{"id":3211,"date":"2026-01-26T20:33:48","date_gmt":"2026-01-26T20:33:48","guid":{"rendered":"https:\/\/umaax.com\/aimianshizhongzuichangbeiwendewentiyouneixieyiwenkandong\/"},"modified":"2026-01-26T20:33:48","modified_gmt":"2026-01-26T20:33:48","slug":"aimianshizhongzuichangbeiwendewentiyouneixieyiwenkandong","status":"publish","type":"post","link":"https:\/\/umaax.com\/en\/aimianshizhongzuichangbeiwendewentiyouneixieyiwenkandong\/","title":{"rendered":"AI\u9762\u8bd5\u4e2d\u6700\u5e38\u88ab\u95ee\u7684\u95ee\u9898\u6709\u54ea\u4e9b\uff1f\u4e00\u6587\u770b\u61c2"},"content":{"rendered":"<p>\u968f\u7740\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u6280\u672f\u5728\u5404\u884c\u5404\u4e1a\u7684\u6e17\u900f\uff0cAI\u76f8\u5173\u5c97\u4f4d\u7684\u4eba\u624d\u9700\u6c42\u6301\u7eed\u9ad8\u6da8\u30022025\u5e74\uff0cAI\u9886\u57df\u7684\u62db\u8058\u5e02\u573a\u5df2\u76f8\u5f53\u6210\u719f\uff0c\u9762\u8bd5\u6d41\u7a0b\u4e5f\u65e5\u8d8b\u6807\u51c6\u5316\u548c\u4e13\u4e1a\u5316\u3002\u5bf9\u4e8e\u5e0c\u671b\u8fdb\u5165\u6216\u5728\u8be5\u9886\u57df\u53d1\u5c55\u7684\u666e\u901a\u7528\u6237\u800c\u8a00\uff0c\u4e86\u89e3AI\u9762\u8bd5\u7684\u6838\u5fc3\u903b\u8f91\u3001\u5e38\u89c1\u95ee\u9898\u7c7b\u578b\u4ee5\u53ca\u6709\u6548\u7684\u5e94\u5bf9\u7b56\u7565\u81f3\u5173\u91cd\u8981\u3002\u672c\u6587\u7cfb\u7edf\u6027\u5730\u68b3\u7406AI\u9762\u8bd5\u4e2d\u6700\u5e38\u88ab\u95ee\u5230\u7684\u95ee\u9898\uff0c\u7ed3\u5408\u5f53\u524d\uff082025\u5e74\uff09\u7684\u6280\u672f\u8d8b\u52bf\uff0c\u63d0\u4f9b\u5168\u9762\u3001\u53ef\u6267\u884c\u7684\u5e94\u5bf9\u4e0e\u51c6\u5907\u6307\u5357\uff0c\u5e2e\u52a9\u6c42\u804c\u8005\u5728\u6fc0\u70c8\u7684\u7ade\u4e89\u4e2d\u8131\u9896\u800c\u51fa\u3002<\/p>\n<p> <img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-60514 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/08\/ai-interview-questions-2.png\"  alt=\"\" width=\"705\" height=\"472\" \/> <\/p>\n<h2><strong>AI\u9762\u8bd5\u95ee\u9898\u7684\u6838\u5fc3\u5206\u7c7b\u4e0e\u8003\u5bdf\u8981\u70b9<\/strong><\/h2>\n<p>AI\u9762\u8bd5\u5168\u9762\u8bc4\u4f30\u5019\u9009\u4eba\u7684\u7efc\u5408\u80fd\u529b\uff0c\u95ee\u9898\u53ef\u4ee5\u5f52\u4e3a\u56db\u5927\u7c7b\u3002\u7406\u89e3\u8fd9\u4e9b\u5206\u7c7b\u6709\u52a9\u4e8e\u6c42\u804c\u8005\u4ece\u5b8f\u89c2\u4e0a\u628a\u63e1\u9762\u8bd5\u5b98\u7684\u8003\u5bdf\u610f\u56fe \u3002<\/p>\n<h3><strong>\u6280\u672f\u4e0e\u77e5\u8bc6\u6027\u95ee\u9898 (Technical &#038; Knowledge-based Questions)<\/strong><\/h3>\n<p>\u8fd9\u7c7b\u95ee\u9898\u662fAI\u9762\u8bd5\u7684\u57fa\u77f3\uff0c\u4e3b\u8981\u8003\u5bdf\u5019\u9009\u4eba\u5bf9AI\u57fa\u7840\u7406\u8bba\u3001\u6838\u5fc3\u7b97\u6cd5\u548c\u76f8\u5173\u5de5\u5177\u7684\u638c\u63e1\u7a0b\u5ea6\u00a0\u3002\u9762\u8bd5\u5b98\u5e0c\u671b\u901a\u8fc7\u8fd9\u4e9b\u95ee\u9898\u786e\u8ba4\u4f60\u7684\u6280\u672f\u529f\u5e95\u662f\u5426\u624e\u5b9e\u3002<\/p>\n<h4><strong>\u5e38\u89c1\u95ee\u9898\u793a\u4f8b\uff1a<\/strong><\/h4>\n<ul>\n<li>\u201c\u8bf7\u89e3\u91ca\u4e00\u4e0b\u4ec0\u4e48\u662f\u673a\u5668\u5b66\u4e60\uff1f\u5b83\u548c\u4f20\u7edf\u7f16\u7a0b\u6709\u4ec0\u4e48\u533a\u522b\uff1f\u201d<\/li>\n<li>\u201c\u8bf7\u63cf\u8ff0\u68af\u5ea6\u4e0b\u964d\uff08Gradient Descent\uff09\u7684\u5de5\u4f5c\u539f\u7406\u3002\u201d<\/li>\n<li>\u201c\u4ec0\u4e48\u662f\u8fc7\u62df\u5408\uff08Overfitting\uff09\u548c\u6b20\u62df\u5408\uff08Underfitting\uff09\uff1f\u6709\u54ea\u4e9b\u65b9\u6cd5\u53ef\u4ee5\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff1f\u201d<\/li>\n<li>\u201c\u8bf7\u89e3\u91ca\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u548c\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u7684\u6838\u5fc3\u601d\u60f3\u53ca\u5176\u9002\u7528\u573a\u666f\u3002\u201d<\/li>\n<li>\u201c\u4f60\u5e38\u7528\u7684\u6a21\u578b\u8bc4\u4f30\u6307\u6807\u6709\u54ea\u4e9b\uff08\u5982\u51c6\u786e\u7387\u3001\u7cbe\u786e\u7387\u3001\u53ec\u56de\u7387\u3001F1\u5206\u6570\u3001AUC-ROC\uff09\uff1f\u5b83\u4eec\u5404\u81ea\u7684\u4f18\u7f3a\u70b9\u662f\u4ec0\u4e48\uff1f\u201d<\/li>\n<li>\u201c\u8bf7\u89e3\u91ca\u4e00\u4e0bL1\u548cL2\u6b63\u5219\u5316\u7684\u533a\u522b\u548c\u4f5c\u7528\u3002\u201d<\/li>\n<\/ul>\n<h4><strong>\u5e94\u5bf9\u7b56\u7565\u4e0e\u8003\u5bdf\u8981\u70b9\uff1a<\/strong><\/h4>\n<ul>\n<li><strong>\u6df1\u5ea6\u7406\u89e3\u800c\u975e\u6b7b\u8bb0\u786c\u80cc\uff1a<\/strong>\u00a0\u4e0d\u4ec5\u8981\u80fd\u8bf4\u51fa\u5b9a\u4e49\uff0c\u66f4\u8981\u80fd\u89e3\u91ca\u5176\u80cc\u540e\u7684\u6570\u5b66\u539f\u7406\u3001\u5e94\u7528\u573a\u666f\u548c\u5c40\u9650\u6027\u00a0\u3002\u4f8b\u5982\uff0c\u89e3\u91ca\u6b63\u5219\u5316\u65f6\uff0c\u6700\u597d\u80fd\u4ece\u6570\u5b66\u4e0a\u8bf4\u660e\u5b83\u662f\u5982\u4f55\u60e9\u7f5a\u590d\u6742\u6a21\u578b\u7684\u3002<\/li>\n<li><strong>\u5efa\u7acb\u77e5\u8bc6\u4f53\u7cfb\uff1a<\/strong>\u00a0\u5c06\u96f6\u6563\u7684\u77e5\u8bc6\u70b9\uff08\u5982\u4e0d\u540c\u7b97\u6cd5\u3001\u6fc0\u6d3b\u51fd\u6570\u3001\u635f\u5931\u51fd\u6570\uff09\u7cfb\u7edf\u5730\u4e32\u8054\u8d77\u6765\uff0c\u5f62\u6210\u81ea\u5df1\u7684\u77e5\u8bc6\u6846\u67b6\u3002<\/li>\n<li><strong>\u4fdd\u6301\u77e5\u8bc6\u66f4\u65b0\uff1a<\/strong>\u00a0AI\u9886\u57df\u6280\u672f\u8fed\u4ee3\u8fc5\u901f\uff0c\u9700\u8981\u5bf9\u6700\u65b0\u7684\u7814\u7a76\u548c\u6280\u672f\u4fdd\u6301\u5173\u6ce8\u00a0\u3002<\/li>\n<\/ul>\n<h3><strong>\u884c\u4e3a\u4e0e\u60c5\u5883\u6027\u95ee\u9898 (Behavioral &#038; Situational Questions)<\/strong><\/h3>\n<p>\u8fd9\u7c7b\u95ee\u9898\u7528\u4e8e\u8bc4\u4f30\u5019\u9009\u4eba\u7684\u8f6f\u6280\u80fd\uff0c\u5982\u89e3\u51b3\u95ee\u9898\u7684\u80fd\u529b\u3001\u56e2\u961f\u534f\u4f5c\u3001\u6c9f\u901a\u6280\u5de7\u3001\u9886\u5bfc\u529b\u4ee5\u53ca\u5728\u538b\u529b\u4e0b\u7684\u8868\u73b0\u00a0\u3002\u9762\u8bd5\u5b98\u76f8\u4fe1\u201c\u8fc7\u53bb\u7684\u8868\u73b0\u662f\u672a\u6765\u884c\u4e3a\u7684\u6700\u4f73\u9884\u6d4b\u201d\u00a0\u3002<\/p>\n<h4><strong>\u5e38\u89c1\u95ee\u9898\u793a\u4f8b\uff1a<\/strong><\/h4>\n<ul>\n<li>\u201c\u8bf7\u63cf\u8ff0\u4e00\u4e2a\u4f60\u9047\u5230\u7684\u6700\u56f0\u96be\u7684\u6280\u672f\u6311\u6218\uff0c\u4ee5\u53ca\u4f60\u662f\u5982\u4f55\u89e3\u51b3\u7684\uff1f\u201d<\/li>\n<li>\u201c\u4f60\u5982\u4f55\u4e0e\u975e\u6280\u672f\u80cc\u666f\u7684\u540c\u4e8b\uff08\u5982\u4ea7\u54c1\u7ecf\u7406\u3001\u8bbe\u8ba1\u5e08\uff09\u6c9f\u901a\u4e00\u4e2a\u590d\u6742\u7684\u6280\u672f\u65b9\u6848\uff1f\u201d<\/li>\n<li>\u201c\u5f53\u4f60\u7684\u6a21\u578b\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u8868\u73b0\u4e0d\u5982\u9884\u671f\u65f6\uff0c\u4f60\u4f1a\u5982\u4f55\u6392\u67e5\u95ee\u9898\uff1f\u201d<\/li>\n<li>\u201c\u63cf\u8ff0\u4e00\u6b21\u4f60\u56e0\u4e3a\u6570\u636e\u6216\u6a21\u578b\u7ed3\u679c\u4e0e\u56e2\u961f\u6210\u5458\u4ea7\u751f\u610f\u89c1\u5206\u6b67\u7684\u7ecf\u5386\uff0c\u4f60\u662f\u5982\u4f55\u5904\u7406\u7684\uff1f\u201d<\/li>\n<li>\u201c\u4f60\u662f\u5982\u4f55\u4fdd\u6301\u5bf9AI\u9886\u57df\u65b0\u6280\u672f\u3001\u65b0\u8d8b\u52bf\u7684\u5b66\u4e60\u7684\uff1f\u201d<\/li>\n<\/ul>\n<h4><strong>\u5e94\u5bf9\u7b56\u7565\u4e0e\u8003\u5bdf\u8981\u70b9\uff1a<\/strong><\/h4>\n<ul>\n<li><strong>STAR\u6cd5\u5219\uff1a<\/strong>\u00a0\u8fd9\u662f\u56de\u7b54\u884c\u4e3a\u95ee\u9898\u7684\u9ec4\u91d1\u6807\u51c6\u3002\u4f60\u9700\u8981\u7ed3\u6784\u5316\u5730\u8bb2\u8ff0\u4e00\u4e2a\u5b8c\u6574\u7684\u6545\u4e8b\uff1a\n<ul>\n<li><strong>S (Situation):<\/strong>\u00a0\u63cf\u8ff0\u4f60\u6240\u5904\u7684\u60c5\u5883\u548c\u80cc\u666f\u3002<\/li>\n<li><strong>T (Task):<\/strong>\u00a0\u8bf4\u660e\u4f60\u9762\u4e34\u7684\u5177\u4f53\u4efb\u52a1\u6216\u76ee\u6807\u3002<\/li>\n<li><strong>A (Action):<\/strong>\u00a0\u8be6\u7ec6\u63cf\u8ff0\u4f60\u91c7\u53d6\u4e86\u54ea\u4e9b\u5177\u4f53\u884c\u52a8\uff0c\u8fd9\u662f\u56de\u7b54\u7684\u6838\u5fc3\uff0c\u5e94\u7a81\u51fa\u4f60\u7684\u4e2a\u4eba\u8d21\u732e\u548c\u601d\u8003\u8fc7\u7a0b\u00a0\u3002<\/li>\n<li><strong>R (Result):<\/strong>\u00a0\u91cf\u5316\u6216\u6e05\u6670\u5730\u5c55\u793a\u4f60\u7684\u884c\u52a8\u5e26\u6765\u4e86\u4ec0\u4e48\u7ed3\u679c\u6216\u4f60\u4ece\u4e2d\u5b66\u5230\u4e86\u4ec0\u4e48\u00a0\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u63d0\u524d\u51c6\u5907\u6545\u4e8b\u5e93\uff1a<\/strong>\u00a0\u9488\u5bf9\u5e38\u89c1\u7684\u884c\u4e3a\u95ee\u9898\uff0c\u63d0\u524d\u51c6\u59072-3\u4e2a\u80fd\u4f53\u73b0\u4f60\u4e0d\u540c\u65b9\u9762\u80fd\u529b\u7684\u9879\u76ee\u7ecf\u5386\u6216\u6545\u4e8b\u3002<\/li>\n<\/ul>\n<h3><strong>\u9879\u76ee\u7ecf\u9a8c\u4e0e\u5b9e\u8df5\u95ee\u9898 (Project Experience &#038; Practical Questions)<\/strong><\/h3>\n<p>\u8fd9\u7c7b\u95ee\u9898\u76f4\u63a5\u5173\u8054\u4f60\u7684\u7b80\u5386\uff0c\u6df1\u5165\u6316\u6398\u4f60\u7684\u5b9e\u9645\u52a8\u624b\u80fd\u529b\u548c\u9879\u76ee\u8d21\u732e \u3002\u9762\u8bd5\u5b98\u5e0c\u671b\u4e86\u89e3\u4f60\u4e0d\u4ec5\u4ec5\u662f\u201c\u77e5\u9053\u201d\uff0c\u66f4\u662f\u201c\u505a\u8fc7\u201d\u3002<\/p>\n<h4><strong>\u5e38\u89c1\u95ee\u9898\u793a\u4f8b\uff1a<\/strong><\/h4>\n<ul>\n<li>\u201c\u8bf7\u8be6\u7ec6\u4ecb\u7ecd\u4e00\u4e0b\u4f60\u7b80\u5386\u4e0a\u7684[\u67d0\u4e2a\u9879\u76ee]\uff0c\u4f60\u5728\u5176\u4e2d\u626e\u6f14\u4e86\u4ec0\u4e48\u89d2\u8272\uff1f\u5177\u4f53\u8d1f\u8d23\u4e86\u54ea\u4e9b\u5de5\u4f5c\uff1f\u201d<\/li>\n<li>\u201c\u5728\u8fd9\u4e2a\u9879\u76ee\u4e2d\uff0c\u4f60\u4eec\u7684\u6570\u636e\u662f\u5982\u4f55\u6536\u96c6\u548c\u9884\u5904\u7406\u7684\uff1f\u201d<\/li>\n<li>\u201c\u4f60\u4e3a\u4ec0\u4e48\u9009\u62e9\u4f7f\u7528[\u67d0\u4e2a\u7279\u5b9a\u6a21\u578b\u6216\u7b97\u6cd5]\uff1f\u6709\u6ca1\u6709\u8003\u8651\u8fc7\u5176\u4ed6\u66ff\u4ee3\u65b9\u6848\uff1f\u201d<\/li>\n<li>\u201c\u8fd9\u4e2a\u9879\u76ee\u7684\u6700\u7ec8\u6548\u679c\u5982\u4f55\uff1f\u4f60\u662f\u5982\u4f55\u8bc4\u4f30\u7684\uff1f\u6709\u6ca1\u6709\u8fdb\u884cA\/B\u6d4b\u8bd5\uff1f\u201d<\/li>\n<li>\u201c\u9879\u76ee\u4e2d\u6700\u5177\u6311\u6218\u6027\u7684\u90e8\u5206\u662f\u4ec0\u4e48\uff1f\u4f60\u4ece\u4e2d\u5b66\u5230\u4e86\u4ec0\u4e48\uff1f\u201d<\/li>\n<\/ul>\n<h4><strong>\u5e94\u5bf9\u7b56\u7565\u4e0e\u8003\u5bdf\u8981\u70b9\uff1a<\/strong><\/h4>\n<ul>\n<li><strong>\u5bf9\u81ea\u5df1\u9879\u76ee\u4e86\u5982\u6307\u638c\uff1a<\/strong>\u00a0\u5bf9\u9879\u76ee\u7684\u6bcf\u4e00\u4e2a\u7ec6\u8282\uff0c\u4ece\u6570\u636e\u6e90\u5230\u6a21\u578b\u90e8\u7f72\uff0c\u518d\u5230\u4e1a\u52a1\u5f71\u54cd\uff0c\u90fd\u8981\u6709\u6df1\u5165\u7684\u7406\u89e3\u3002<\/li>\n<li><strong>\u7a81\u51fa\u4e2a\u4eba\u8d21\u732e\uff1a<\/strong>\u00a0\u660e\u786e\u8bf4\u660e\u201c\u6211\u201d\u505a\u4e86\u4ec0\u4e48\uff0c\u800c\u4e0d\u662f\u201c\u6211\u4eec\u201d\u505a\u4e86\u4ec0\u4e48\u3002\u5373\u4f7f\u662f\u56e2\u961f\u9879\u76ee\uff0c\u4e5f\u8981\u6e05\u6670\u5730\u9610\u8ff0\u81ea\u5df1\u7684\u804c\u8d23\u548c\u8d21\u732e\u3002<\/li>\n<li><strong>\u5c55\u73b0\u601d\u8003\u6df1\u5ea6\uff1a<\/strong>\u00a0\u89e3\u91ca\u6280\u672f\u9009\u578b\u65f6\uff0c\u8981\u8bf4\u660e\u51b3\u7b56\u80cc\u540e\u7684\u6743\u8861\uff08trade-offs\uff09\uff0c\u6bd4\u5982\u5728\u6a21\u578b\u7cbe\u5ea6\u3001\u63a8\u7406\u901f\u5ea6\u548c\u5f00\u53d1\u6210\u672c\u4e4b\u95f4\u7684\u8003\u91cf\u3002\u8fd9\u80fd\u4f53\u73b0\u4f60\u7684\u5de5\u7a0b\u601d\u7ef4\u548c\u4ea7\u54c1\u610f\u8bc6\u3002<\/li>\n<\/ul>\n<h3><strong>\u5f00\u653e\u6027\u4e0e\u524d\u77bb\u6027\u95ee\u9898 (Open-ended &#038; Forward-looking Questions)<\/strong><\/h3>\n<p>\u8fd9\u7c7b\u95ee\u9898\u8003\u5bdf\u4f60\u5bf9AI\u884c\u4e1a\u7684\u5b8f\u89c2\u8ba4\u77e5\u3001\u6280\u672f\u70ed\u60c5\u548c\u6279\u5224\u6027\u601d\u7ef4\u00a0\u3002\u9762\u8bd5\u5b98\u60f3\u770b\u5230\u4f60\u662f\u5426\u5bf9\u8fd9\u4e2a\u9886\u57df\u6709\u6301\u4e45\u7684\u70ed\u60c5\u548c\u72ec\u7acb\u7684\u601d\u8003\u3002<\/p>\n<h4><strong>\u5e38\u89c1\u95ee\u9898\u793a\u4f8b\uff1a<\/strong><\/h4>\n<ul>\n<li>\u201c\u4f60\u8ba4\u4e3a\u672a\u67655\u5e74AI\u9886\u57df\u6700\u91cd\u8981\u7684\u53d1\u5c55\u65b9\u5411\u662f\u4ec0\u4e48\uff1f\u201d<\/li>\n<li>\u201c\u4f60\u5982\u4f55\u770b\u5f85AI\u4f26\u7406\u95ee\u9898\uff0c\u6bd4\u5982\u6570\u636e\u9690\u79c1\u548c\u7b97\u6cd5\u504f\u89c1\uff1f\u201d<\/li>\n<li>\u201c\u6700\u8fd1\u6709\u6ca1\u6709\u8bfb\u5230\u54ea\u7bc7\u8ba9\u4f60\u5370\u8c61\u6df1\u523b\u7684AI\u8bba\u6587\u6216\u770b\u5230\u54ea\u4e2a\u6709\u8da3\u7684\u65b0\u6280\u672f\uff1f\u201d<\/li>\n<li>\u201c\u4f60\u8ba4\u4e3a\u6211\u4eec\u516c\u53f8\u7684\u4ea7\u54c1\u53ef\u4ee5\u5982\u4f55\u66f4\u597d\u5730\u5229\u7528AI\u6280\u672f\uff1f\u201d<\/li>\n<\/ul>\n<h4><strong>\u5e94\u5bf9\u7b56\u7565\u4e0e\u8003\u5bdf\u8981\u70b9\uff1a<\/strong><\/h4>\n<ul>\n<li><strong>\u5173\u6ce8\u884c\u4e1a\u52a8\u6001\uff1a<\/strong>\u00a0\u5b9a\u671f\u9605\u8bfb\u9876\u7ea7\u4f1a\u8bae\u8bba\u6587\uff08\u5982NeurIPS, ICML, CVPR\uff09\u3001\u6280\u672f\u535a\u5ba2\u548c\u884c\u4e1a\u62a5\u544a\u3002<\/li>\n<li><strong>\u5f62\u6210\u4e2a\u4eba\u89c2\u70b9\uff1a<\/strong>\u00a0\u4e0d\u8981\u53ea\u590d\u8ff0\u522b\u4eba\u7684\u89c2\u70b9\uff0c\u8981\u7ed3\u5408\u81ea\u5df1\u7684\u7406\u89e3\u548c\u7ecf\u9a8c\uff0c\u63d0\u51fa\u72ec\u5230\u7684\u89c1\u89e3\u3002<\/li>\n<li><strong>\u7ed3\u5408\u516c\u53f8\u4e1a\u52a1\uff1a<\/strong>\u00a0\u5728\u56de\u7b54\u201c\u5982\u4f55\u5229\u7528AI\u201d\u8fd9\u7c7b\u95ee\u9898\u65f6\uff0c\u8981\u8868\u73b0\u51fa\u4f60\u5bf9\u516c\u53f8\u4e1a\u52a1\u7684\u4e86\u89e3\u548c\u601d\u8003\uff0c\u5c55\u73b0\u4f60\u7684\u4ef7\u503c\u00a0\u3002<\/li>\n<\/ul>\n<p> <img decoding=\"async\" class=\"wp-image-60515 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/08\/ai-interview-questions-3.png\"  alt=\"\" width=\"706\" height=\"397\" \/> <\/p>\n<h2><strong>2025\u5e74\u9762\u8bd5\u70ed\u70b9\uff1a\u751f\u6210\u5f0fAI\u4e0e\u63d0\u793a\u5de5\u7a0b<\/strong><\/h2>\n<p>\u81ea2023\u5e74\u4ee5\u6765\uff0c\u751f\u6210\u5f0fAI\uff08Generative AI\uff09\u548c\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u7206\u53d1\u5f0f\u53d1\u5c55\uff0c\u5df2\u7ecf\u6df1\u523b\u5730\u6539\u53d8\u4e86AI\u9886\u57df\u7684\u9762\u8bd5\u683c\u5c40\u3002\u5230\u4e862025\u5e74\uff0c\u5bf9\u751f\u6210\u5f0fAI\u548c\u63d0\u793a\u5de5\u7a0b\uff08Prompt Engineering\uff09\u7684\u7406\u89e3\u548c\u5b9e\u8df5\u80fd\u529b\u5df2\u6210\u4e3a\u8bb8\u591aAI\u5c97\u4f4d\u7684\u5fc5\u5907\u8981\u6c42\u00a0\u3002<\/p>\n<h3><strong>\u5e38\u89c1\u70ed\u70b9\u95ee\u9898\u793a\u4f8b<\/strong><\/h3>\n<h4><strong>\u201c\u4f60\u5982\u4f55\u7406\u89e3\u63d0\u793a\u5de5\u7a0b\uff08Prompt Engineering\uff09\uff1f\u5b83\u4e3a\u4ec0\u4e48\u91cd\u8981\uff1f\u201d<\/strong><\/h4>\n<ul>\n<li><strong>\u8003\u5bdf\u8981\u70b9\uff1a<\/strong>\u00a0\u8003\u5bdf\u4f60\u662f\u5426\u7406\u89e3\u63d0\u793a\u5de5\u7a0b\u662f\u4e0eLLM\u9ad8\u6548\u6c9f\u901a\u3001\u5f15\u5bfc\u5176\u4ea7\u751f\u9ad8\u8d28\u91cf\u8f93\u51fa\u7684\u5173\u952e\u6280\u672f\u00a0\u3002<\/li>\n<li><strong>\u5e94\u5bf9\u7b56\u7565\uff1a<\/strong>\u00a0\u56de\u7b54\u65f6\u5e94\u5305\u542b\uff1a\n<ul>\n<li>1) \u5b83\u7684\u5b9a\u4e49\uff08\u4e00\u79cd\u8bbe\u8ba1\u548c\u4f18\u5316\u8f93\u5165\u6587\u672c\u4ee5\u6307\u5bfcAI\u6a21\u578b\u751f\u6210\u7279\u5b9a\u8f93\u51fa\u7684\u827a\u672f\u548c\u79d1\u5b66\uff09\uff1b<\/li>\n<li>2) \u5b83\u7684\u91cd\u8981\u6027\uff08\u76f4\u63a5\u5f71\u54cd\u6a21\u578b\u8f93\u51fa\u7684\u8d28\u91cf\u3001\u76f8\u5173\u6027\u548c\u5b89\u5168\u6027\uff09\uff1b<\/li>\n<li>3) \u63d0\u53ca\u4e00\u4e9b\u5173\u952e\u6280\u672f\uff0c\u5982\u601d\u7ef4\u94fe\uff08Chain-of-Thought\uff09\u3001\u96f6\u6837\u672c\/\u5c11\u6837\u672c\u63d0\u793a\uff08Zero\/Few-Shot Prompting\uff09\u3001\u89d2\u8272\u626e\u6f14\u7b49\u00a0\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4><strong>\u201c\u8bf7\u8bbe\u8ba1\u4e00\u4e2aPrompt\uff0c\u8ba9AI\u6a21\u578b\u626e\u6f14\u9762\u8bd5\u5b98\uff0c\u6839\u636e\u6211\u7684\u7b80\u5386\u5411\u6211\u63d0\u95ee\u3002\u201d<\/strong><\/h4>\n<ul>\n<li><strong>\u8003\u5bdf\u8981\u70b9\uff1a<\/strong>\u00a0\u8003\u5bdf\u4f60\u7684\u5b9e\u8df5\u80fd\u529b\u548c\u5bf9Prompt\u7ed3\u6784\u5316\u8bbe\u8ba1\u7684\u7406\u89e3\u00a0\u3002<\/li>\n<li><strong>\u5e94\u5bf9\u7b56\u7565\uff1a<\/strong>\u00a0\u8bbe\u8ba1\u7684Prompt\u5e94\u5305\u542b\u6e05\u6670\u7684\u6307\u4ee4\uff0c\u5982\uff1a\n<ul>\n<li>1)\u00a0<strong>\u89d2\u8272\u5b9a\u4e49<\/strong>\uff08\u201c\u4f60\u662f\u4e00\u4f4d\u7ecf\u9a8c\u4e30\u5bcc\u7684XX\u5c97\u4f4d\u6280\u672f\u9762\u8bd5\u5b98\u201d\uff09\uff1b<\/li>\n<li>2)\u00a0<strong>\u4efb\u52a1\u63cf\u8ff0<\/strong>\uff08\u201c\u6839\u636e\u4ee5\u4e0b\u7b80\u5386\u5185\u5bb9\uff0c\u63d0\u51fa5\u4e2a\u76f8\u5173\u7684\u6280\u672f\u95ee\u9898\u548c2\u4e2a\u884c\u4e3a\u95ee\u9898\u201d\uff09\uff1b<\/li>\n<li>3)\u00a0<strong>\u4e0a\u4e0b\u6587\u4fe1\u606f<\/strong>\uff08\u5728\u6b64\u5904\u7c98\u8d34\u7b80\u5386\uff09\uff1b<\/li>\n<li>4)\u00a0<strong>\u8f93\u51fa\u683c\u5f0f\u8981\u6c42<\/strong>\uff08\u201c\u8bf7\u4ee5\u5217\u8868\u5f62\u5f0f\u7ed9\u51fa\u95ee\u9898\u201d\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4><strong>\u201c\u4f60\u5982\u4f55\u8bc4\u4f30\u4e00\u4e2a\u751f\u6210\u5f0fAI\u6a21\u578b\u7684\u8868\u73b0\uff1f\u201d<\/strong><\/h4>\n<ul>\n<li><strong>\u8003\u5bdf\u8981\u70b9\uff1a<\/strong>\u00a0\u751f\u6210\u5f0f\u4efb\u52a1\u7684\u8bc4\u4f30\u6bd4\u4f20\u7edf\u5206\u7c7b\/\u56de\u5f52\u4efb\u52a1\u66f4\u590d\u6742\u3002\u8fd9\u8003\u5bdf\u4f60\u662f\u5426\u4e86\u89e3\u76f8\u5173\u7684\u8bc4\u4f30\u65b9\u6cd5\u3002<\/li>\n<li><strong>\u5e94\u5bf9\u7b56\u7565\uff1a<\/strong>\u00a0\u53ef\u4ee5\u4ece\u51e0\u4e2a\u5c42\u9762\u56de\u7b54\uff1a\n<ul>\n<li>1)\u00a0<strong>\u81ea\u52a8\u5316\u6307\u6807<\/strong>\uff08\u5982\u7528\u4e8e\u6587\u672c\u751f\u6210\u7684BLEU\u3001ROUGE\uff0c\u4f46\u8981\u6307\u51fa\u5176\u5c40\u9650\u6027\uff09\uff1b<\/li>\n<li>2)\u00a0<strong>\u57fa\u4e8e\u6a21\u578b\u7684\u8bc4\u4f30<\/strong>\uff08\u4f7f\u7528\u66f4\u5f3a\u7684\u6a21\u578b\u6765\u8bc4\u4f30\u751f\u6210\u5185\u5bb9\u7684\u8d28\u91cf\uff09\uff1b<\/li>\n<li>3)\u00a0<strong>\u4eba\u7c7b\u8bc4\u4f30<\/strong>\uff08\u8fd9\u662f\u9ec4\u91d1\u6807\u51c6\uff0c\u53ef\u4ee5\u4ece\u6d41\u7545\u5ea6\u3001\u76f8\u5173\u6027\u3001\u51c6\u786e\u6027\u7b49\u65b9\u9762\u8fdb\u884c\u6253\u5206\uff09\uff1b<\/li>\n<li>4) \u63d0\u53ca<strong>\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7cfb\u7edf<\/strong>\u7684\u8bc4\u4f30\uff0c\u9700\u8981\u540c\u65f6\u8bc4\u4f30\u68c0\u7d22\u548c\u751f\u6210\u4e24\u4e2a\u73af\u8282\u00a0\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4><strong>\u201c\u8bf7\u89e3\u91ca\u4e00\u4e0b\u4ec0\u4e48\u662f\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u53ca\u5176\u5de5\u4f5c\u539f\u7406\u3002\u201d<\/strong><\/h4>\n<ul>\n<li><strong>\u8003\u5bdf\u8981\u70b9\uff1a<\/strong>\u00a0RAG\u662f\u5f53\u524d\u4f01\u4e1a\u5e94\u7528LLM\u6700\u4e3b\u6d41\u7684\u6280\u672f\u4e4b\u4e00\uff0c\u8003\u5bdf\u4f60\u5bf9\u524d\u6cbf\u5e94\u7528\u67b6\u6784\u7684\u7406\u89e3\u3002<\/li>\n<li><strong>\u5e94\u5bf9\u7b56\u7565\uff1a<\/strong>\u00a0\u63cf\u8ff0\u5176\u6838\u5fc3\u601d\u60f3\uff1a\u7ed3\u5408\u4e86\u5916\u90e8\u77e5\u8bc6\u5e93\u7684\u68c0\u7d22\u80fd\u529b\u548cLLM\u7684\u751f\u6210\u80fd\u529b\u3002\u6b65\u9aa4\u5305\u62ec\uff1a\n<ul>\n<li>1) \u7528\u6237\u63d0\u95ee\uff1b<\/li>\n<li>2) \u7cfb\u7edf\u4ece\u77e5\u8bc6\u5e93\uff08\u5982\u5411\u91cf\u6570\u636e\u5e93\uff09\u4e2d\u68c0\u7d22\u6700\u76f8\u5173\u7684\u6587\u6863\u7247\u6bb5\uff1b<\/li>\n<li>3) \u5c06\u95ee\u9898\u548c\u68c0\u7d22\u5230\u7684\u6587\u6863\u7247\u6bb5\u4e00\u8d77\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u8f93\u5165\u7ed9LLM\uff1b<\/li>\n<li>4) LLM\u57fa\u4e8e\u8fd9\u4e9b\u4fe1\u606f\u751f\u6210\u66f4\u51c6\u786e\u3001\u66f4\u53ef\u9760\u7684\u56de\u7b54\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2><strong>\u4e0d\u540cAI\u5c97\u4f4d\u7684\u9762\u8bd5\u4fa7\u91cd\u70b9\u4e0e\u9ad8\u9891\u95ee\u9898<\/strong><\/h2>\n<p>\u867d\u7136\u95ee\u9898\u7c7b\u578b\u6709\u5171\u6027\uff0c\u4f46\u4e0d\u540c\u5c97\u4f4d\u7684\u8003\u5bdf\u91cd\u70b9\u5dee\u5f02\u5de8\u5927\u3002\u6c42\u804c\u8005\u9700\u6839\u636e\u76ee\u6807\u5c97\u4f4d\u8fdb\u884c\u9488\u5bf9\u6027\u51c6\u5907\u3002<\/p>\n<h3><strong>\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u5e08 (Machine Learning Engineer, MLE)<\/strong><\/h3>\n<ul>\n<li><strong>\u5c97\u4f4d\u6838\u5fc3\uff1a<\/strong>\u00a0\u4fa7\u91cd\u4e8e\u5c06\u7b97\u6cd5\u6a21\u578b\u5de5\u7a0b\u5316\u3001\u4ea7\u54c1\u5316\uff0c\u5173\u6ce8\u6a21\u578b\u7684\u6027\u80fd\u3001\u7a33\u5b9a\u6027\u548c\u53ef\u6269\u5c55\u6027\u3002<\/li>\n<li><strong>\u9762\u8bd5\u4fa7\u91cd\u70b9\uff1a<\/strong>\u00a0\u7b97\u6cd5\u6df1\u5ea6\u3001\u7f16\u7a0b\u80fd\u529b\u3001\u7cfb\u7edf\u8bbe\u8ba1\u3001MLOps\u00a0\u3002<\/li>\n<li><strong>\u9ad8\u9891\u95ee\u9898\u793a\u4f8b\uff1a<\/strong>\n<ul>\n<li><strong>\u7f16\u7a0b\u4e0e\u7b97\u6cd5\uff1a<\/strong>\u00a0\u201c\u8bf7\u5728\u767d\u677f\u4e0a\u5b9e\u73b0K-Means\u7b97\u6cd5\u3002\u201d \/ \u201c\u89e3\u51b3\u8fd9\u9053\u5173\u4e8e\u6570\u636e\u7ed3\u6784\u7684LeetCode\u96be\u9898\u3002\u201d<\/li>\n<li><strong>\u6a21\u578b\u6df1\u5ea6\uff1a<\/strong>\u00a0\u201c\u8bf7\u4ece\u6570\u5b66\u4e0a\u63a8\u5bfc\u652f\u6301\u5411\u91cf\u673a\uff08SVM\uff09\u7684\u5bf9\u5076\u95ee\u9898\u3002\u201d<\/li>\n<li><strong>\u7cfb\u7edf\u8bbe\u8ba1\uff1a<\/strong>\u00a0\u201c\u5982\u4f55\u8bbe\u8ba1\u4e00\u4e2a\u6296\u97f3\u7684\u89c6\u9891\u63a8\u8350\u7cfb\u7edf\uff1f\u9700\u8981\u8003\u8651\u54ea\u4e9b\u6a21\u5757\uff08\u5982\u7279\u5f81\u5de5\u7a0b\u3001\u53ec\u56de\u3001\u6392\u5e8f\u3001\u7ebf\u4e0aA\/B\u6d4b\u8bd5\uff09\uff1f\u201d<\/li>\n<li><strong>MLOps\uff1a<\/strong>\u00a0\u201c\u4f60\u5982\u4f55\u5bf9\u4e00\u4e2a\u5df2\u7ecf\u4e0a\u7ebf\u7684\u6a21\u578b\u8fdb\u884c\u76d1\u63a7\u548c\u8fed\u4ee3\uff1f\u201d<\/li>\n<li><strong>\u5de5\u7a0b\u5b9e\u8df5\uff1a<\/strong>\u00a0\u201c\u5904\u7406TB\u7ea7\u7684\u6570\u636e\u96c6\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u65f6\uff0c\u4f60\u4f1a\u9047\u5230\u54ea\u4e9b\u6311\u6218\uff1f\u5982\u4f55\u89e3\u51b3\uff1f\u201d<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><strong>\u6570\u636e\u79d1\u5b66\u5bb6 (Data Scientist, DS)<\/strong><\/h3>\n<ul>\n<li><strong>\u5c97\u4f4d\u6838\u5fc3\uff1a<\/strong>\u00a0\u4fa7\u91cd\u4e8e\u4ece\u6570\u636e\u4e2d\u53d1\u73b0\u6d1e\u89c1\uff0c\u901a\u8fc7\u5206\u6790\u548c\u5efa\u6a21\u9a71\u52a8\u4e1a\u52a1\u51b3\u7b56\u3002<\/li>\n<li><strong>\u9762\u8bd5\u4fa7\u91cd\u70b9\uff1a<\/strong>\u00a0\u7edf\u8ba1\u5b66\u77e5\u8bc6\u3001\u6570\u636e\u5206\u6790\u80fd\u529b\u3001\u5546\u4e1a\u7406\u89e3\u529b\u3001\u5b9e\u9a8c\u8bbe\u8ba1\u00a0\u3002<\/li>\n<li><strong>\u9ad8\u9891\u95ee\u9898\u793a\u4f8b\uff1a<\/strong>\n<ul>\n<li><strong>\u7edf\u8ba1\u57fa\u7840\uff1a<\/strong>\u00a0\u201c\u8bf7\u89e3\u91caP\u503c\u7684\u542b\u4e49\u4ee5\u53ca\u5b83\u5728\u5047\u8bbe\u68c0\u9a8c\u4e2d\u7684\u4f5c\u7528\u3002\u201d<\/li>\n<li><strong>\u5b9e\u9a8c\u8bbe\u8ba1\uff1a<\/strong>\u00a0\u201c\u6211\u4eec\u60f3\u6d4b\u8bd5\u4e00\u4e2a\u65b0\u7684App\u529f\u80fd\uff0c\u4f60\u4f1a\u5982\u4f55\u8bbe\u8ba1\u4e00\u4e2aA\/B\u6d4b\u8bd5\uff1f\u9700\u8981\u5173\u6ce8\u54ea\u4e9b\u6307\u6807\uff1f\u201d<\/li>\n<li><strong>\u4e1a\u52a1\u6848\u4f8b\u5206\u6790\uff1a<\/strong>\u00a0\u201c\u67d0\u7535\u5546\u5e73\u53f0\u7684\u7528\u6237\u6708\u6d3b\u8dc3\u5ea6\u4e0b\u964d\u4e865%\uff0c\u4f60\u4f1a\u5982\u4f55\u5206\u6790\u8fd9\u4e2a\u95ee\u9898\uff1f\u8bf7\u7ed9\u51fa\u4f60\u7684\u5206\u6790\u6846\u67b6\u548c\u6b65\u9aa4\u3002\u201d<\/li>\n<li><strong>\u6570\u636e\u5904\u7406\uff1a<\/strong>\u00a0\u201c\u4f60\u5982\u4f55\u5904\u7406\u6570\u636e\u4e2d\u7684\u7f3a\u5931\u503c\u548c\u5f02\u5e38\u503c\uff1f\u201d<\/li>\n<li><strong>\u5efa\u6a21\u4e0e\u89e3\u8bfb\uff1a<\/strong>\u00a0\u201c\u4f60\u4e3a\u4e00\u4e2a\u4e1a\u52a1\u95ee\u9898\u5efa\u7acb\u4e86\u903b\u8f91\u56de\u5f52\u6a21\u578b\uff0c\u5982\u4f55\u5411\u4e1a\u52a1\u65b9\u89e3\u91ca\u6a21\u578b\u4e2d\u5404\u4e2a\u7279\u5f81\u7684\u6743\u91cd\uff08coefficients\uff09\uff1f\u201d<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><strong>AI \u4ea7\u54c1\u7ecf\u7406 (AI Product Manager, AI PM)<\/strong><\/h3>\n<ul>\n<li><strong>\u5c97\u4f4d\u6838\u5fc3\uff1a<\/strong>\u00a0\u8fde\u63a5\u6280\u672f\u3001\u7528\u6237\u548c\u5546\u4e1a\uff0c\u5b9a\u4e49AI\u4ea7\u54c1\u7684\u65b9\u5411\u3001\u529f\u80fd\u548c\u4ef7\u503c\u3002<\/li>\n<li><strong>\u9762\u8bd5\u4fa7\u91cd\u70b9\uff1a<\/strong>\u00a0\u4ea7\u54c1\u601d\u7ef4\u3001\u7528\u6237\u6d1e\u5bdf\u3001\u6280\u672f\u7406\u89e3\u529b\u3001\u5546\u4e1a\u654f\u611f\u5ea6\u3001\u6c9f\u901a\u534f\u8c03\u80fd\u529b\u00a0\u3002<\/li>\n<li><strong>\u9ad8\u9891\u95ee\u9898\u793a\u4f8b\uff1a<\/strong>\n<ul>\n<li><strong>\u4ea7\u54c1\u5b9a\u4e49\uff1a<\/strong>\u00a0\u201c\u4f60\u5982\u4f55\u5b9a\u4e49\u4e00\u4e2a\u2018\u6210\u529f\u2019\u7684AI\u4ea7\u54c1\uff1f\u4f60\u4f1a\u7528\u54ea\u4e9b\u6307\u6807\u6765\u8861\u91cf\uff1f\u201d<\/li>\n<li><strong>\u6280\u672f\u4e0e\u5546\u4e1a\u5e73\u8861\uff1a<\/strong>\u00a0\u201c\u5f53\u7b97\u6cd5\u56e2\u961f\u544a\u8bc9\u4f60\u67d0\u4e2a\u529f\u80fd\u7684\u7cbe\u5ea6\u53ea\u80fd\u8fbe\u523080%\uff0c\u4f46\u4e1a\u52a1\u65b9\u8981\u6c4295%\u65f6\uff0c\u4f60\u4f5c\u4e3aPM\u4f1a\u600e\u4e48\u505a\uff1f\u201d<\/li>\n<li><strong>\u7528\u6237\u4f53\u9a8c\uff1a<\/strong>\u00a0\u201c\u5bf9\u4e8e\u4e00\u4e2aAI\u63a8\u8350\u7cfb\u7edf\uff0c\u5982\u4f55\u5904\u7406\u201c\u4fe1\u606f\u8327\u623f\u201d\u95ee\u9898\uff0c\u63d0\u5347\u7528\u6237\u4f53\u9a8c\uff1f\u201d<\/li>\n<li><strong>\u4f26\u7406\u4e0e\u98ce\u9669\uff1a<\/strong>\u00a0\u201c\u5728\u8bbe\u8ba1\u4e00\u4e2aAI\u4ea7\u54c1\u65f6\uff0c\u4f60\u4f1a\u5982\u4f55\u8003\u8651\u6570\u636e\u9690\u79c1\u548c\u7b97\u6cd5\u516c\u5e73\u6027\u95ee\u9898\uff1f\u201d<\/li>\n<li><strong>\u9700\u6c42\u4e0e\u4ef7\u503c\uff1a<\/strong>\u00a0\u201c\u4f60\u6700\u559c\u6b22\u6216\u6700\u4e0d\u559c\u6b22\u7684AI\u4ea7\u54c1\u662f\u4ec0\u4e48\uff1f\u4e3a\u4ec0\u4e48\uff1f\u5982\u679c\u7531\u4f60\u6765\u8d1f\u8d23\uff0c\u4f60\u4f1a\u5982\u4f55\u6539\u8fdb\u5b83\uff1f\u201d<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><strong>AI\u4f26\u7406\u4e0e\u6cbb\u7406\u4e13\u5bb6 (AI Ethics &#038; Governance Specialist)<\/strong><\/h3>\n<ul>\n<li><strong>\u5c97\u4f4d\u6838\u5fc3<\/strong>\uff1a\u786e\u4fddAI\u7cfb\u7edf\u7684\u516c\u5e73\u6027\u3001\u900f\u660e\u6027\u3001\u5b89\u5168\u6027\u53ca\u5408\u89c4\u6027\uff0c\u9632\u8303\u7b97\u6cd5\u504f\u89c1\u4e0e\u9690\u79c1\u98ce\u9669\u3002<\/li>\n<li><strong>\u884c\u4e1a\u9700\u6c42\u80cc\u666f<\/strong>\uff1a\u6b27\u76df\u300aAI\u6cd5\u6848\u300b\u3001\u4e2d\u56fd\u300a\u751f\u6210\u5f0fAI\u670d\u52a1\u7ba1\u7406\u6682\u884c\u529e\u6cd5\u300b\u7b49\u6cd5\u89c4\u843d\u5730\uff082024-2025\uff09\uff0c\u4f01\u4e1a\u4e9f\u9700\u5efa\u7acbAI\u6cbb\u7406\u4f53\u7cfb\u3002<\/li>\n<li><strong>\u9762\u8bd5\u4fa7\u91cd\u70b9<\/strong>\uff1a\n<ul>\n<li><strong>\u4f26\u7406\u6846\u67b6\u7406\u89e3<\/strong>\uff1a\u719f\u6089\u4e3b\u6d41AI\u4f26\u7406\u51c6\u5219\uff08\u5982IEEE\u3001\u6b27\u76dfALTAI\u6846\u67b6\uff09\uff1b<\/li>\n<li><strong>\u6280\u672f\u98ce\u9669\u8bc4\u4f30<\/strong>\uff1a\u80fd\u5206\u6790\u6a21\u578b\u504f\u89c1\u3001\u53ef\u89e3\u91ca\u6027\u6f0f\u6d1e\u3001\u5bf9\u6297\u653b\u51fb\u98ce\u9669\uff1b<\/li>\n<li><strong>\u6cd5\u89c4\u5408\u89c4\u80fd\u529b<\/strong>\uff1a\u638c\u63e1GDPR\u3001CCPA\u53ca\u884c\u4e1a\u7279\u5b9a\u76d1\u7ba1\u8981\u6c42\uff1b<\/li>\n<li><strong>\u8de8\u90e8\u95e8\u534f\u4f5c<\/strong>\uff1a\u63a8\u52a8\u6280\u672f\u3001\u6cd5\u52a1\u3001\u4e1a\u52a1\u56e2\u961f\u8fbe\u6210\u6cbb\u7406\u5171\u8bc6\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u9ad8\u9891\u95ee\u9898\u793a\u4f8b<\/strong>\uff1a\n<ul>\n<li><strong>\u504f\u89c1\u6392\u67e5<\/strong>\uff1a\u201c\u5982\u4f55\u68c0\u6d4b\u4e00\u4e2a\u4fe1\u8d37\u98ce\u63a7\u6a21\u578b\u662f\u5426\u5b58\u5728\u6027\u522b\u504f\u89c1\uff1f\u8bf7\u63cf\u8ff0\u5177\u4f53\u65b9\u6cd5\u3002\u201d\n<ul>\n<li><strong><em>\u8003\u5bdf\u70b9<\/em><\/strong>\uff1a\u7279\u5f81\u654f\u611f\u6027\u5206\u6790\uff08\u5982SHAP\u503c\uff09\u3001\u516c\u5e73\u6027\u6307\u6807\uff08 Demographic Parity, Equal Opportunity\uff09\u3001\u5bf9\u6297\u6837\u672c\u6d4b\u8bd5\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u5408\u89c4\u843d\u5730<\/strong>\uff1a\u201c\u5982\u679c\u516c\u53f8\u8981\u4e0a\u7ebf\u4e00\u4e2a\u533b\u7597\u8bca\u65adAI\uff0c\u9700\u6ee1\u8db3\u54ea\u4e9b\u5408\u89c4\u8981\u6c42\uff1f\u5982\u4f55\u8bbe\u8ba1\u5ba1\u8ba1\u6d41\u7a0b\uff1f\u201d\n<ul>\n<li><strong><em>\u8003\u5bdf\u70b9<\/em><\/strong>\uff1a\u6570\u636e\u533f\u540d\u5316\u3001\u77e5\u60c5\u540c\u610f\u673a\u5236\u3001\u7b97\u6cd5\u5907\u6848\u3001\u7b2c\u4e09\u65b9\u5ba1\u8ba1\u6d41\u7a0b\u8bbe\u8ba1\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u4f26\u7406\u51b2\u7a81\u89e3\u51b3<\/strong>\uff1a\u201c\u5f53\u6a21\u578b\u7cbe\u5ea6\u63d0\u5347\u9700\u8981\u66f4\u591a\u7528\u6237\u6570\u636e\uff0c\u4f46\u7528\u6237\u62d2\u7edd\u6388\u6743\u65f6\uff0c\u5982\u4f55\u6743\u8861\uff1f\u201d\n<ul>\n<li><strong><em>\u8003\u5bdf\u70b9<\/em><\/strong>\uff1a\u9690\u79c1\u589e\u5f3a\u6280\u672f\uff08PETs\uff09\u5e94\u7528\u3001\u8054\u90a6\u5b66\u4e60\u65b9\u6848\u3001\u4e1a\u52a1\u4ef7\u503c\u4e0e\u4f26\u7406\u7684\u5e73\u8861\u903b\u8f91\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><strong>AI\u7cfb\u7edf\u5de5\u7a0b\u5e08\uff08MLOps\u65b9\u5411\uff09 (AI Systems Engineer \u2013 MLOps)<\/strong><\/h3>\n<ul>\n<li><strong>\u5c97\u4f4d\u6838\u5fc3<\/strong>\uff1a\u642d\u5efa\u9ad8\u53ef\u9760\u3001\u53ef\u6269\u5c55\u7684AI\u751f\u4ea7\u7ba1\u7ebf\uff0c\u5b9e\u73b0\u6a21\u578b\u4ece\u5b9e\u9a8c\u5230\u90e8\u7f72\u7684\u5de5\u4e1a\u5316\u843d\u5730\u3002<\/li>\n<li><strong>\u9762\u8bd5\u4fa7\u91cd\u70b9<\/strong>\uff1a\n<ul>\n<li><strong>\u5de5\u7a0b\u5316\u80fd\u529b<\/strong>\uff1aCI\/CD\u6d41\u6c34\u7ebf\u8bbe\u8ba1\u3001\u5bb9\u5668\u5316\uff08Docker\/K8s\uff09\u3001\u4e91\u5e73\u53f0\uff08AWS SageMaker\/GCP Vertex AI\uff09\uff1b<\/li>\n<li><strong>\u6027\u80fd\u4f18\u5316<\/strong>\uff1a\u6a21\u578b\u84b8\u998f\u3001\u91cf\u5316\u3001\u670d\u52a1\u5ef6\u8fdf\u4e0e\u541e\u5410\u91cf\u8c03\u4f18\uff1b<\/li>\n<li><strong>\u76d1\u63a7\u4f53\u7cfb<\/strong>\uff1a\u6570\u636e\u6f02\u79fb\u68c0\u6d4b\u3001\u6a21\u578b\u8870\u51cf\u9884\u8b66\u3001\u81ea\u52a8\u5316\u56de\u6eda\u673a\u5236\uff1b<\/li>\n<li><strong>\u6210\u672c\u63a7\u5236<\/strong>\uff1aGPU\u8d44\u6e90\u8c03\u5ea6\u3001\u63a8\u7406\u6210\u672c\u4f18\u5316\u7b56\u7565\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u9ad8\u9891\u95ee\u9898\u793a\u4f8b<\/strong>\uff1a\n<ul>\n<li><strong>\u7ba1\u7ebf\u8bbe\u8ba1<\/strong>\uff1a\u201c\u8bbe\u8ba1\u4e00\u4e2a\u652f\u6301100\u4e2a\u6a21\u578b\u540c\u65f6\u5728\u7ebf\u66f4\u65b0\u7684MLOps\u67b6\u6784\uff0c\u9700\u5305\u542b\u7248\u672c\u63a7\u5236\u3001\u76d1\u63a7\u548c\u707e\u5907\u65b9\u6848\u3002\u201d\n<ul>\n<li><strong><em>\u8003\u5bdf\u70b9<\/em><\/strong>\uff1aGitOps\u6d41\u7a0b\u3001\u6a21\u578b\u6ce8\u518c\u4e2d\u5fc3\uff08MLflow\uff09\u3001\u91d1\u4e1d\u96c0\u53d1\u5e03\u3001\u8de8\u533a\u57df\u5197\u4f59\u90e8\u7f72\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u6027\u80fd\u74f6\u9888<\/strong>\uff1a\u201c\u5b9e\u65f6\u63a8\u8350\u7cfb\u7edf\u54cd\u5e94\u5ef6\u8fdf\u4ece50ms\u5347\u81f3200ms\uff0c\u5982\u4f55\u5b9a\u4f4d\u95ee\u9898\uff1f\u201d\n<ul>\n<li><strong><em>\u8003\u5bdf\u70b9<\/em><\/strong>\uff1a\u5206\u5e03\u5f0f\u8ffd\u8e2a\uff08Jaeger\/Prometheus\uff09\u3001\u8ba1\u7b97\u56fe\u4f18\u5316\u3001\u6279\u5904\u7406\u4e0e\u6d41\u5904\u7406\u6743\u8861\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u707e\u96be\u6062\u590d<\/strong>\uff1a\u201c\u7ebf\u4e0a\u6a21\u578b\u56e0\u6570\u636e\u6f02\u79fb\u5bfc\u81f4\u9884\u6d4b\u5f02\u5e38\uff0c\u5982\u4f55\u81ea\u52a8\u89e6\u53d1\u56de\u6eda\u5e76\u901a\u77e5\u56e2\u961f\uff1f\u201d\n<ul>\n<li><strong><em>\u8003\u5bdf\u70b9<\/em><\/strong>\uff1a\u76d1\u63a7\u6307\u6807\u9608\u503c\u8bbe\u5b9a\uff08PSI\/Drift Score\uff09\u3001\u4e8b\u4ef6\u9a71\u52a8\u67b6\u6784\uff08Kafka\uff09\u3001\u544a\u8b66\u96c6\u6210\uff08PagerDuty\/Slack\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p> <img decoding=\"async\" class=\"wp-image-60513 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/08\/ai-interview-questions-1.png\"  alt=\"\" width=\"672\" height=\"450\" \/> <\/p>\n<h2><strong>\u5982\u4f55\u6709\u6548\u5e94\u5bf9\uff1aSTAR\u6cd5\u5219\u6df1\u5ea6\u89e3\u6790\u4e0e\u5e94\u7528<\/strong><\/h2>\n<p>STAR\u6cd5\u662f\u56de\u7b54\u884c\u4e3a\u548c\u9879\u76ee\u7c7b\u95ee\u9898\u7684\u5229\u5668\u3002\u63d0\u4f9b\u4e00\u4e2a\u5177\u4f53\u7684AI\u9879\u76ee\u793a\u4f8b\uff0c\u6765\u5c55\u793a\u5982\u4f55\u8fd0\u7528STAR\u6cd5\u5219\u6784\u5efa\u4e00\u4e2a\u6709\u8bf4\u670d\u529b\u7684\u56de\u7b54\u3002<\/p>\n<h4><strong>\u9762\u8bd5\u95ee\u9898\uff1a\u201c\u8bf7\u63cf\u8ff0\u4e00\u4e2a\u4f60\u8ba4\u4e3a\u6700\u6709\u6311\u6218\u6027\u7684AI\u9879\u76ee\u3002\u201d<\/strong><\/h4>\n<ul>\n<li><strong>S (Situation \u2013 \u60c5\u5883):<\/strong>\u00a0\u201c\u5728\u6211\u4e0a\u4e00\u5bb6\u516c\u53f8\uff0c\u6211\u4eec\u662f\u4e00\u4e2a\u5728\u7ebf\u6559\u80b2\u5e73\u53f0\u3002\u6211\u4eec\u53d1\u73b0\uff0c\u5c3d\u7ba1\u5185\u5bb9\u4f18\u8d28\uff0c\u4f46\u5b66\u751f\u7684\u8bfe\u7a0b\u5b8c\u6210\u7387\u666e\u904d\u504f\u4f4e\uff0c\u53ea\u6709\u7ea630%\uff0c\u8fd9\u4e25\u91cd\u5f71\u54cd\u4e86\u7528\u6237\u7559\u5b58\u548c\u7eed\u8d39\u7387\u3002\u201d<\/li>\n<li><strong>T (Task \u2013 \u4efb\u52a1):<\/strong>\u00a0\u201c\u6211\u7684\u4efb\u52a1\u662f\uff0c\u4f5c\u4e3a\u9879\u76ee\u7684\u4e3b\u8981\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u5e08\uff0c\u5f00\u53d1\u4e00\u4e2aAI\u9a71\u52a8\u7684\u4e2a\u6027\u5316\u5b66\u4e60\u8def\u5f84\u63a8\u8350\u7cfb\u7edf\u3002\u76ee\u6807\u662f\u901a\u8fc7\u4e3a\u6bcf\u4e2a\u5b66\u751f\u63a8\u8350\u6700\u9002\u5408\u4ed6\u4eec\u5f53\u524d\u6c34\u5e73\u548c\u5b66\u4e60\u8282\u594f\u7684\u5185\u5bb9\uff0c\u5c06\u8bfe\u7a0b\u5b8c\u6210\u7387\u63d0\u534715%\u3002\u201d<\/li>\n<li><strong>A (Action \u2013 \u884c\u52a8):<\/strong>\u00a0\u201c\u9996\u5148\uff0c\u6211\u4e3b\u5bfc\u4e86\u6570\u636e\u5206\u6790\u9636\u6bb5\uff0c\u901a\u8fc7\u5206\u6790\u5b66\u751f\u7684\u5386\u53f2\u5b66\u4e60\u884c\u4e3a\u6570\u636e\uff08\u5982\u89c6\u9891\u89c2\u770b\u65f6\u957f\u3001\u7ec3\u4e60\u9898\u6b63\u786e\u7387\u3001\u7ae0\u8282\u8df3\u8dc3\u884c\u4e3a\uff09\uff0c\u6211\u8bc6\u522b\u51fa\u4e86\u5f71\u54cd\u5b66\u4e60\u5b8c\u6210\u5ea6\u7684\u5173\u952e\u7279\u5f81\u3002\u5176\u6b21\uff0c\u5728\u6280\u672f\u9009\u578b\u4e0a\uff0c\u6211\u6ca1\u6709\u76f4\u63a5\u4f7f\u7528\u590d\u6742\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff0c\u800c\u662f\u5bf9\u6bd4\u4e86\u534f\u540c\u8fc7\u6ee4\u3001\u903b\u8f91\u56de\u5f52\u548c\u68af\u5ea6\u63d0\u5347\u6811\uff08GBT\uff09\u6a21\u578b\u3002\u8003\u8651\u5230\u6211\u4eec\u6570\u636e\u7684\u7a00\u758f\u6027\u548c\u5bf9\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u7684\u8981\u6c42\uff0c\u6211\u6700\u7ec8\u9009\u62e9\u4e86GBT\u6a21\u578b\uff0c\u56e0\u4e3a\u5b83\u5728\u6548\u679c\u548c\u6548\u7387\u4e0a\u53d6\u5f97\u4e86\u6700\u4f73\u5e73\u8861\u3002\u6211\u72ec\u7acb\u5b8c\u6210\u4e86\u7279\u5f81\u5de5\u7a0b\u3001\u6a21\u578b\u8bad\u7ec3\u548c\u8c03\u4f18\u7684\u5168\u90e8\u5de5\u4f5c\u3002\u4e3a\u4e86\u9a8c\u8bc1\u6548\u679c\uff0c\u6211\u4e0e\u5de5\u7a0b\u56e2\u961f\u5408\u4f5c\uff0c\u8bbe\u8ba1\u5e76\u5b9e\u65bd\u4e86\u4e00\u5957\u4e25\u683c\u7684A\/B\u6d4b\u8bd5\u6846\u67b6\uff0c\u5c0610%\u7684\u7528\u6237\u6d41\u91cf\u5206\u914d\u7ed9\u6211\u7684\u65b0\u63a8\u8350\u7cfb\u7edf\u3002\u201d<\/li>\n<li><strong>R (Result \u2013 \u7ed3\u679c):<\/strong>\u00a0\u201c\u7ecf\u8fc7\u4e00\u4e2a\u6708\u7684\u7ebf\u4e0aA\/B\u6d4b\u8bd5\uff0c\u5b9e\u9a8c\u7ec4\u7684\u5b66\u751f\u8bfe\u7a0b\u5b8c\u6210\u7387\u8fbe\u5230\u4e8635%\uff0c\u76f8\u6bd4\u5bf9\u7167\u7ec4\u768430%\u63d0\u5347\u4e86\u7ea616.7%\uff0c\u6210\u529f\u8d85\u8fc7\u4e86\u6211\u4eec15%\u7684\u76ee\u6807\u3002\u8fd9\u4e2a\u7cfb\u7edf\u7684\u4e0a\u7ebf\uff0c\u4e0d\u4ec5\u76f4\u63a5\u63d0\u5347\u4e86\u6838\u5fc3\u4e1a\u52a1\u6307\u6807\uff0c\u4e5f\u4e3a\u540e\u7eed\u66f4\u590d\u6742\u7684AI\u6559\u5b66\u5e94\u7528\uff08\u5982AI\u52a9\u6559\uff09\u6253\u4e0b\u4e86\u575a\u5b9e\u7684\u6570\u636e\u548c\u6280\u672f\u57fa\u7840\u3002\u8fd9\u4e2a\u9879\u76ee\u6700\u5927\u7684\u6311\u6218\u5728\u4e8e\u5e73\u8861\u6a21\u578b\u590d\u6742\u5ea6\u548c\u5de5\u7a0b\u5b9e\u73b0\u7684\u53ef\u884c\u6027\uff0c\u8ba9\u6211\u6df1\u523b\u7406\u89e3\u5230AI\u7684\u4ef7\u503c\u6700\u7ec8\u4f53\u73b0\u5728\u89e3\u51b3\u5b9e\u9645\u4e1a\u52a1\u95ee\u9898\u4e0a\u3002\u201d<\/li>\n<\/ul>\n<h2><strong>\u7ec8\u6781\u5907\u6218\u6307\u5357\uff1a\u4e00\u4efd\u53ef\u6267\u884c\u7684AI\u9762\u8bd5\u51c6\u5907\u8ba1\u5212<\/strong><\/h2>\n<p>\u7cfb\u7edf\u6027\u7684\u51c6\u5907\u662f\u6210\u529f\u7684\u5173\u952e\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u4e3a\u671f12\u5468\u7684\u5907\u6218\u8ba1\u5212\u5efa\u8bae\uff0c\u666e\u901a\u7528\u6237\u53ef\u4ee5\u6839\u636e\u81ea\u8eab\u60c5\u51b5\u8fdb\u884c\u8c03\u6574\u3002<\/p>\n<h3><strong>\u7b2c\u4e00\u9636\u6bb5\uff1a\u57fa\u7840\u5de9\u56fa (\u7b2c1-4\u5468)<\/strong><\/h3>\n<ul>\n<li><strong>\u5b66\u4e60\uff1a<\/strong>\u00a0\u7cfb\u7edf\u5b66\u4e60\u6216\u590d\u4e60Python\u7f16\u7a0b\u3001\u7ebf\u6027\u4ee3\u6570\u3001\u6982\u7387\u8bba\u548c\u7edf\u8ba1\u5b66\u57fa\u7840\u3002<\/li>\n<li><strong>\u8bfe\u7a0b\uff1a<\/strong>\u00a0\u8ddf\u968f\u4e00\u95e8\u7ecf\u5178\u7684\u5728\u7ebf\u8bfe\u7a0b\uff0c\u5982Coursera\u4e0a\u5434\u6069\u8fbe\u7684\u300a\u673a\u5668\u5b66\u4e60\u300b\u6216\u300a\u6df1\u5ea6\u5b66\u4e60\u4e13\u9879\u8bfe\u7a0b\u300b\u00a0\u3002<\/li>\n<li><strong>\u4e66\u7c4d\uff1a<\/strong>\u00a0\u9605\u8bfb\u300a\u7edf\u8ba1\u5b66\u4e60\u65b9\u6cd5\u300b\uff08\u674e\u822a\uff09\u6216\u201c\u897f\u74dc\u4e66\u201d\u300a\u673a\u5668\u5b66\u4e60\u300b\uff08\u5468\u5fd7\u534e\uff09\u7b49\u7ecf\u5178\u6559\u6750\u00a0\u3002<\/li>\n<li><strong>\u5237\u9898\uff1a<\/strong>\u00a0\u5f00\u59cb\u5728LeetCode\u4e0a\u5237\u4e0e\u6570\u636e\u7ed3\u6784\u548c\u7b97\u6cd5\u76f8\u5173\u7684\u7b80\u5355\u548c\u4e2d\u7b49\u96be\u5ea6\u7684\u9898\u76ee\u00a0\u3002<\/li>\n<\/ul>\n<h3><strong>\u7b2c\u4e8c\u9636\u6bb5\uff1a\u6df1\u5ea6\u5b66\u4e60\u4e0e\u9879\u76ee\u5b9e\u8df5 (\u7b2c5-8\u5468)<\/strong><\/h3>\n<ul>\n<li><strong>\u5b66\u4e60\uff1a<\/strong>\u00a0\u6df1\u5165\u5b66\u4e60\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\uff0c\u5982CNN\u3001RNN\u3001Transformer\u7b49\u3002\u53ef\u4ee5\u5b66\u4e60\u65af\u5766\u798f\u7684CS231n\uff08\u8ba1\u7b97\u673a\u89c6\u89c9\uff09\u6216CS224n\uff08\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff09\u8bfe\u7a0b\u00a0\u3002<\/li>\n<li><strong>\u9879\u76ee\uff1a<\/strong>\u00a0\u5728Kaggle\u4e0a\u53c2\u52a0\u4e00\u4e2a\u5165\u95e8\u7ea7\u6bd4\u8d5b\uff0c\u6216\u8005\u5728GitHub\u4e0a\u5bfb\u627e\u4e00\u4e2a\u611f\u5174\u8da3\u7684\u5f00\u6e90\u9879\u76ee\u8fdb\u884c\u590d\u73b0\u548c\u6539\u8fdb\u00a0\u3002<strong>\u52a8\u624b\u5b9e\u8df5\u4e00\u4e2a\u7aef\u5230\u7aef\u7684\u9879\u76ee<\/strong>\uff0c\u4f8b\u5982\uff0c\u5229\u7528LangChain\u642d\u5efa\u4e00\u4e2a\u7b80\u5355\u7684RAG\u95ee\u7b54\u673a\u5668\u4eba\u00a0\uff0c\u5e76\u64b0\u5199\u8be6\u7ec6\u7684\u9879\u76ee\u62a5\u544a\u3002<\/li>\n<li><strong>\u4e66\u7c4d\uff1a<\/strong>\u00a0\u9605\u8bfb\u300a\u6df1\u5ea6\u5b66\u4e60\u300b\uff08\u82b1\u4e66\uff09\u3002<\/li>\n<\/ul>\n<h3><strong>\u7b2c\u4e09\u9636\u6bb5\uff1a\u51b2\u523a\u4e0e\u6f14\u7ec3 (\u7b2c9-12\u5468)<\/strong><\/h3>\n<ul>\n<li><strong>\u5237\u9898\uff1a<\/strong>\u00a0\u805a\u7126LeetCode\u4e0a\u7684\u9ad8\u9891\u9762\u8bd5\u9898\uff08Top 100 Liked Questions\uff09\u548c\u4e0eAI\u76f8\u5173\u7684\u7f16\u7a0b\u9898\u00a0\u3002<\/li>\n<li><strong>\u7cfb\u7edf\u8bbe\u8ba1\uff1a<\/strong>\u00a0\u5b66\u4e60\u5e76\u7ec3\u4e60\u673a\u5668\u5b66\u4e60\u7cfb\u7edf\u8bbe\u8ba1\u95ee\u9898\uff0c\u5982\u8bbe\u8ba1\u63a8\u8350\u7cfb\u7edf\u3001\u5e7f\u544a\u7cfb\u7edf\u7b49\u3002<\/li>\n<li><strong>\u6a21\u62df\u9762\u8bd5\uff1a<\/strong>\u00a0\u8fd9\u662f\u6700\u5173\u952e\u7684\u73af\u8282\u3002\n<ul>\n<li><strong>AI\u6a21\u62df\u9762\u8bd5\u5e73\u53f0\uff1a<\/strong>\u00a0\u4f7f\u7528AI\u9a71\u52a8\u7684\u5e73\u53f0\u8fdb\u884c\u9ad8\u9891\u6b21\u7684\u95ee\u7b54\u6f14\u7ec3\uff0c\u5982Interviewsb.y.ai, Interview Master, AI-mock-Interview\u7b49\uff0c\u8fd9\u4e9b\u5e73\u53f0\u53ef\u4ee5\u63d0\u4f9b\u5b9e\u65f6\u53cd\u9988\u00a0\u3002<\/li>\n<li><strong>\u771f\u4eba\u6a21\u62df\u9762\u8bd5\uff1a<\/strong>\u00a0\u4e0e\u540c\u5b66\u3001\u670b\u53cb\u6216\u901a\u8fc7Pramp\u3001Interviewing.io\u7b49\u5e73\u53f0\u8fdb\u884c\u771f\u4eba\u6a21\u62df\u9762\u8bd5\uff0c\u83b7\u5f97\u4e0d\u540c\u89d2\u5ea6\u7684\u53cd\u9988\u00a0\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u884c\u4e3a\u95ee\u9898\u51c6\u5907\uff1a<\/strong>\u00a0\u6839\u636eSTAR\u6cd5\u5219\uff0c\u51c6\u5907\u5e76\u53cd\u590d\u6f14\u7ec33-5\u4e2a\u6838\u5fc3\u9879\u76ee\u6545\u4e8b\u00a0\u3002<\/li>\n<li><strong>\u884c\u4e1a\u8ffd\u8e2a\uff1a<\/strong>\u00a0\u5173\u6ce8\u6700\u65b0\u7684\u6280\u672f\u52a8\u6001\u548c\u8bba\u6587\uff0c\u4e3a\u5f00\u653e\u6027\u95ee\u9898\u51c6\u5907\u7d20\u6750\u3002<\/li>\n<\/ul>\n<table>\n<thead>\n<tr>\n<th><strong>\u51c6\u5907\u7ef4\u5ea6<\/strong><\/th>\n<th><strong>\u5177\u4f53\u884c\u52a8<\/strong><\/th>\n<th><strong>\u8d44\u6e90\u63a8\u8350\uff082025\u6700\u65b0\uff09<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u77e5\u8bc6\u4f53\u7cfb<\/strong><\/td>\n<td>\u25b6 \u6280\u672f\u5c97\uff1a\u7cbe\u8bfb\u300aGenerative AI in Action\u300b\uff08Manning 2025\uff09<br \/> \u25b6 \u6cbb\u7406\u5c97\uff1a\u7814\u7a76NIST AI RMF\u6846\u67b6\uff08v2.0\uff09<\/td>\n<td>\u514d\u8d39\u8bfe\u7a0b\uff1aDeepLearning.AI\u300aPrompt Engineering\u8fdb\u9636\u300b<\/td>\n<\/tr>\n<tr>\n<td><strong>\u5b9e\u6218\u9a8c\u8bc1<\/strong><\/td>\n<td>\u25b6 48\u5c0f\u65f6\u5185\u5b8c\u62101\u4e2a\u7aef\u5230\u7aef\u9879\u76ee\uff08\u5982\uff1a\u7528LangChain+Fireworks AI\u642d\u5efa\u884c\u4e1a\u77e5\u8bc6\u52a9\u624b\uff09<br \/> \u25b6 \u5728Kaggle\u63d0\u4ea43\u4e2a\u76f8\u5173\u89e3\u51b3\u65b9\u6848<\/td>\n<td>\u5e73\u53f0\uff1aCodalab\uff08\u81ea\u52a8\u5316MLOps\u6c99\u76d2\u73af\u5883\uff09<\/td>\n<\/tr>\n<tr>\n<td><strong>\u5dee\u5f02\u5316\u7b56\u7565<\/strong><\/td>\n<td>\u25b6 \u6280\u672f\u5c97\uff1a\u8d21\u732e1\u4e2aGitHub\u5343\u661f\u9879\u76ee\u6838\u5fc3\u6a21\u5757<br \/> \u25b6 \u6cbb\u7406\u5c97\uff1a\u53d1\u5e031\u7bc7AI\u4f26\u7406\u5408\u89c4\u89e3\u8bfb\u6587\u7ae0\uff08\u77e5\u4e4e\/Medium\uff09<br \/> \u25b6 MLOps\u5c97\uff1a\u4f18\u5316\u67d0\u5f00\u6e90\u9879\u76ee\u63a8\u7406\u5ef6\u8fdf\u226530%\uff08\u9644\u6027\u80fd\u62a5\u544a\uff09<\/td>\n<td>\u5de5\u5177\uff1aWeights &#038; Biases\uff08\u6a21\u578b\u8ffd\u8e2a\u795e\u5668\uff09<\/td>\n<\/tr>\n<tr>\n<td><strong>\u4e34\u573a\u5e94\u5bf9<\/strong><\/td>\n<td>\u25b6 \u7528AI\u6a21\u62df\u9762\u8bd5\u5de5\u5177\u6bcf\u65e5\u6f14\u7ec3\uff08\u63a8\u8350\uff1aInterviewMaster.ai\uff09<br \/> \u25b6 \u9488\u5bf9\u76ee\u6807\u5c97\u4f4d\u5b9a\u52363\u4e2a\u201c\u6740\u624b\u7ea7\u6848\u4f8b\u201d\uff08STAR\u6cd5\u5219+\u91cf\u5316\u7ed3\u679c\uff09<\/td>\n<td>\u9898\u5e93\uff1aGlassdoor\u5b9e\u65f6\u9762\u7ecf\uff08\u6309\u516c\u53f8\u7b5b\u9009\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>AI\u9762\u8bd5\u7684\u672c\u8d28\u662f<strong>\u7528\u5de5\u7a0b\u5316\u601d\u7ef4\u89e3\u51b3\u4eba\u624d\u7b5b\u9009\u7684\u4e0d\u786e\u5b9a\u6027<\/strong>\u3002\u57282025\u5e74\u8fd9\u4e2a\u6280\u672f\u7206\u70b8\u4e0e\u76d1\u7ba1\u6210\u578b\u7684\u5173\u952e\u8282\u70b9\uff0c\u80dc\u51fa\u8005\u6c38\u8fdc\u662f\u90a3\u4e9b<strong>\u7528\u6280\u672f\u80fd\u529b\u521b\u9020\u5546\u4e1a\u4ef7\u503c\uff0c\u7528\u4f26\u7406\u610f\u8bc6\u89c4\u907f\u7cfb\u7edf\u6027\u98ce\u9669<\/strong>\u7684\u8de8\u754c\u4eba\u624d\u3002\u9762\u8bd5\u5b98\u671f\u5f85\u7684\u5e76\u975e\u5b8c\u7f8e\u7b54\u6848\uff0c\u800c\u662f\u4f60\u5982\u4f55\u5c06\u590d\u6742\u95ee\u9898\u62c6\u89e3\u4e3a\u53ef\u6267\u884c\u8def\u5f84\u7684\u601d\u7ef4\u786c\u5ea6\u2014\u2014\u8fd9\u6b63\u662fAI\u65e0\u6cd5\u66ff\u4ee3\u7684\u4eba\u7c7b\u6838\u5fc3\u7ade\u4e89\u529b\u3002\u672a\u6765\u5341\u5e74\u4ecd\u662fAI\u7684\u9ec4\u91d1\u65f6\u4ee3\uff0c\u4f46\u673a\u4f1a\u53ea\u7559\u7ed9\u6709\u51c6\u5907\u7684\u67b6\u6784\u8005\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u968f\u7740\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u6280\u672f\u5728\u5404\u884c\u5404\u4e1a\u7684\u6e17\u900f\uff0cAI\u76f8\u5173\u5c97\u4f4d\u7684\u4eba\u624d\u9700\u6c42\u6301\u7eed\u9ad8\u6da8\u30022025\u5e74\uff0cAI\u9886\u57df\u7684\u62db\u8058\u5e02\u573a\u5df2\u76f8\u5f53\u6210\u719f\uff0c\u9762\u8bd5\u6d41\u7a0b\u4e5f\u65e5\u8d8b\u6807\u51c6\u5316\u548c\u4e13\u4e1a\u5316\u3002\u5bf9\u4e8e\u5e0c\u671b\u8fdb\u5165\u6216\u5728\u8be5\u9886\u57df\u53d1\u5c55\u7684\u666e\u901a\u7528\u6237\u800c\u8a00\uff0c\u4e86\u89e3AI\u9762\u8bd5\u7684\u6838\u5fc3\u903b\u8f91\u3001\u5e38\u89c1\u95ee\u9898\u7c7b\u578b\u4ee5\u53ca\u6709\u6548\u7684\u5e94\u5bf9\u7b56\u7565\u81f3\u5173\u91cd\u8981\u3002\u672c\u6587\u7cfb\u7edf\u6027\u5730\u68b3\u7406AI\u9762\u8bd5\u4e2d\u6700\u5e38\u88ab\u95ee\u5230\u7684\u95ee\u9898\uff0c\u7ed3\u5408\u5f53\u524d\uff082025\u5e74\uff09\u7684\u6280\u672f\u8d8b\u52bf\uff0c\u63d0\u4f9b\u5168\u9762\u3001\u53ef\u6267\u884c\u7684\u5e94\u5bf9\u4e0e\u51c6\u5907\u6307\u5357\uff0c\u5e2e\u52a9\u6c42\u804c\u8005\u5728\u6fc0\u70c8\u7684\u7ade\u4e89\u4e2d\u8131\u9896\u800c\u51fa\u3002 AI\u9762\u8bd5\u95ee\u9898\u7684\u6838\u5fc3\u5206\u7c7b\u4e0e\u8003\u5bdf\u8981\u70b9 AI\u9762\u8bd5\u5168\u9762\u8bc4\u4f30\u5019\u9009\u4eba\u7684\u7efc\u5408\u80fd\u529b\uff0c\u95ee\u9898\u53ef\u4ee5\u5f52\u4e3a\u56db\u5927\u7c7b\u3002\u7406\u89e3\u8fd9\u4e9b\u5206\u7c7b\u6709\u52a9\u4e8e\u6c42\u804c\u8005\u4ece\u5b8f\u89c2\u4e0a\u628a\u63e1\u9762\u8bd5\u5b98\u7684\u8003\u5bdf\u610f\u56fe \u3002 \u6280\u672f\u4e0e\u77e5\u8bc6\u6027\u95ee\u9898 (Technical &amp; Knowledge-based Questions) \u8fd9\u7c7b\u95ee\u9898\u662fAI\u9762\u8bd5\u7684\u57fa\u77f3\uff0c\u4e3b\u8981\u8003\u5bdf\u5019\u9009\u4eba\u5bf9AI\u57fa\u7840\u7406\u8bba\u3001\u6838\u5fc3\u7b97\u6cd5\u548c\u76f8\u5173\u5de5\u5177\u7684\u638c\u63e1\u7a0b\u5ea6\u00a0\u3002\u9762\u8bd5\u5b98\u5e0c\u671b\u901a\u8fc7\u8fd9\u4e9b\u95ee\u9898\u786e\u8ba4\u4f60\u7684\u6280\u672f\u529f\u5e95\u662f\u5426\u624e\u5b9e\u3002 \u5e38\u89c1\u95ee\u9898\u793a\u4f8b\uff1a \u201c\u8bf7\u89e3\u91ca\u4e00\u4e0b\u4ec0\u4e48\u662f\u673a\u5668\u5b66\u4e60\uff1f\u5b83\u548c\u4f20\u7edf\u7f16\u7a0b\u6709\u4ec0\u4e48\u533a\u522b\uff1f\u201d \u201c\u8bf7\u63cf\u8ff0\u68af\u5ea6\u4e0b\u964d\uff08Gradient Descent\uff09\u7684\u5de5\u4f5c\u539f\u7406\u3002\u201d \u201c\u4ec0\u4e48\u662f\u8fc7\u62df\u5408\uff08Overfitting\uff09\u548c\u6b20\u62df\u5408\uff08Underfitting\uff09\uff1f\u6709\u54ea\u4e9b\u65b9\u6cd5\u53ef\u4ee5\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff1f\u201d \u201c\u8bf7\u89e3\u91ca\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u548c\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u7684\u6838\u5fc3\u601d\u60f3\u53ca\u5176\u9002\u7528\u573a\u666f\u3002\u201d \u201c\u4f60\u5e38\u7528\u7684\u6a21\u578b\u8bc4\u4f30\u6307\u6807\u6709\u54ea\u4e9b\uff08\u5982\u51c6\u786e\u7387\u3001\u7cbe\u786e\u7387\u3001\u53ec\u56de\u7387\u3001F1\u5206\u6570\u3001AUC-ROC\uff09\uff1f\u5b83\u4eec\u5404\u81ea\u7684\u4f18\u7f3a\u70b9\u662f\u4ec0\u4e48\uff1f\u201d \u201c\u8bf7\u89e3\u91ca\u4e00\u4e0bL1\u548cL2\u6b63\u5219\u5316\u7684\u533a\u522b\u548c\u4f5c\u7528\u3002\u201d \u5e94\u5bf9\u7b56\u7565\u4e0e\u8003\u5bdf\u8981\u70b9\uff1a \u6df1\u5ea6\u7406\u89e3\u800c\u975e\u6b7b\u8bb0\u786c\u80cc\uff1a\u00a0\u4e0d\u4ec5\u8981\u80fd\u8bf4\u51fa\u5b9a\u4e49\uff0c\u66f4\u8981\u80fd\u89e3\u91ca\u5176\u80cc\u540e\u7684\u6570\u5b66\u539f\u7406\u3001\u5e94\u7528\u573a\u666f\u548c\u5c40\u9650\u6027\u00a0\u3002\u4f8b\u5982\uff0c\u89e3\u91ca\u6b63\u5219\u5316\u65f6\uff0c\u6700\u597d\u80fd\u4ece\u6570\u5b66\u4e0a\u8bf4\u660e\u5b83\u662f\u5982\u4f55\u60e9\u7f5a\u590d\u6742\u6a21\u578b\u7684\u3002 \u5efa\u7acb\u77e5\u8bc6\u4f53\u7cfb\uff1a\u00a0\u5c06\u96f6\u6563\u7684\u77e5\u8bc6\u70b9\uff08\u5982\u4e0d\u540c\u7b97\u6cd5\u3001\u6fc0\u6d3b\u51fd\u6570\u3001\u635f\u5931\u51fd\u6570\uff09\u7cfb\u7edf\u5730\u4e32\u8054\u8d77\u6765\uff0c\u5f62\u6210\u81ea\u5df1\u7684\u77e5\u8bc6\u6846\u67b6\u3002 \u4fdd\u6301\u77e5\u8bc6\u66f4\u65b0\uff1a\u00a0AI\u9886\u57df\u6280\u672f\u8fed\u4ee3\u8fc5\u901f\uff0c\u9700\u8981\u5bf9\u6700\u65b0\u7684\u7814\u7a76\u548c\u6280\u672f\u4fdd\u6301\u5173\u6ce8\u00a0\u3002 \u884c\u4e3a\u4e0e\u60c5\u5883\u6027\u95ee\u9898 (Behavioral &amp; Situational Questions) \u8fd9\u7c7b\u95ee\u9898\u7528\u4e8e\u8bc4\u4f30\u5019\u9009\u4eba\u7684\u8f6f\u6280\u80fd\uff0c\u5982\u89e3\u51b3\u95ee\u9898\u7684\u80fd\u529b\u3001\u56e2\u961f\u534f\u4f5c\u3001\u6c9f\u901a\u6280\u5de7\u3001\u9886\u5bfc\u529b\u4ee5\u53ca\u5728\u538b\u529b\u4e0b\u7684\u8868\u73b0\u00a0\u3002\u9762\u8bd5\u5b98\u76f8\u4fe1\u201c\u8fc7\u53bb\u7684\u8868\u73b0\u662f\u672a\u6765\u884c\u4e3a\u7684\u6700\u4f73\u9884\u6d4b\u201d\u00a0\u3002 \u5e38\u89c1\u95ee\u9898\u793a\u4f8b\uff1a \u201c\u8bf7\u63cf\u8ff0\u4e00\u4e2a\u4f60\u9047\u5230\u7684\u6700\u56f0\u96be\u7684\u6280\u672f\u6311\u6218\uff0c\u4ee5\u53ca\u4f60\u662f\u5982\u4f55\u89e3\u51b3\u7684\uff1f\u201d \u201c\u4f60\u5982\u4f55\u4e0e\u975e\u6280\u672f\u80cc\u666f\u7684\u540c\u4e8b\uff08\u5982\u4ea7\u54c1\u7ecf\u7406\u3001\u8bbe\u8ba1\u5e08\uff09\u6c9f\u901a\u4e00\u4e2a\u590d\u6742\u7684\u6280\u672f\u65b9\u6848\uff1f\u201d \u201c\u5f53\u4f60\u7684\u6a21\u578b\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u8868\u73b0\u4e0d\u5982\u9884\u671f\u65f6\uff0c\u4f60\u4f1a\u5982\u4f55\u6392\u67e5\u95ee\u9898\uff1f\u201d \u201c\u63cf\u8ff0\u4e00\u6b21\u4f60\u56e0\u4e3a\u6570\u636e\u6216\u6a21\u578b\u7ed3\u679c\u4e0e\u56e2\u961f\u6210\u5458\u4ea7\u751f\u610f\u89c1\u5206\u6b67\u7684\u7ecf\u5386\uff0c\u4f60\u662f\u5982\u4f55\u5904\u7406\u7684\uff1f\u201d \u201c\u4f60\u662f\u5982\u4f55\u4fdd\u6301\u5bf9AI\u9886\u57df\u65b0\u6280\u672f\u3001\u65b0\u8d8b\u52bf\u7684\u5b66\u4e60\u7684\uff1f\u201d \u5e94\u5bf9\u7b56\u7565\u4e0e\u8003\u5bdf\u8981\u70b9\uff1a STAR\u6cd5\u5219\uff1a\u00a0\u8fd9\u662f\u56de\u7b54\u884c\u4e3a\u95ee\u9898\u7684\u9ec4\u91d1\u6807\u51c6\u3002\u4f60\u9700\u8981\u7ed3\u6784\u5316\u5730\u8bb2\u8ff0\u4e00\u4e2a\u5b8c\u6574\u7684\u6545\u4e8b\uff1a S (Situation):\u00a0\u63cf\u8ff0\u4f60\u6240\u5904\u7684\u60c5\u5883\u548c\u80cc\u666f\u3002 T (Task):\u00a0\u8bf4\u660e\u4f60\u9762\u4e34\u7684\u5177\u4f53\u4efb\u52a1\u6216\u76ee\u6807\u3002 A (Action):\u00a0\u8be6\u7ec6\u63cf\u8ff0\u4f60\u91c7\u53d6\u4e86\u54ea\u4e9b\u5177\u4f53\u884c\u52a8\uff0c\u8fd9\u662f\u56de\u7b54\u7684\u6838\u5fc3\uff0c\u5e94\u7a81\u51fa\u4f60\u7684\u4e2a\u4eba\u8d21\u732e\u548c\u601d\u8003\u8fc7\u7a0b\u00a0\u3002 R (Result):\u00a0\u91cf\u5316\u6216\u6e05\u6670\u5730\u5c55\u793a\u4f60\u7684\u884c\u52a8\u5e26\u6765\u4e86\u4ec0\u4e48\u7ed3\u679c\u6216\u4f60\u4ece\u4e2d\u5b66\u5230\u4e86\u4ec0\u4e48\u00a0\u3002 \u63d0\u524d\u51c6\u5907\u6545\u4e8b\u5e93\uff1a\u00a0\u9488\u5bf9\u5e38\u89c1\u7684\u884c\u4e3a\u95ee\u9898\uff0c\u63d0\u524d\u51c6\u59072-3\u4e2a\u80fd\u4f53\u73b0\u4f60\u4e0d\u540c\u65b9\u9762\u80fd\u529b\u7684\u9879\u76ee\u7ecf\u5386\u6216\u6545\u4e8b\u3002 \u9879\u76ee\u7ecf\u9a8c\u4e0e\u5b9e\u8df5\u95ee\u9898 (Project Experience &amp; Practical Questions) \u8fd9\u7c7b\u95ee\u9898\u76f4\u63a5\u5173\u8054\u4f60\u7684\u7b80\u5386\uff0c\u6df1\u5165\u6316\u6398\u4f60\u7684\u5b9e\u9645\u52a8\u624b\u80fd\u529b\u548c\u9879\u76ee\u8d21\u732e \u3002\u9762\u8bd5\u5b98\u5e0c\u671b\u4e86\u89e3\u4f60\u4e0d\u4ec5\u4ec5\u662f\u201c\u77e5\u9053\u201d\uff0c\u66f4\u662f\u201c\u505a\u8fc7\u201d\u3002 \u5e38\u89c1\u95ee\u9898\u793a\u4f8b\uff1a \u201c\u8bf7\u8be6\u7ec6\u4ecb\u7ecd\u4e00\u4e0b\u4f60\u7b80\u5386\u4e0a\u7684[\u67d0\u4e2a\u9879\u76ee]\uff0c\u4f60\u5728\u5176\u4e2d\u626e\u6f14\u4e86\u4ec0\u4e48\u89d2\u8272\uff1f\u5177\u4f53\u8d1f\u8d23\u4e86\u54ea\u4e9b\u5de5\u4f5c\uff1f\u201d<\/p>\n","protected":false},"author":1,"featured_media":3212,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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