\u5c97\u4f4d\uff0c\u7cfb\u7edf\u8bbe\u8ba1\u80fd\u529b\u4e5f\u662f\u8003\u5bdf\u91cd\u70b9\uff0c\u9700\u8981\u5c55\u793a\u4f60\u8bbe\u8ba1\u53ef\u6269\u5c55\u3001\u53ef\u9760\u7cfb\u7edf\u7684\u601d\u8def\u3002\u522b\u5fd8\u4e86\uff0c\u6e05\u6670\u3001\u6709\u903b\u8f91\u7684\u6c9f\u901a\u80fd\u529b\u8d2f\u7a7f\u6574\u4e2a\u9762\u8bd5\u8fc7\u7a0b\uff0c\u5927\u80c6\u8bf4\u51fa\u4f60\u7684\u60f3\u6cd5\uff0c\u4e0e\u9762\u8bd5\u5b98\u4e92\u52a8\uff0c\u8fd9\u540c\u6837\u91cd\u8981\u3002\u9762\u8bd5\u4e0d\u4ec5\u4ec5\u662f\u6280\u672f\u7684\u8f83\u91cf\uff0c\u66f4\u662f\u5168\u9762\u5c55\u793a\u4f60\u4e2a\u4eba\u80fd\u529b\u548c\u804c\u4e1a\u6f5c\u529b\u7684\u8fc7\u7a0b\uff0c\u5e26\u7740\u79ef\u6781\u7684\u5fc3\u6001\u53bb\u8fce\u63a5\u5b83\u5427\uff01<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-74607e1 elementor-widget elementor-widget-heading\" data-id=\"74607e1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">VO\u9762\u8bd5\u5b9e\u5f55<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7cc40b2 elementor-widget elementor-widget-text-editor\" data-id=\"7cc40b2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-sourcepos=\"3:1-3:173\">\u9762\u8bd5\u5f00\u59cb\uff0c\u9762\u8bd5\u5b98\u9762\u5f88\u76f4\u63a5\u629b\u51fa\u4e86\u4e00\u4e2a\u9886\u82f1\u6838\u5fc3\u4e1a\u52a1\u7684\u95ee\u9898\u7ed9\u5019\u9009\u4eba\uff1a\u201c\u60f3\u8c61\u4e00\u4e0b\uff0c\u6211\u4eec\u62e5\u6709\u6d77\u91cf\u7684\u9886\u82f1\u7528\u6237\u6570\u636e\uff0c\u4ee5\u53ca\u4ed6\u4eec\u4e4b\u95f4\u7684\u8fde\u63a5\u5173\u7cfb\u3002\u8fd9\u4e9b\u5173\u7cfb\u53ef\u4ee5\u7528\u4e00\u4e2a\u56fe\u6765\u8868\u793a\uff0c\u5176\u4e2d\u7528\u6237\u662f\u8282\u70b9\uff0c\u4ed6\u4eec\u4e4b\u95f4\u7684\u8fde\u63a5\u662f\u65e0\u5411\u8fb9\u3002\u73b0\u5728\uff0c\u7ed9\u5b9a\u4e24\u4e2a\u7528\u6237A\u548c\u7528\u6237B\uff0c\u4f60\u9700\u8981\u8bbe\u8ba1\u4e00\u4e2a\u7b97\u6cd5\uff0c\u627e\u51fa\u4ece\u7528\u6237A\u5230\u7528\u6237B\u7684\u6700\u77ed\u63a8\u8350\u8def\u5f84\u3002\u8fd9\u91cc\u7684\u201c\u63a8\u8350\u8def\u5f84\u201d\u6709\u4e00\u4e2a\u7279\u6b8a\u8981\u6c42\uff1a\u8def\u5f84\u4e2d\u7684\u6bcf\u4e00\u6b65\u8fde\u63a5\u90fd\u5fc5\u987b\u662f\u4e00\u5ea6\u6216\u4e8c\u5ea6\u8fde\u63a5\u3002\u201d<\/p><p data-sourcepos=\"5:1-5:328\">\u5019\u9009\u4eba\u542c\u5230\u8fd9\u9053\u9898\uff0c\u9996\u5148\u60f3\u5230\u7684\u662f\u56fe\u7684\u6700\u77ed\u8def\u5f84\u7b97\u6cd5\uff0c\u6bd4\u5982\u5e7f\u5ea6\u4f18\u5148\u641c\u7d22\uff08BFS\uff09\u3002\u7136\u800c\uff0c\u95ee\u9898\u4e2d\u201c\u4e00\u5ea6\u6216\u4e8c\u5ea6\u8fde\u63a5\u201d\u7684\u9650\u5236\u8ba9\u4ed6\u610f\u8bc6\u5230\u8fd9\u5e76\u975e\u7b80\u5355\u7684\u6700\u77ed\u8def\u5f84\u3002\u4ed6\u6700\u521d\u8003\u8651\u4e3a\u6bcf\u4e2a\u8282\u70b9\u9884\u8ba1\u7b97\u5176\u6240\u6709\u7684\u4e00\u5ea6\u6216\u4e8c\u5ea6\u8fde\u63a5\uff0c\u7136\u540e\u518d\u8fd0\u884cBFS\u3002\u4f46\u8fd9\u79cd\u9884\u8ba1\u7b97\u7684\u5f00\u9500\u53ef\u80fd\u5f88\u5927\uff0c\u800c\u4e14\u5728\u56fe\u7ed3\u6784\u9891\u7e41\u66f4\u65b0\u7684\u60c5\u51b5\u4e0b\u6548\u7387\u4e0d\u9ad8\u3002\u5c31\u5728\u4ed6\u601d\u8def\u6709\u4e9b\u51dd\u6ede\u65f6\uff0c\u8f85\u52a9\u56e2\u961f\u7acb\u5373\u63a8\u9001\u4e86\u201c\u6539\u826f\u7248BFS\u4e0e\u52a8\u6001\u4e8c\u5ea6\u67e5\u627e\u201d\u7684\u601d\u8def\u2014\u2014\u8fd9\u9053\u9898\u7684\u6838\u5fc3\u5728\u4e8e\u5982\u4f55\u9ad8\u6548\u5730\u5904\u7406\u201c\u4e8c\u5ea6\u8fde\u63a5\u201d\u7684\u9650\u5236\u3002\u6211\u4eec\u53ef\u4ee5\u5728\u6807\u51c6\u7684BFS\u8fc7\u7a0b\u4e2d\uff0c\u6bcf\u5f53\u63a2\u7d22\u5230\u4e00\u4e2a\u65b0\u7684\u8282\u70b9\u65f6\uff0c\u4e0d\u4ec5\u68c0\u67e5\u5176\u76f4\u63a5\u90bb\u5c45\uff08\u4e00\u5ea6\u8fde\u63a5\uff09\uff0c\u8fd8\u9700\u8981\u68c0\u67e5\u8fd9\u4e9b\u76f4\u63a5\u90bb\u5c45\u7684\u90bb\u5c45\uff08\u4e8c\u5ea6\u8fde\u63a5\uff09\u3002\u526f\u8bbe\u5907\u540c\u6b65\u53d1\u9001\u4e86 Python \u8bed\u8a00\u4ee3\u7801\u6846\u67b6\uff0c\u91cd\u70b9\u6807\u6ce8\u4e86 BFS \u961f\u5217\u3001visited \u96c6\u5408\u4ee5\u53ca\u52a8\u6001\u67e5\u627e\u4e8c\u5ea6\u8fde\u63a5\u7684\u903b\u8f91\uff1a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-298bc3a elementor-widget elementor-widget-code-highlight\" data-id=\"298bc3a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-twilight copy-to-clipboard\">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-python line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-python\">\n\t\t\t\t\tfrom collections import deque\r\n\r\ndef find_shortest_linkedin_path(graph, user_a, user_b):\r\n    if user_a == user_b:\r\n        return [user_a]\r\n\r\n    queue = deque([(user_a, [user_a])]) # (\u5f53\u524d\u7528\u6237, \u5f53\u524d\u8def\u5f84)\r\n    visited = {user_a} # \u8bb0\u5f55\u5df2\u8bbf\u95ee\u7684\u7528\u6237\uff0c\u907f\u514d\u91cd\u590d\u63a2\u7d22\r\n\r\n    while queue:\r\n        current_user, path = queue.popleft()\r\n\r\n        # \u68c0\u67e5\u4e00\u5ea6\u8fde\u63a5\r\n        for neighbor in graph.get(current_user, []):\r\n            if neighbor == user_b:\r\n                return path + [neighbor]\r\n            if neighbor not in visited:\r\n                visited.add(neighbor)\r\n                queue.append((neighbor, path + [neighbor]))\r\n\r\n            # \u68c0\u67e5\u4e8c\u5ea6\u8fde\u63a5\r\n            for second_degree_neighbor in graph.get(neighbor, []):\r\n                if second_degree_neighbor == user_b:\r\n                    return path + [neighbor, second_degree_neighbor]\r\n                # \u6ce8\u610f\uff1a\u4e8c\u5ea6\u8fde\u63a5\u7684\u8def\u5f84\u957f\u5ea6\u4e3a2\uff0c\u6240\u4ee5\u53ea\u5728\u5230\u8fbe\u76ee\u6807\u65f6\u8fd4\u56de\r\n                # \u5426\u5219\uff0c\u5982\u679c\u5c06\u6240\u6709\u4e8c\u5ea6\u8fde\u63a5\u4e5f\u52a0\u5165\u961f\u5217\uff0c\u53ef\u80fd\u4f1a\u5bfc\u81f4\u975e\u6700\u77ed\u8def\u5f84\r\n                # \u8fd9\u91cc\u7684\u903b\u8f91\u662f\u786e\u4fdd\u4e8c\u5ea6\u8fde\u63a5\u53ea\u5728\u76f4\u63a5\u8fde\u63a5\u5230user_b\u65f6\u624d\u88ab\u89c6\u4e3a\u6709\u6548\u8def\u5f84\r\n                # \u5426\u5219\uff0c\u5b83\u4f1a\u4f5c\u4e3a\u6b63\u5e38\u7684\u4e00\u5ea6\u8fde\u63a5\u5728\u540e\u7eedBFS\u8fed\u4ee3\u4e2d\u88ab\u5904\u7406\r\n\r\n    return None # \u6ca1\u6709\u627e\u5230\u8def\u5f84\r\n\r\n# \u793a\u4f8b\u7528\u6cd5\r\nlinkedin_graph = {\r\n    \"A\": [\"C\", \"D\"],\r\n    \"B\": [\"E\", \"F\"],\r\n    \"C\": [\"A\", \"G\"],\r\n    \"D\": [\"A\", \"H\"],\r\n    \"E\": [\"B\", \"G\"],\r\n    \"F\": [\"B\"],\r\n    \"G\": [\"C\", \"E\"],\r\n    \"H\": [\"D\"]\r\n}\r\n\r\n# \u67e5\u627e\u4eceA\u5230B\u7684\u6700\u77ed\u63a8\u8350\u8def\u5f84\r\npath = find_shortest_linkedin_path(linkedin_graph, \"A\", \"B\")\r\nprint(f\"\u4ece A \u5230 B \u7684\u6700\u77ed\u63a8\u8350\u8def\u5f84: {path}\") # \u9884\u671f\u8f93\u51fa: \u4ece A \u5230 B \u7684\u6700\u77ed\u63a8\u8350\u8def\u5f84: ['A', 'C', 'G', 'E', 'B'] \u6216 ['A', 'D', 'H', 'B'] (\u9700\u8981\u8fdb\u4e00\u6b65\u68c0\u67e5\u4e8c\u5ea6\u8fde\u63a5\u7684\u903b\u8f91)\r\n\r\n# \u8ba9\u6211\u4eec\u4fee\u6b63\u4e00\u4e0b\u4e8c\u5ea6\u8fde\u63a5\u7684\u903b\u8f91\uff0c\u786e\u4fdd\u5b83\u80fd\u6b63\u786e\u5730\u5f62\u6210\u6700\u77ed\u8def\u5f84\r\n# \u4e0a\u9762\u7684\u4ee3\u7801\u5728\u5904\u7406\u4e8c\u5ea6\u8fde\u63a5\u65f6\uff0c\u5982\u679c\u76f4\u63a5\u8fde\u63a5\u5230B\uff0c\u662fOK\u7684\uff0c\u4f46\u5982\u679c\u4e8c\u5ea6\u8fde\u63a5\u81ea\u8eab\u4e5f\u4f5c\u4e3a\u65b0\u7684\u8d77\u70b9\uff0c\u9700\u8981\u66f4\u8c28\u614e\r\n# BFS \u7684\u6838\u5fc3\u662f\u5c42\u7ea7\u904d\u5386\uff0c\u6240\u4ee5\u4e8c\u5ea6\u8fde\u63a5\u7684\u8282\u70b9\u5e94\u8be5\u5728\u4e0b\u4e00\u5c42\u88ab\u8bbf\u95ee\u5230\uff0c\u800c\u4e0d\u662f\u76f4\u63a5\u52a0\u5165\u5f53\u524d\u5c42\r\n\r\n# \u91cd\u65b0\u4fee\u6b63 find_shortest_linkedin_path \u7684\u903b\u8f91\uff0c\u4f7f\u5176\u66f4\u7b26\u5408 BFS \u7684\u5c42\u7ea7\u63a2\u7d22\r\ndef find_shortest_linkedin_path_optimized(graph, user_a, user_b):\r\n    if user_a == user_b:\r\n        return [user_a]\r\n\r\n    # \u961f\u5217\u5b58\u50a8 (\u5f53\u524d\u7528\u6237, \u5f53\u524d\u8def\u5f84)\r\n    queue = deque([(user_a, [user_a])])\r\n    # visited \u96c6\u5408\u5b58\u50a8\u5df2\u8bbf\u95ee\u7684\u7528\u6237\uff0c\u907f\u514d\u5faa\u73af\u548c\u91cd\u590d\u8ba1\u7b97\r\n    visited = {user_a}\r\n\r\n    while queue:\r\n        current_user, path = queue.popleft()\r\n\r\n        # \u68c0\u67e5\u4e00\u6b65\u8fde\u63a5\uff08\u4e00\u5ea6\u8fde\u63a5\uff09\r\n        for next_user_1 in graph.get(current_user, []):\r\n            if next_user_1 == user_b:\r\n                return path + [next_user_1]\r\n            if next_user_1 not in visited:\r\n                visited.add(next_user_1)\r\n                queue.append((next_user_1, path + [next_user_1]))\r\n\r\n            # \u68c0\u67e5\u4e24\u6b65\u8fde\u63a5\uff08\u4e8c\u5ea6\u8fde\u63a5\uff09\r\n            # \u6ce8\u610f\uff1a\u8fd9\u91cc\u6211\u4eec\u662f\u5728\u63a2\u7d22 next_user_1 \u7684\u90bb\u5c45\uff0c\u5373\u4ece current_user \u5230 next_user_1 \u518d\u5230 next_user_2\r\n            for next_user_2 in graph.get(next_user_1, []):\r\n                # \u8def\u5f84\u957f\u5ea6\u4e3a current_user -&gt; next_user_1 -&gt; next_user_2\r\n                if next_user_2 == user_b:\r\n                    return path + [next_user_1, next_user_2]\r\n                # \u6ce8\u610f\uff1a\u4e8c\u5ea6\u8fde\u63a5\u7684\u8282\u70b9\u53ea\u6709\u5728\u5b83\u4eec\u6ca1\u6709\u88ab\u8bbf\u95ee\u8fc7\u4e14\u53ef\u4ee5\u4f5c\u4e3a\u4e0b\u4e00\u5c42\u63a2\u7d22\u7684\u8d77\u70b9\u65f6\u624d\u52a0\u5165\u961f\u5217\r\n                # \u4f46\u6839\u636e\u9898\u610f\uff0c\u8def\u5f84\u4e2d\u7684\u6bcf\u4e00\u6b65\u90fd\u5fc5\u987b\u662f\u4e00\u5ea6\u6216\u4e8c\u5ea6\u8fde\u63a5\uff0c\u8fd9\u6697\u793a\u6211\u4eec\u53ea\u9700\u8981\u68c0\u67e5\u4e00\u6b21\u4e8c\u5ea6\u8fde\u63a5\r\n                # \u5e76\u4e14\u5982\u679c\u4e8c\u5ea6\u8fde\u63a5\u6307\u5411B\uff0c\u90a3\u4e48\u8fd9\u662f\u4e00\u4e2a\u6709\u6548\u7684\u63a8\u8350\u8def\u5f84\r\n                # \u5982\u679c\u4e8c\u5ea6\u8fde\u63a5\u7684\u8282\u70b9\u672c\u8eab\u9700\u8981\u7ee7\u7eed\u63a2\u7d22\uff0c\u90a3\u4e48\u5b83\u4f1a\u4f5c\u4e3a\u4e00\u5ea6\u8fde\u63a5\u7684\u201cnext_user_1\u201d\u5728\u540e\u7eed\u8fed\u4ee3\u4e2d\u88ab\u5904\u7406\r\n\r\n    return None\r\n\r\n# \u518d\u6b21\u793a\u4f8b\u7528\u6cd5\r\npath_optimized = find_shortest_linkedin_path_optimized(linkedin_graph, \"A\", \"B\")\r\nprint(f\"\u4ece A \u5230 B \u7684\u6700\u77ed\u63a8\u8350\u8def\u5f84 (\u4f18\u5316\u7248): {path_optimized}\")\r\n\r\n# \u518d\u6b21\u9a8c\u8bc1\u793a\u4f8b\u56fe\u4e2d\u7684\u8def\u5f84\r\n# A -&gt; C (1\u5ea6)\r\n# C -&gt; G (1\u5ea6)\r\n# G -&gt; E (1\u5ea6)\r\n# E -&gt; B (1\u5ea6)\r\n# \u8def\u5f84\uff1aA -&gt; C -&gt; G -&gt; E -&gt; B (4\u6b65\uff0c\u4f46\u6bcf\u4e00\u6b65\u90fd\u662f1\u5ea6)\r\n\r\n# A -&gt; C (1\u5ea6)\r\n# C \u7684\u4e8c\u5ea6\u8fde\u63a5\uff1a\r\n# C -&gt; G (1\u5ea6)\uff0cG \u7684\u90bb\u5c45\u6709 C, E\r\n# C -&gt; G -&gt; E (2\u5ea6)\r\n# \u5982\u679c B \u662f E\uff0c\u5219\u8def\u5f84\u4e3a A -&gt; C -&gt; G -&gt; E -&gt; B\r\n\r\n# \u8ba9\u6211\u4eec\u91cd\u65b0\u7406\u89e3\u201c\u8def\u5f84\u4e2d\u7684\u6bcf\u4e00\u6b65\u5fc5\u987b\u662f\u4e00\u5ea6\u6216\u4e8c\u5ea6\u8fde\u63a5\u201d\r\n# \u8fd9\u610f\u5473\u7740\u6211\u4eec\u53ef\u4ee5\u4ece\u5f53\u524d\u8282\u70b9\u8d70\u5230\u5176\u4e00\u5ea6\u8fde\u63a5\uff0c\u4e5f\u53ef\u4ee5\u8d70\u5230\u5176\u4e8c\u5ea6\u8fde\u63a5\uff08\u901a\u8fc7\u4e00\u4e2a\u4e2d\u95f4\u8282\u70b9\uff09\u3002\r\n# \u90a3\u4e48 BFS \u7684\u6b65\u957f\u5c31\u4e0d\u662f\u56fa\u5b9a\u76841\u4e86\uff0c\u800c\u662f1\u62162\u3002\r\n# \u6211\u4eec\u53ef\u4ee5\u4fee\u6539 BFS\uff0c\u6bcf\u6b21\u51fa\u961f\u4e00\u4e2a\u8282\u70b9\u65f6\uff0c\u5c1d\u8bd5\u5411\u51761\u8df3\u548c2\u8df3\u7684\u90bb\u5c45\u6269\u5c55\u3002\r\n\r\ndef find_shortest_linkedin_path_final(graph, user_a, user_b):\r\n    if user_a == user_b:\r\n        return [user_a]\r\n\r\n    queue = deque([(user_a, [user_a])])\r\n    # visited \u5b58\u50a8\u7684\u5e94\u8be5\u662f\u7528\u6237\uff0c\u800c\u4e0d\u662f\u8def\u5f84\uff0c\u56e0\u4e3a\u8def\u5f84\u662f\u52a8\u6001\u6784\u5efa\u7684\r\n    # \u4f46\u662f\u4e3a\u4e86\u907f\u514d\u65e0\u9650\u5faa\u73af\uff0c\u6211\u4eec\u9700\u8981\u8bb0\u5f55\u5df2\u8bbf\u95ee\u7684\u7528\u6237\r\n    # \u8fd9\u91cc\u4e3a\u4e86\u8bb0\u5f55\u6700\u77ed\u8def\u5f84\uff0cvisited \u5e94\u8be5\u5b58\u50a8 (user, length) \u6216\u53ea\u5b58\u50a8 user\r\n    # \u5e76\u4e14\u4e00\u65e6\u627e\u5230\u8def\u5f84\uff0c\u5c31\u5e94\u8be5\u505c\u6b62\r\n    visited = {user_a}\r\n\r\n    while queue:\r\n        current_user, path = queue.popleft()\r\n\r\n        # \u5c1d\u8bd5\u4e00\u6b65\u8fde\u63a5\uff08\u4e00\u5ea6\u8fde\u63a5\uff09\r\n        for next_user_1 in graph.get(current_user, []):\r\n            if next_user_1 == user_b:\r\n                return path + [next_user_1]\r\n            if next_user_1 not in visited:\r\n                visited.add(next_user_1)\r\n                queue.append((next_user_1, path + [next_user_1]))\r\n\r\n            # \u5c1d\u8bd5\u4e24\u6b65\u8fde\u63a5\uff08\u4e8c\u5ea6\u8fde\u63a5\uff09\r\n            for next_user_2 in graph.get(next_user_1, []):\r\n                # \u786e\u4fdd next_user_2 \u4e0d\u662f current_user \u672c\u8eab\uff0c\u907f\u514d\u65e0\u6548\u7684\u4e8c\u5ea6\u8fde\u63a5\r\n                if next_user_2 == current_user:\r\n                    continue\r\n\r\n                if next_user_2 == user_b:\r\n                    return path + [next_user_1, next_user_2] # \u6ce8\u610f\u8fd9\u91cc\u8def\u5f84\u4f1a\u5305\u542b\u4e2d\u95f4\u8282\u70b9 next_user_1\r\n\r\n                # \u5982\u679c next_user_2 \u5c1a\u672a\u88ab\u8bbf\u95ee\uff0c\u5e76\u4e14\u8fd9\u662f\u4e00\u4e2a\u6709\u6548\u7684\u65b0\u8282\u70b9\r\n                # \u6211\u4eec\u5c06\u5176\u52a0\u5165\u961f\u5217\uff0c\u4f46\u8981\u6ce8\u610f\uff0c\u5b83\u662f\u5728\u201c\u4e24\u6b65\u201d\u4e4b\u540e\u5230\u8fbe\u7684\r\n                # \u8fd9\u610f\u5473\u7740 path + [next_user_1, next_user_2] \u624d\u662f\u5b8c\u6574\u7684\u8def\u5f84\r\n                # \u8fd9\u91cc\u7684 visited \u673a\u5236\u9700\u8981\u7a0d\u5fae\u8c03\u6574\uff0c\u4ee5\u786e\u4fdd\u6700\u77ed\u8def\u5f84\r\n                # \u4f20\u7edf BFS \u9047\u5230\u5df2\u8bbf\u95ee\u8282\u70b9\u4f1a\u8df3\u8fc7\uff0c\u8fd9\u91cc\u5982\u679c\u901a\u8fc7\u66f4\u957f\u7684\u8def\u5f84\u5230\u8fbe\u5df2\u8bbf\u95ee\u8282\u70b9\uff0c\u4e5f\u5e94\u8be5\u8df3\u8fc7\r\n                if next_user_2 not in visited:\r\n                    # \u5bf9\u4e8e\u4e8c\u5ea6\u8fde\u63a5\uff0c\u6211\u4eec\u5b9e\u9645\u4e0a\u662f\u627e\u5230\u4e86\u4e00\u4e2a\u66f4\u957f\u7684\u8def\u5f84\uff0c\u6240\u4ee5\u5982\u679c\u76ee\u6807\u662f user_b \u5e94\u8be5\u7acb\u5373\u8fd4\u56de\r\n                    # \u5426\u5219\uff0c\u5982\u679c\u5c06 next_user_2 \u52a0\u5165\u961f\u5217\uff0c\u90a3\u4e48\u5b83\u7684\u8def\u5f84\u957f\u5ea6\u662f path \u957f\u5ea6 + 2\r\n                    # \u800c\u5982\u679c next_user_2 \u4e5f\u53ef\u4ee5\u901a\u8fc7\u4e00\u5ea6\u8fde\u63a5\u5230\u8fbe\uff0c\u90a3\u4e48 BFS \u4f1a\u4f18\u5148\u627e\u5230\u4e00\u5ea6\u8fde\u63a5\u7684\u8def\u5f84\r\n                    # \u8fd9\u91cc\u7684\u5173\u952e\u662f\u786e\u4fdd\u6700\u77ed\u8def\u5f84\uff0c\u6240\u4ee5\u53ea\u6709\u5f53 next_user_2 \u672a\u88ab\u8bbf\u95ee\u65f6\u624d\u8003\u8651\r\n                    # \u5e76\u4e14\u9700\u8981\u5c06 next_user_2 \u6807\u8bb0\u4e3a\u5df2\u8bbf\u95ee\r\n                    # \u4f46\u8fd9\u6837\u505a\u53ef\u80fd\u4f1a\u5bfc\u81f4\u975e\u6700\u77ed\u8def\u5f84\uff0c\u56e0\u4e3a\u5982\u679c next_user_2 \u4e4b\u540e\u53ef\u4ee5\u66f4\u77ed\u7684\u8def\u5f84\u5230\u8fbe\r\n                    # \u6240\u4ee5\uff0c\u66f4\u597d\u7684\u505a\u6cd5\u662f\u53ea\u5728\u627e\u5230\u76ee\u6807\u65f6\u624d\u8fd4\u56de\u4e8c\u5ea6\u8def\u5f84\uff0c\u5426\u5219\u53ea\u52a0\u5165\u4e00\u5ea6\u8fde\u63a5\r\n                    pass # \u4e0d\u5728\u8fd9\u91cc\u76f4\u63a5\u52a0\u5165\u4e8c\u5ea6\u8fde\u63a5\u5230\u961f\u5217\uff0c\u800c\u662f\u8ba9\u5b83\u4eec\u5728\u540e\u7eed\u7684BFS\u8fed\u4ee3\u4e2d\u4f5c\u4e3a\u4e00\u5ea6\u8fde\u63a5\u88ab\u5904\u7406\r\n                    # \u6838\u5fc3\u601d\u60f3\u662f\uff1aBFS \u4fdd\u8bc1\u4e86\u5c42\u7ea7\u6700\u77ed\uff0c\u5982\u679c\u67d0\u4e2a\u8282\u70b9\u53ef\u4ee5\u5728\u5f53\u524d\u5c42\u901a\u8fc7\u4e00\u5ea6\u8fde\u63a5\u5230\u8fbe\uff0c\u90a3\u5b83\u5c31\u662f\u6700\u77ed\u7684\u3002\r\n                    # \u5982\u679c\u53ea\u80fd\u901a\u8fc7\u4e8c\u5ea6\u8fde\u63a5\u5230\u8fbe\uff0c\u90a3\u5b83\u5728\u4e0b\u4e00\u5c42\u624d\u4f1a\u88ab\u8003\u8651\u3002\r\n\r\n    return None\r\n\r\n# \u8ba9\u6211\u4eec\u91cd\u65b0\u601d\u8003\u201c\u8def\u5f84\u4e2d\u7684\u6bcf\u4e00\u6b65\u5fc5\u987b\u662f\u4e00\u5ea6\u6216\u4e8c\u5ea6\u8fde\u63a5\u201d\r\n# \u8fd9\u610f\u5473\u7740\u6211\u4eec\u53ef\u4ee5\u4ece A \u5230 B \u7684\u8def\u5f84\u662f A -&gt; X1 -&gt; X2 -&gt; ... -&gt; B\r\n# \u5176\u4e2d\uff0cA \u5230 X1 \u53ef\u4ee5\u662f 1 \u5ea6\u6216 2 \u5ea6\u8fde\u63a5\r\n# X1 \u5230 X2 \u53ef\u4ee5\u662f 1 \u5ea6\u6216 2 \u5ea6\u8fde\u63a5\uff0c\u4ee5\u6b64\u7c7b\u63a8\u3002\r\n# \u8fd9\u5b9e\u9645\u4e0a\u662f\u4e00\u4e2a\u5728\u4fee\u6539\u540e\u7684\u56fe\u4e0a\u5bfb\u627e\u6700\u77ed\u8def\u5f84\u7684\u95ee\u9898\u3002\r\n# \u4fee\u6539\u540e\u7684\u56fe\uff0c\u5982\u679c A \u548c C \u4e4b\u95f4\u6709 1 \u5ea6\u8fde\u63a5\uff0c\u5219\u8fb9\u6743\u91cd\u4e3a 1\u3002\r\n# \u5982\u679c A \u548c D \u4e4b\u95f4\u6709 2 \u5ea6\u8fde\u63a5\uff08\u901a\u8fc7 E\uff09\uff0c\u5219\u8fb9\u6743\u91cd\u4e3a 1\u3002\r\n# \u8fd9\u6837\uff0cBFS \u5c31\u80fd\u6b63\u5e38\u8fd0\u884c\u3002\r\n\r\n# \u66f4\u6e05\u6670\u7684\u89e3\u6cd5\u662f\uff1a\r\n# 1. \u6784\u5efa\u4e00\u4e2a\u65b0\u7684\u56fe\uff0c\u5176\u4e2d\u5982\u679c\u4e24\u4e2a\u7528\u6237\u4e4b\u95f4\u5b58\u57281\u5ea6\u62162\u5ea6\u8fde\u63a5\uff0c\u5219\u5728\u5b83\u4eec\u4e4b\u95f4\u6dfb\u52a0\u4e00\u6761\u8fb9\u3002\r\n# 2. \u5728\u65b0\u56fe\u4e0a\u6267\u884c\u6807\u51c6\u7684 BFS\u3002\r\n\r\n# \u4f46\u9762\u8bd5\u5b98\u671f\u671b\u7684\u662f\u5728\u539f\u56fe\u4e0a\u76f4\u63a5\u89e3\u51b3\uff0c\u6240\u4ee5\u6211\u4eec\u9700\u8981\u5728 BFS \u4e2d\u52a8\u6001\u5904\u7406\u3002\r\n# \u6700\u4f18\u7684 BFS \u5904\u7406\u65b9\u5f0f\u662f\uff1a\u5f53\u4ece current_user \u6269\u5c55\u65f6\uff0c\u6211\u4eec\u53ef\u4ee5\u5230\u8fbe\uff1a\r\n# a) current_user \u7684\u4e00\u5ea6\u8fde\u63a5\r\n# b) current_user \u7684\u4e00\u5ea6\u8fde\u63a5\u7684\u4e00\u5ea6\u8fde\u63a5\uff08\u5373 current_user \u7684\u4e8c\u5ea6\u8fde\u63a5\uff09\r\n\r\n# \u8ba9\u6211\u4eec\u7528\u66f4\u7b80\u6d01\u7684 BFS \u903b\u8f91\u6765\u89e3\u51b3\uff1a\r\n\r\ndef find_shortest_linkedin_path_final_optimized(graph, user_a, user_b):\r\n    if user_a == user_b:\r\n        return [user_a]\r\n\r\n    # \u961f\u5217\u5b58\u50a8 (\u5f53\u524d\u7528\u6237, \u5f53\u524d\u8def\u5f84)\r\n    queue = deque([(user_a, [user_a])])\r\n    # visited \u96c6\u5408\u8bb0\u5f55\u5df2\u8bbf\u95ee\u7684\u7528\u6237\uff0c\u907f\u514d\u91cd\u590d\u63a2\u7d22\u548c\u5faa\u73af\r\n    visited = {user_a}\r\n\r\n    while queue:\r\n        current_user, path = queue.popleft()\r\n\r\n        # \u63a2\u7d22\u4e00\u5ea6\u8fde\u63a5\r\n        for direct_friend in graph.get(current_user, []):\r\n            if direct_friend == user_b:\r\n                return path + [direct_friend]\r\n            if direct_friend not in visited:\r\n                visited.add(direct_friend)\r\n                queue.append((direct_friend, path + [direct_friend]))\r\n\r\n            # \u63a2\u7d22\u4e8c\u5ea6\u8fde\u63a5 (\u901a\u8fc7 direct_friend \u4f5c\u4e3a\u4e2d\u95f4\u4eba)\r\n            for friend_of_friend in graph.get(direct_friend, []):\r\n                # \u786e\u4fdd friend_of_friend \u4e0d\u662f current_user \u672c\u8eab\uff0c\u907f\u514d\u65e0\u6548\u7684\u4e8c\u5ea6\u8fde\u63a5\r\n                if friend_of_friend == current_user:\r\n                    continue\r\n\r\n                if friend_of_friend == user_b:\r\n                    # \u5982\u679c\u627e\u5230\u76ee\u6807\uff0c\u8fd4\u56de\u8def\u5f84\u3002\u8fd9\u91cc\u7684\u8def\u5f84\u4f1a\u5305\u542b\u4e2d\u95f4\u4eba\r\n                    return path + [direct_friend, friend_of_friend]\r\n\r\n                # \u5982\u679c friend_of_friend \u5c1a\u672a\u8bbf\u95ee\uff0c\u4e14\u4e0d\u662f user_b\uff0c\u5219\u5c06\u5176\u4f5c\u4e3a\u65b0\u7684\u63a2\u7d22\u70b9\u52a0\u5165\u961f\u5217\r\n                # \u8fd9\u91cc\u7684\u8def\u5f84\u957f\u5ea6\u662f path.length + 2\uff0c\u6240\u4ee5\u8981\u786e\u4fdd\u5b83\u6bd4\u5df2\u8bbf\u95ee\u7684\u8def\u5f84\u66f4\u77ed\r\n                # \u4f46\u5728 BFS \u4e2d\uff0c\u6211\u4eec\u901a\u5e38\u53ea\u52a0\u5165\u4e00\u5ea6\u8fde\u63a5\uff0c\u8ba9 BFS \u81ea\u52a8\u5904\u7406\u5c42\u7ea7\r\n                # \u8fd9\u91cc\u7684\u5173\u952e\u662f\uff1a\u5982\u679c friend_of_friend \u662f\u4e00\u4e2a\u5168\u65b0\u7684\u3001\u672a\u8bbf\u95ee\u7684\u8282\u70b9\uff0c\u4e14\u6211\u4eec\u5e0c\u671b\u5b83\u6210\u4e3a\u4e0b\u4e00\u8df3\u7684\u8d77\u70b9\r\n                # \u90a3\u4e48\u5b83\u5e94\u8be5\u88ab\u52a0\u5165\u961f\u5217\uff0c\u4f46\u5176\u201c\u6210\u672c\u201d\u662f2\u6b65\u3002\r\n                # \u4f20\u7edf\u7684 BFS \u6bcf\u6b21\u53ea\u8d70\u4e00\u6b65\u3002\u8981\u6ee1\u8db3\u201c\u4e00\u6b65\u6216\u4e24\u6b65\u201d\uff0c\u9700\u8981\u8c03\u6574 BFS \u7684\u6b65\u8fdb\r\n                # \u8fd9\u53ef\u4ee5\u7528\u4e00\u4e2a\u4fee\u6539\u8fc7\u7684\u8ddd\u79bb\u6570\u7ec4\u6216\u5c06 (node, distance) \u653e\u5165\u961f\u5217\u6765\u89e3\u51b3\u3002\r\n\r\n    return None\r\n\r\n# \u6700\u7ec8\u7684\uff0c\u6700\u80fd\u4f53\u73b0\u9762\u8bd5\u610f\u56fe\u7684\u89e3\u6cd5\uff1a\r\n# \u6211\u4eec\u5c06 BFS \u7684\u201c\u6b65\u201d\u5b9a\u4e49\u4e3a\u201c\u4e00\u5ea6\u6216\u4e8c\u5ea6\u8fde\u63a5\u201d\u3002\r\n# \u8fd9\u610f\u5473\u7740\u4ece\u5f53\u524d\u8282\u70b9 X\uff0c\u6211\u4eec\u53ef\u4ee5\u5230\u8fbe X \u7684\u76f4\u63a5\u90bb\u5c45 Y (1\u6b65)\uff0c\u6216\u8005 X \u7684\u76f4\u63a5\u90bb\u5c45 Z \u7684\u76f4\u63a5\u90bb\u5c45 W (2\u6b65)\u3002\r\n# \u8fd9\u91cc\u7684\u201c\u6b65\u201d\u4e0d\u662f\u6307\u8def\u5f84\u4e2d\u7684\u8fb9\u6570\uff0c\u800c\u662f\u6307\u201c\u63a8\u8350\u5173\u7cfb\u201d\u7684\u8df3\u6570\u3002\r\n\r\ndef find_shortest_linkedin_path_correct(graph, user_a, user_b):\r\n    if user_a == user_b:\r\n        return [user_a]\r\n\r\n    # \u961f\u5217\u5b58\u50a8 (\u5f53\u524d\u7528\u6237, \u5f53\u524d\u8def\u5f84)\r\n    queue = deque([(user_a, [user_a])])\r\n    # visited \u96c6\u5408\u5b58\u50a8\u5df2\u8bbf\u95ee\u7684\u7528\u6237\uff0c\u9632\u6b62\u5faa\u73af\u548c\u91cd\u590d\u63a2\u7d22\r\n    # \u8fd9\u91cc\u5b58\u50a8\u7684\u662f\u7528\u6237\uff0c\u56e0\u4e3a\u6211\u4eec\u5173\u5fc3\u7684\u662f\u7528\u6237\u662f\u5426\u88ab\u8bbf\u95ee\u8fc7\uff0c\u800c\u4e0d\u662f\u901a\u8fc7\u54ea\u6761\u8def\u5f84\u8bbf\u95ee\r\n    visited = {user_a}\r\n\r\n    while queue:\r\n        current_user, path = queue.popleft()\r\n\r\n        # 1. \u63a2\u7d22\u4e00\u5ea6\u8fde\u63a5 (\u4e00\u6b65\u63a8\u8350)\r\n        for friend_1 in graph.get(current_user, []):\r\n            if friend_1 == user_b:\r\n                return path + [friend_1]\r\n            if friend_1 not in visited:\r\n                visited.add(friend_1)\r\n                queue.append((friend_1, path + [friend_1]))\r\n\r\n            # 2. \u63a2\u7d22\u4e8c\u5ea6\u8fde\u63a5 (\u901a\u8fc7 friend_1 \u4f5c\u4e3a\u4e2d\u95f4\u4eba\uff0c\u4e24\u6b65\u63a8\u8350)\r\n            for friend_2 in graph.get(friend_1, []):\r\n                # \u907f\u514d friend_2 \u662f current_user \u672c\u8eab\uff08\u5373 C-A-C \u8fd9\u79cd\u65e0\u610f\u4e49\u7684\u4e8c\u5ea6\u8fde\u63a5\uff09\r\n                if friend_2 == current_user:\r\n                    continue\r\n\r\n                if friend_2 == user_b:\r\n                    # \u8fd4\u56de\u7684\u8def\u5f84\u5305\u542b\u4e2d\u95f4\u4eba friend_1\uff0c\u7b26\u5408\u63a8\u8350\u8def\u5f84\u7684\u8bed\u5883\r\n                    return path + [friend_1, friend_2]\r\n\r\n                # \u5982\u679c friend_2 \u662f\u4e00\u4e2a\u65b0\u7684\u3001\u672a\u8bbf\u95ee\u8fc7\u7684\u8282\u70b9\uff0c\u5e76\u4e14\u5b83\u53ef\u4ee5\u901a\u8fc7\u201c\u4e24\u6b65\u201d\u63a8\u8350\u5230\u8fbe\r\n                # \u6211\u4eec\u5c06\u5176\u52a0\u5165\u961f\u5217\uff0c\u4f5c\u4e3a\u4e0b\u4e00\u6b65\u63a2\u7d22\u7684\u8d77\u70b9\u3002\r\n                # \u8fd9\u91cc\u7684\u5173\u952e\u662f\u786e\u4fdd BFS \u80fd\u591f\u6309\u5c42\u7ea7\u627e\u5230\u6700\u77ed\u8def\u5f84\r\n                # \u4e5f\u5c31\u662f\u8bf4\uff0c\u5982\u679c friend_2 \u5df2\u7ecf\u88ab\u66f4\u77ed\u7684\u8def\u5f84\u8bbf\u95ee\u8fc7\uff0c\u5c31\u4e0d\u8981\u518d\u7528\u66f4\u957f\u7684\u8def\u5f84\u8bbf\u95ee\r\n                # \u4f46\u8fd9\u91cc\u662f\u7279\u6b8a\u7684\u201c\u4e00\u6b65\u6216\u4e24\u6b65\u201d\u8df3\u8dc3\uff0c\u6240\u4ee5\u9700\u8981\u66f4\u8c28\u614e\u3002\r\n                # \u6700\u7b80\u5355\u4e14\u7b26\u5408 BFS \u7cbe\u795e\u7684\u505a\u6cd5\u662f\uff1a\u5982\u679c friend_2 \u5c1a\u672a\u88ab\u8bbf\u95ee\uff0c\u5c31\u52a0\u5165\u961f\u5217\u3002\r\n                # BFS \u81ea\u7136\u4f1a\u786e\u4fdd\u6700\u77ed\u3002\r\n                if friend_2 not in visited:\r\n                    visited.add(friend_2)\r\n                    queue.append((friend_2, path + [friend_1, friend_2])) # \u8def\u5f84\u5305\u542b\u4e86\u4e2d\u95f4\u8282\u70b9\r\n\r\n    return None\r\n\r\n# \u518d\u6b21\u793a\u4f8b\u7528\u6cd5\r\nlinkedin_graph_example = {\r\n    \"A\": [\"C\", \"D\"],\r\n    \"B\": [\"E\", \"F\"],\r\n    \"C\": [\"A\", \"G\"],\r\n    \"D\": [\"A\", \"H\"],\r\n    \"E\": [\"B\", \"G\"],\r\n    \"F\": [\"B\"],\r\n    \"G\": [\"C\", \"E\"],\r\n    \"H\": [\"D\"]\r\n}\r\n\r\npath_final_corrected = find_shortest_linkedin_path_correct(linkedin_graph_example, \"A\", \"B\")\r\nprint(f\"\u4ece A \u5230 B \u7684\u6700\u77ed\u63a8\u8350\u8def\u5f84 (\u6700\u7ec8\u4fee\u6b63\u7248): {path_final_corrected}\")\r\n# \u671f\u671b\u8f93\u51fa\uff1a['A', 'D', 'H', 'B'] \u6216\u8005 ['A', 'C', 'G', 'E', 'B']\r\n# \u8ba9\u6211\u4eec\u624b\u52a8\u8ffd\u8e2a A -&gt; B:\r\n# A \u51fa\u53d1\r\n# 1. 1\u5ea6\u8fde\u63a5: C, D\r\n# - C: path=['A', 'C']\r\n# - C \u7684 1\u5ea6\u8fde\u63a5: A, G\r\n# - G: path=['A', 'C', 'G']\r\n# - G \u7684 1\u5ea6\u8fde\u63a5: C, E\r\n# - E: path=['A', 'C', 'G', 'E']\r\n# - E \u7684 1\u5ea6\u8fde\u63a5: B, G\r\n# - B: return ['A', 'C', 'G', 'E', 'B'] (\u8fd9\u662f 4 \u6b65 1\u5ea6\u8fde\u63a5)\r\n# - C \u7684 2\u5ea6\u8fde\u63a5 (\u901a\u8fc7 G):\r\n# - G \u7684 1\u5ea6\u8fde\u63a5\u662f E\u3002\u6240\u4ee5 C \u53ef\u4ee5\u901a\u8fc7 G \u5230 E\u3002\u8def\u5f84 ['A', 'C', 'G', 'E']\r\n# \u5982\u679c E \u662f B\uff0c\u5c31\u8fd4\u56de ['A', 'C', 'G', 'B']\r\n\r\n# \u4fee\u6b63\uff1a\u9898\u76ee\u662f\u201c\u8def\u5f84\u4e2d\u7684\u6bcf\u4e00\u6b65\u5fc5\u987b\u662f\u4e00\u5ea6\u6216\u4e8c\u5ea6\u8fde\u63a5\u201d\uff0c\u8fd9\u610f\u5473\u7740\u6211\u4eec\u4e0d\u662f\u5728\u627e\u6700\u77ed\u76841\u5ea6\u8fb9\u8def\u5f84\uff0c\u800c\u662f\u6700\u77ed\u7684\u201c\u63a8\u8350\u8df3\u6570\u201d\u3002\r\n# \u4e5f\u5c31\u662f\u8bf4\uff0cA-&gt;B \u53ef\u80fd\u662f\u4e00\u6b21\u4e8c\u5ea6\u8fde\u63a5\uff0c\u6bd4\u5982 A-&gt;X-&gt;B\u3002\u90a3\u4e48\u8def\u5f84\u5c31\u662f [A, X, B]\uff0c\u8df3\u6570\u662f1\u3002\r\n# \u8fd9\u5c31\u610f\u5473\u7740\uff0c\u5728 BFS \u4e2d\uff0c\u6211\u4eec\u6bcf\u63a2\u7d22\u4e00\u4e2a\u8282\u70b9\uff0c\u53ef\u4ee5\u5230\u8fbe\u5b83\u7684\u76f4\u63a5\u90bb\u5c45\uff081\u8df3\uff09\uff0c\u4e5f\u53ef\u4ee5\u5230\u8fbe\u5b83\u7684\u4e8c\u5ea6\u90bb\u5c45\uff081\u8df3\uff09\u3002\r\n# \u6240\u4ee5\uff0c\u6211\u4eec BFS \u7684\u961f\u5217\u91cc\u5b58\u50a8\u7684\u5e94\u8be5\u662f (user, current_recommendation_path)\uff0c\u800c\u4e0d\u662f (user, current_edge_path)\u3002\r\n\r\ndef find_shortest_linkedin_path_by_hops(graph, user_a, user_b):\r\n    if user_a == user_b:\r\n        return [user_a]\r\n\r\n    # \u961f\u5217\u5b58\u50a8 (\u5f53\u524d\u7528\u6237, \u63a8\u8350\u8def\u5f84)\r\n    queue = deque([(user_a, [user_a])])\r\n    visited = {user_a} # \u8bb0\u5f55\u5df2\u8bbf\u95ee\u7684\u7528\u6237\r\n\r\n    while queue:\r\n        current_user, current_recommendation_path = queue.popleft()\r\n\r\n        # 1. \u63a2\u7d22\u4e00\u6b65\u63a8\u8350 (\u4e00\u5ea6\u8fde\u63a5)\r\n        for friend_1 in graph.get(current_user, []):\r\n            if friend_1 == user_b:\r\n                return current_recommendation_path + [friend_1]\r\n            if friend_1 not in visited:\r\n                visited.add(friend_1)\r\n                queue.append((friend_1, current_recommendation_path + [friend_1]))\r\n\r\n            # 2. \u63a2\u7d22\u4e24\u6b65\u63a8\u8350 (\u4e8c\u5ea6\u8fde\u63a5\uff0c\u901a\u8fc7 friend_1 \u4f5c\u4e3a\u4e2d\u95f4\u4eba)\r\n            for friend_2 in graph.get(friend_1, []):\r\n                # \u907f\u514d\u65e0\u6548\u7684\u4e8c\u5ea6\u8fde\u63a5 (\u5982 A-C-A)\r\n                if friend_2 == current_user:\r\n                    continue\r\n\r\n                if friend_2 == user_b:\r\n                    # \u5982\u679c\u627e\u5230\u76ee\u6807\uff0c\u8fd4\u56de\u8def\u5f84\u3002\u8def\u5f84\u4e2d\u5305\u542b\u4e2d\u95f4\u4eba\r\n                    return current_recommendation_path + [friend_1, friend_2]\r\n\r\n                # \u5982\u679c friend_2 \u5c1a\u672a\u88ab\u8bbf\u95ee\uff0c\u5c06\u5176\u52a0\u5165\u961f\u5217\r\n                # \u6ce8\u610f\uff0c\u8fd9\u91cc\u6211\u4eec\u662f\u5728 friend_1 \u7684\u5faa\u73af\u91cc\u5904\u7406 friend_2\uff0c\u8fd9\u610f\u5473\u7740 friend_2 \u7684\u201c\u8df3\u6570\u201d\u548c friend_1 \u76f8\u540c\r\n                # \u56e0\u4e3a\u5b83\u4eec\u90fd\u662f\u4ece current_user \u51fa\u53d1\u7684\u4e00\u8df3\u6216\u4e8c\u8df3\r\n                # \u8fd9\u91cc\u7684 visited \u673a\u5236\u9700\u8981\u786e\u4fdd\u6700\u77ed\u8def\u5f84\u3002\r\n                # \u5982\u679c friend_2 \u5df2\u7ecf\u901a\u8fc7\u66f4\u77ed\u7684\u201c\u63a8\u8350\u8df3\u6570\u201d\u88ab\u8bbf\u95ee\uff0c\u5219\u8df3\u8fc7\r\n                if friend_2 not in visited:\r\n                    visited.add(friend_2)\r\n                    # \u5173\u952e\uff1a\u8fd9\u91cc\u7684\u8def\u5f84\u8868\u793a\u4ece user_a \u5230 friend_2 \u7684\u63a8\u8350\u8def\u5f84\r\n                    # \u8def\u5f84\u4e2d\u5305\u542b\u4e2d\u95f4\u4eba friend_1\uff0c\u8fd9\u7b26\u5408\u201c\u63a8\u8350\u8def\u5f84\u201d\u7684\u63cf\u8ff0\r\n                    # \u5982\u679c friend_2 \u662f\u901a\u8fc7\u4e8c\u5ea6\u8fde\u63a5\u5230\u8fbe\u7684\uff0c\u90a3\u4e48\u5b83\u76f8\u5f53\u4e8e\u4ece current_user \u201c\u8df3\u8dc3\u201d\u4e86\u4e00\u6b21\r\n                    queue.append((friend_2, current_recommendation_path + [friend_1, friend_2]))\r\n\r\n    return None\r\n\r\n# \u518d\u6b21\u793a\u4f8b\u7528\u6cd5\r\npath_by_hops = find_shortest_linkedin_path_by_hops(linkedin_graph_example, \"A\", \"B\")\r\nprint(f\"\u4ece A \u5230 B \u7684\u6700\u77ed\u63a8\u8350\u8def\u5f84 (\u6309\u8df3\u6570): {path_by_hops}\")\r\n\r\n# \u8ba9\u6211\u4eec\u624b\u52a8\u63a8\u5bfc A -&gt; B:\r\n# Start: A, Path: [A]\r\n# Queue: [(A, [A])]\r\n# Pop (A, [A])\r\n# 1. 1\u5ea6\u8fde\u63a5: C, D\r\n# - C: path=[A, C]\r\n# - C not in visited, add C to visited, Queue.append((C, [A, C]))\r\n# - 2\u5ea6\u8fde\u63a5 (\u901a\u8fc7 C):\r\n# - C \u7684\u90bb\u5c45: A, G\r\n# - A == current_user, skip\r\n# - G: friend_2=G. G not in visited, add G to visited, Queue.append((G, [A, C, G]))\r\n# - D: path=[A, D]\r\n# - D not in visited, add D to visited, Queue.append((D, [A, D]))\r\n# - 2\u5ea6\u8fde\u63a5 (\u901a\u8fc7 D):\r\n# - D \u7684\u90bb\u5c45: A, H\r\n# - A == current_user, skip\r\n# - H: friend_2=H. H not in visited, add H to visited, Queue.append((H, [A, D, H]))\r\n# Queue: [(C, [A, C]), (D, [A, D]), (G, [A, C, G]), (H, [A, D, H])] (\u987a\u5e8f\u53ef\u80fd\u4e0d\u540c)\r\n\r\n# Pop (C, [A, C])\r\n# 1. 1\u5ea6\u8fde\u63a5: A, G\r\n# - A == current_user, skip\r\n# - G: visited. G already visited, skip\r\n# - 2\u5ea6\u8fde\u63a5 (\u901a\u8fc7 A): (\u4e0d\u4f1a\u53d1\u751f\uff0c\u56e0\u4e3a A \u662f current_user)\r\n# - 2\u5ea6\u8fde\u63a5 (\u901a\u8fc7 G):\r\n# - G \u7684\u90bb\u5c45: C, E\r\n# - C == current_user, skip\r\n# - E: friend_2=E. E not in visited, add E to visited, Queue.append((E, [A, C, G, E]))\r\n\r\n# Pop (D, [A, D])\r\n# 1. 1\u5ea6\u8fde\u63a5: A, H\r\n# - A == current_user, skip\r\n# - H: visited. H already visited, skip\r\n# - 2\u5ea6\u8fde\u63a5 (\u901a\u8fc7 A): (\u4e0d\u4f1a\u53d1\u751f)\r\n# - 2\u5ea6\u8fde\u63a5 (\u901a\u8fc7 H):\r\n# - H \u7684\u90bb\u5c45: D\r\n# - D == current_user, skip\r\n# - \u8fd9\u91cc\u6ca1\u6709 B\uff0c\u6240\u4ee5\u4e0d\u76f4\u63a5\u8fd4\u56de\r\n\r\n# Pop (G, [A, C, G])\r\n# 1. 1\u5ea6\u8fde\u63a5: C, E\r\n# - C: visited. C already visited, skip\r\n# - E: E not in visited, add E to visited, Queue.append((E, [A, C, G, E]))\r\n# - 2\u5ea6\u8fde\u63a5 (\u901a\u8fc7 C):\r\n# - C \u7684\u90bb\u5c45: A, G\r\n# - A == current_user, skip\r\n# - G == current_user, skip\r\n# - 2\u5ea6\u8fde\u63a5 (\u901a\u8fc7 E):\r\n# - E \u7684\u90bb\u5c45: B, G\r\n# - B: friend_2=B. B == user_b. RETURN [A, C, G, E, B]\r\n# \u6b64\u65f6\u53d1\u73b0 B\uff0c\u8fd4\u56de ['A', 'C', 'G', 'E', 'B']\r\n\r\n# \u8fd9\u5c31\u662f\u6211\u4eec\u671f\u671b\u7684\u6700\u77ed\u63a8\u8350\u8def\u5f84\u3002\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d3477a4 elementor-widget elementor-widget-text-editor\" data-id=\"d3477a4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u6839\u636e\u6211\u4eec\u7684\u63d0\u793a\uff0c\u5019\u9009\u4eba\u8fc5\u901f\u6293\u4f4f\u4e86\u95ee\u9898\u7684\u6838\u5fc3\u2014\u2014\u201c\u6bcf\u4e00\u6b65\u5fc5\u987b\u662f\u4e00\u5ea6\u6216\u4e8c\u5ea6\u8fde\u63a5\u201d\u610f\u5473\u7740\u8fd9\u4e0d\u662f\u7b80\u5355\u7684\u6700\u77ed\u8def\u5f84\uff0c\u800c\u662f\u5728\u5b9a\u4e49\u4e86\u65b0\u7684\u201c\u6b65\u957f\u201d\u540e\u7684\u6700\u77ed\u8def\u5f84\u95ee\u9898\u3002\u4ed6\u6e05\u6670\u5730\u9610\u8ff0\u4e86\u5982\u4f55\u901a\u8fc7\u4fee\u6539\u6807\u51c6\u7684\u5e7f\u5ea6\u4f18\u5148\u641c\u7d22\uff08BFS\uff09\u7b97\u6cd5\u6765\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\uff1a\u5728 BFS \u904d\u5386\u8fc7\u7a0b\u4e2d\uff0c\u6bcf\u5f53\u4ece\u961f\u5217\u4e2d\u53d6\u51fa\u4e00\u4e2a\u7528\u6237\u65f6\uff0c\u4e0d\u4ec5\u8981\u63a2\u7d22\u5176\u76f4\u63a5\u8fde\u63a5\u7684\u7528\u6237\uff08\u4e00\u5ea6\u8fde\u63a5\uff09\uff0c\u8fd8\u8981\u63a2\u7d22\u5176\u76f4\u63a5\u8fde\u63a5\u7684\u7528\u6237\u7684\u76f4\u63a5\u8fde\u63a5\u7528\u6237\uff08\u4e8c\u5ea6\u8fde\u63a5\uff09\uff0c\u5e76\u5c06\u8fd9\u4e9b\u65b0\u53d1\u73b0\u4e14\u672a\u8bbf\u95ee\u8fc7\u7684\u7528\u6237\u52a0\u5165\u961f\u5217\u3002\u4ed6\u5f3a\u8c03\u4e86 visited \u96c6\u5408\u5728\u907f\u514d\u91cd\u590d\u63a2\u7d22\u548c\u786e\u4fdd\u627e\u5230\u6700\u77ed\u8def\u5f84\u4e2d\u7684\u5173\u952e\u4f5c\u7528\uff0c\u5e76\u6f14\u793a\u4e86\u5982\u4f55\u52a8\u6001\u6784\u5efa\u5305\u542b\u4e2d\u95f4\u8282\u70b9\u7684\u63a8\u8350\u8def\u5f84\u3002<\/p><p>\u5019\u9009\u4eba\u8fdb\u4e00\u6b65\u89e3\u91ca\u8bf4\uff0c\u8fd9\u79cd\u65b9\u6cd5\u5de7\u5999\u5730\u5c06\u201c\u4e00\u5ea6\u6216\u4e8c\u5ea6\u8fde\u63a5\u201d\u7684\u7ea6\u675f\u878d\u5165\u5230 BFS \u7684\u6bcf\u4e00\u6b65\u63a2\u7d22\u4e2d\uff0c\u4fdd\u8bc1\u4e86\u627e\u5230\u7684\u8def\u5f84\u662f\u6700\u77ed\u7684\u201c\u63a8\u8350\u8df3\u6570\u201d\u8def\u5f84\u3002\u9762\u8bd5\u5b98\u5bf9\u6b64\u8868\u793a\u9ad8\u5ea6\u8ba4\u53ef\uff0c\u5e76\u8d5e\u8d4f\u5019\u9009\u4eba\u80fd\u591f\u5c06\u62bd\u8c61\u7684\u56fe\u8bba\u7b97\u6cd5\u4e0e\u9886\u82f1\u7684\u5b9e\u9645\u4e1a\u52a1\u573a\u666f\u7d27\u5bc6\u7ed3\u5408\u7684\u601d\u7ef4\u80fd\u529b\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-15ac828e e-flex e-con-boxed e-con e-parent\" data-id=\"15ac828e\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-6ad753d9 e-con-full e-flex e-con e-child\" data-id=\"6ad753d9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5daa14a5 elementor-widget elementor-widget-heading\" data-id=\"5daa14a5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u5317\u7f8e\u5927\u5382OA\u9762\u7ecf<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-35c908b3 e-con-full e-flex e-con e-child\" data-id=\"35c908b3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-27338c40 elementor-widget elementor-widget-heading\" data-id=\"27338c40\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/csoasupport.com\/zh_tw\/amazon-interview\/\">1.\u4e9a\u9a6c\u900aVO\u771f\u9898\u4e0e\u9762\u7ecf<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-30bd2ce9 elementor-widget elementor-widget-heading\" data-id=\"30bd2ce9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/csoasupport.com\/zh_tw\/google-interview\/\">2.\u8c37\u6b4cVO\u771f\u9898\u4e0e\u9762\u7ecf<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-64b965c4 elementor-widget elementor-widget-heading\" data-id=\"64b965c4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/csoasupport.com\/zh_tw\/meta-interview\/\">3.\u8138\u4e66VO\u771f\u9898\u4e0e\u9762\u7ecf<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-43959ccf elementor-widget elementor-widget-heading\" data-id=\"43959ccf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/csoasupport.com\/zh_tw\/microsoft-interview\/\">4.\u5fae\u8f6fVO\u771f\u9898\u4e0e\u9762\u7ecf<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7509352f elementor-widget elementor-widget-heading\" data-id=\"7509352f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/csoasupport.com\/zh_tw\/netflix-interview\/\">5.\u5948\u98deVO\u771f\u9898\u4e0e\u9762\u7ecf<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1981ecf elementor-widget elementor-widget-heading\" data-id=\"1981ecf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/csoasupport.com\/zh_tw\/twitter-interview\/\">6.\u63a8\u7279VO\u771f\u9898\u4e0e\u9762\u7ecf<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f021d13 elementor-widget elementor-widget-heading\" data-id=\"f021d13\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/csoasupport.com\/zh_tw\/tesla-interview\/\">7.\u7279\u65af\u62c9VO\u771f\u9898\u4e0e\u9762\u7ecf<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6fde6945 elementor-widget elementor-widget-heading\" data-id=\"6fde6945\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/csoasupport.com\/zh_tw\/tiktok-interview\/\">8.\u5b57\u8282\u8df3\u52a8VO\u771f\u9898\u4e0e\u9762\u7ecf<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6e60c868 elementor-widget elementor-widget-heading\" data-id=\"6e60c868\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/csoasupport.com\/zh_tw\/oracle-interview\/\">9.\u7532\u9aa8\u6587VO\u771f\u9898\u4e0e\u9762\u7ecf<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5e53c84 elementor-widget elementor-widget-heading\" data-id=\"5e53c84\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/csoasupport.com\/zh_tw\/apple-interview\/\">10.\u82f9\u679cVO\u771f\u9898\u4e0e\u9762\u7ecf<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-763401d2 elementor-widget elementor-widget-heading\" data-id=\"763401d2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/csoasupport.com\/zh_tw\/nvidia-interview\/\">11.\u82f1\u4f1f\u8fbeVO\u771f\u9898\u4e0e\u9762\u7ecf<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4bfc6b5 elementor-widget elementor-widget-heading\" data-id=\"4bfc6b5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/csoasupport.com\/zh_tw\/stripe-interview\/\">12.Stripe VO\u771f\u9898\u4e0e\u9762\u7ecf<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>\u9886\u82f1\u9762\u8bd5\u653b\u7565\uff1a\u771f\u9898\u89e3\u7b54\u4e0eOA\u9762\u7ecf Lin [\u2026]<\/p>","protected":false},"author":1,"featured_media":2084,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_seopress_robots_primary_cat":"none","_seopress_titles_title":"\u9886\u82f1\u9762\u8bd5\u6d41\u7a0b | \u9762\u8bd5\u771f\u9898 | Linkedin OA\u9762\u7ecf | SDE\u9762\u8bd5 | VO\u8f85\u52a9","_seopress_titles_desc":"\u5feb\u901f\u4e86\u89e3\u6700\u65b0\u7684\u9886\u82f1\u9762\u7ecf\u3001\u6d41\u7a0b\u3001\u771f\u9898\u7b49\u4e00\u5e94\u4ff1\u5168\u7684\u4fe1\u606f\u6c47\u603b\uff0c\u52a9\u4f60\u5feb\u901f\u4e86\u89e3\u548c\u638c\u63e1Linkedin\u9762\u8bd5\u6240\u9700\u7684\u77e5\u8bc6\u548c\u6280\u80fd\uff0c\u627eCSOAsupport - 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