{"id":62944,"date":"2026-01-20T23:50:09","date_gmt":"2026-01-20T15:50:09","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/62944.html"},"modified":"2026-01-20T23:50:09","modified_gmt":"2026-01-20T15:50:09","slug":"%e4%bb%8e%e6%b5%8b%e8%af%95%e5%b0%8f%e7%99%bd%e5%88%b0ai%e6%b5%8b%e8%af%95%e4%b8%93%e5%ae%b6%e7%9a%84%e4%b8%89%e7%bb%b4%e8%bf%9b%e9%98%b6%e4%bd%93%e7%b3%bb","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/62944.html","title":{"rendered":"\u4ece\u6d4b\u8bd5\u5c0f\u767d\u5230AI\u6d4b\u8bd5\u4e13\u5bb6\u7684\u4e09\u7ef4\u8fdb\u9636\u4f53\u7cfb"},"content":{"rendered":"<p>\u7b2c\u4e00\u7ae0 \u57fa\u7840\u7b51\u57fa\u671f&#xff1a;\u6d4b\u8bd5\u6838\u5fc3\u80fd\u529b\u56fe\u8c31&#xff08;0-12\u4e2a\u6708&#xff09;<\/p>\n<p>1.1 \u6d4b\u8bd5\u7406\u8bba\u4e09\u7ef4\u6a21\u578b<\/p>\n<ul>\n<li>\n<p>\u4f20\u7edf\u6d4b\u8bd5\u91d1\u5b57\u5854\u91cd\u6784&#xff1a;\u5355\u5143\u6d4b\u8bd5&#xff08;\u8986\u76d6\u7387\u226580%&#xff09;\u3001\u96c6\u6210\u6d4b\u8bd5&#xff08;API\u5951\u7ea6\u6d4b\u8bd5&#xff09;\u3001UI\u6d4b\u8bd5&#xff08;POM\u8bbe\u8ba1\u6a21\u5f0f&#xff09;<\/p>\n<\/li>\n<li>\n<p>\u8d28\u91cf\u4fdd\u969c\u65b0\u8303\u5f0f&#xff1a;\u5de6\u79fb\u6d4b\u8bd5&#xff08;\u9700\u6c42\u8bc4\u5ba1\u4ecb\u5165&#xff09;&#043;\u53f3\u79fb\u6d4b\u8bd5&#xff08;\u751f\u4ea7\u73af\u5883\u76d1\u63a7&#xff09;<\/p>\n<\/li>\n<li>\n<p>\u6848\u4f8b&#xff1a;\u67d0\u91d1\u878d\u7cfb\u7edf\u901a\u8fc7\u6df7\u6c8c\u5de5\u7a0b\u53d1\u73b032%\u7684\u7ebf\u4e0a\u7f3a\u9677<\/p>\n<\/li>\n<\/ul>\n<p>1.2 \u6280\u672f\u6808\u80fd\u529b\u77e9\u9635<\/p>\n<p>| \u80fd\u529b\u57df | \u5fc5\u5907\u5de5\u5177\u94fe | \u5b9e\u6218\u6307\u6807 |<br \/>\n|&#8212;&#8212;&#8212;&#8212;&#8211;|&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;|&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;|<br \/>\n| \u4ee3\u7801\u80fd\u529b | Python\/Java &#043; Pytest\/JUnit | \u72ec\u7acb\u7f16\u5199\u81ea\u52a8\u5316\u6d4b\u8bd5\u811a\u672c |<br \/>\n| \u63a5\u53e3\u6d4b\u8bd5 | Postman&#043;Swagger&#043;JMeter | \u6784\u5efaAPI\u81ea\u52a8\u5316\u6d41\u6c34\u7ebf |<br \/>\n| \u6301\u7eed\u96c6\u6210 | Jenkins&#043;GitLab CI | \u642d\u5efa\u6bcf\u65e5\u6784\u5efa\u90e8\u7f72\u7ba1\u9053 |<br \/>\n| \u6570\u636e\u5e93\u9a8c\u8bc1 | SQL&#043;Redis\u67e5\u8be2\u4f18\u5316 | \u590d\u6742\u4e1a\u52a1\u6570\u636e\u6821\u9a8c | <\/p>\n<p>1.3 \u8ba4\u77e5\u7a81\u7834\u70b9<\/p>\n<ul>\n<li>\n<p>\u5efa\u7acb\u8d28\u91cf\u5ea6\u91cf\u4f53\u7cfb&#xff1a;\u7f3a\u9677\u5bc6\u5ea6&lt;0.5\/\u5343\u884c\u4ee3\u7801&#xff0c;\u81ea\u52a8\u5316\u8986\u76d6\u7387&gt;60%<\/p>\n<\/li>\n<li>\n<p>\u5b66\u4e60\u8def\u5f84\u5efa\u8bae&#xff1a;ISTQB\u57fa\u7840\u8ba4\u8bc1\u2192\u817e\u8bafTMQ\u6d4b\u8bd5\u5f00\u53d1\u8bfe\u7a0b<\/p>\n<\/li>\n<\/ul>\n<p>\u7b2c\u4e8c\u7ae0 \u667a\u80fd\u8fdb\u9636\u671f&#xff1a;AI\u6d4b\u8bd5\u80fd\u529b\u7194\u7089&#xff08;12-24\u4e2a\u6708&#xff09;<\/p>\n<p>2.1 \u673a\u5668\u5b66\u4e60\u6d4b\u8bd5\u56db\u7ef4\u7a7a\u95f4<\/p>\n<p>1. \u6570\u636e\u8d28\u91cf\u5b88\u62a4<br \/>\n&#8211; \u7279\u5f81\u6f02\u79fb\u68c0\u6d4b&#xff08;Evidently\u5e93&#xff09;<br \/>\n&#8211; \u6570\u636e\u5207\u7247\u9a8c\u8bc1&#xff08;DeepChecks\u6846\u67b6&#xff09;<\/p>\n<p>2. \u6a21\u578b\u9a8c\u8bc1\u6846\u67b6<br \/>\n&#8211; \u516c\u5e73\u6027\u5ba1\u8ba1&#xff08;AIF360\u5de5\u5177\u5305&#xff09;<br \/>\n&#8211; \u5bf9\u6297\u6837\u672c\u6d4b\u8bd5&#xff08;FoolBox\u653b\u9632&#xff09;<\/p>\n<p>3. \u6027\u80fd\u538b\u6d4b\u65b0\u7ef4\u5ea6<br \/>\n&#8211; \u63a8\u7406\u5ef6\u8fdf&lt;100ms&#xff08;TensorRT\u4f18\u5316&#xff09;<br \/>\n&#8211; \u8d44\u6e90\u6d88\u8017\u76d1\u63a7&#xff08;Prometheus&#043;GPU\u5229\u7528\u7387&#xff09;<\/p>\n<p>4. \u53ef\u89e3\u91ca\u6027\u9a8c\u8bc1<br \/>\n&#8211; LIME\/SHAP\u89e3\u91ca\u4e00\u81f4\u6027<br \/>\n&#8211; \u51b3\u7b56\u8fb9\u754c\u53ef\u89c6\u5316\u5206\u6790 <\/p>\n<p>2.2 \u5178\u578bAI\u6d4b\u8bd5\u573a\u666f\u5b9e\u6218<\/p>\n<ul>\n<li>\n<p>\u667a\u80fd\u63a8\u8350\u7cfb\u7edf&#xff1a;A\/B\u6d4b\u8bd5\u6846\u67b6&#xff08;Apache Druid&#xff09;<\/p>\n<\/li>\n<li>\n<p>\u8ba1\u7b97\u673a\u89c6\u89c9&#xff1a;\u5bf9\u6297\u6837\u672c\u751f\u6210&#xff08;CleverHans&#xff09;<\/p>\n<\/li>\n<li>\n<p>NLP\u5e94\u7528&#xff1a;\u610f\u56fe\u8bc6\u522b\u9c81\u68d2\u6027\u6d4b\u8bd5&#xff08;TextAttack&#xff09;<\/p>\n<\/li>\n<\/ul>\n<p>\u7b2c\u4e09\u7ae0 \u4e13\u5bb6\u5851\u9020\u671f&#xff1a;\u6d4b\u8bd5\u67b6\u6784\u5e08\u89c6\u91ce&#xff08;24&#043;\u4e2a\u6708&#xff09;<\/p>\n<p>3.1 \u667a\u80fd\u6d4b\u8bd5\u5e73\u53f0\u67b6\u6784\u8bbe\u8ba1<\/p>\n<p>graph LR<br \/>\nA[\u6570\u636e\u5de5\u5382] &#8211;&gt; B[\u7279\u5f81\u9a8c\u8bc1\u5c42]<br \/>\nB &#8211;&gt; C[\u6a21\u578b\u6c99\u7bb1]<br \/>\nC &#8211;&gt; D[\u81ea\u52a8\u5316\u8bc4\u4f30\u4e2d\u5fc3]<br \/>\nD &#8211;&gt; E[\u51b3\u7b56\u53ef\u89c6\u5316]<br \/>\nE &#8211;&gt; F[\u6301\u7eed\u53cd\u9988\u73af] <\/p>\n<p>3.2 \u524d\u6cbf\u6280\u672f\u878d\u5408\u5b9e\u8df5<\/p>\n<ul>\n<li>\n<p>\u5927\u8bed\u8a00\u6a21\u578b\u6d4b\u8bd5&#xff1a;\u63d0\u793a\u8bcd\u5bf9\u6297\u6d4b\u8bd5&#xff08;PromptInject\u6846\u67b6&#xff09;<\/p>\n<\/li>\n<li>\n<p>\u8054\u90a6\u5b66\u4e60\u9a8c\u8bc1&#xff1a;\u5dee\u5206\u9690\u79c1\u5408\u89c4\u68c0\u6d4b&#xff08;TensorFlow Privacy&#xff09;<\/p>\n<\/li>\n<li>\n<p>\u81ea\u52a8\u9a7e\u9a76\u6d4b\u8bd5&#xff1a;\u573a\u666f\u5e93\u6784\u5efa&#xff08;CARLA\u4eff\u771f\u5e73\u53f0&#xff09;<\/p>\n<\/li>\n<\/ul>\n<p>3.3 \u8d28\u91cf\u9886\u5bfc\u529b\u6a21\u578b<\/p>\n<ul>\n<li>\n<p>\u6280\u672f\u96f7\u8fbe\u6784\u5efa&#xff1a;\u5b9a\u671f\u8f93\u51faAI\u6d4b\u8bd5\u6280\u672f\u8bc4\u4f30\u62a5\u544a<\/p>\n<\/li>\n<li>\n<p>\u8d28\u91cf\u6210\u672c\u4f18\u5316&#xff1a;\u901a\u8fc7\u667a\u80fd\u6d4b\u8bd5\u964d\u4f4e30%\u56de\u5f52\u6210\u672c<\/p>\n<\/li>\n<li>\n<p>\u793e\u533a\u5f71\u54cd\u529b&#xff1a;\u8d21\u732e\u5f00\u6e90\u9879\u76ee&#xff08;\u5982MLflow\u6d4b\u8bd5\u6a21\u5757&#xff09;<\/p>\n<\/li>\n<\/ul>\n<hr \/>\n<p>\u7b2c\u56db\u7ae0 \u53ef\u6301\u7eed\u6210\u957f\u4f53\u7cfb<\/p>\n<p>4.1 \u52a8\u6001\u5b66\u4e60\u77e9\u9635<\/p>\n<table>\n<tbody>\n<tr>\n<p>\u7ef4\u5ea6<\/p>\n<p>\u63a8\u8350\u8d44\u6e90<\/p>\n<p>\u5b9e\u8df5\u76ee\u6807<\/p>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5b66\u672f\u524d\u6cbf<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>NeurIPS\/ICML\u6d4b\u8bd5\u76f8\u5173\u8bba\u6587<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5b63\u5ea6\u6280\u672f\u9884\u89c1\u62a5\u544a<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5de5\u7a0b\u5b9e\u8df5<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>GoogleAI\u6d4b\u8bd5\u6846\u67b6&#043;OpenMMLab<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u590d\u73b0\u524d\u6cbf\u6d4b\u8bd5\u65b9\u6848<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u793e\u533a\u53c2\u4e0e<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>AITestConference&#043;\u5f00\u6e90\u9879\u76ee\u8d21\u732e<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5e74\u5ea6\u6280\u672f\u5206\u4eab\u8f93\u51fa<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>4.2 \u804c\u4e1a\u53d1\u5c55\u901a\u9053<\/p>\n<p>\u521d\u7ea7\u6d4b\u8bd5 \u2192 \u81ea\u52a8\u5316\u5de5\u7a0b\u5e08 \u2192 AI\u6d4b\u8bd5\u5f00\u53d1 \u2192<br \/>\n\u2460 \u6280\u672f\u4e13\u5bb6\u8def\u7ebf&#xff1a;\u9996\u5e2d\u6d4b\u8bd5\u67b6\u6784\u5e08<br \/>\n\u2461 \u7ba1\u7406\u8def\u7ebf&#xff1a;\u667a\u80fd\u8d28\u91cf\u603b\u76d1<br \/>\n\u2462 \u8de8\u754c\u8def\u7ebf&#xff1a;AI\u4ea7\u54c1\u53ef\u9760\u6027\u5de5\u7a0b\u5e08 <\/p>\n<h2>\u7cbe\u9009\u6587\u7ae0<\/h2>\n<p>\u6d4b\u8bd5\u9886\u57df\u7684\u201c\u4e91\u539f\u751f\u201d\u8fdb\u5316&#xff1a;Serverless Testing<\/p>\n<p>\u5f53\u6d4b\u8bd5\u5458\u62e5\u6709\u201c\u4e00\u65e5\u4e13\u5bb6\u201c\u8d85\u80fd\u529b&#xff1a;24\u5c0f\u65f6\u5168\u94fe\u8def\u8d28\u91cf\u63d0\u5347\u884c\u52a8\u65b9\u6848<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7b2c\u4e00\u7ae0 \u57fa\u7840\u7b51\u57fa\u671f&#xff1a;\u6d4b\u8bd5\u6838\u5fc3\u80fd\u529b\u56fe\u8c31&#xff08;0-12\u4e2a\u6708&#xff09;<br \/>\n1.1 \u6d4b\u8bd5\u7406\u8bba\u4e09\u7ef4\u6a21\u578b \u4f20\u7edf\u6d4b\u8bd5\u91d1\u5b57\u5854\u91cd\u6784&#xff1a;\u5355\u5143\u6d4b\u8bd5&#xff08;\u8986\u76d6\u7387\u226580%&#xff09;\u3001\u96c6\u6210\u6d4b\u8bd5&#xff08;API\u5951\u7ea6\u6d4b\u8bd5&#xff09;\u3001UI\u6d4b\u8bd5&#xff08;POM\u8bbe\u8ba1\u6a21\u5f0f&#xff09; 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