{"id":35150,"date":"2025-03-11T15:29:04","date_gmt":"2025-03-11T07:29:04","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=35150"},"modified":"2025-03-11T15:29:04","modified_gmt":"2025-03-11T07:29:04","slug":"%e5%85%a8%e6%a0%88%e5%8f%af%e8%a7%82%e6%b5%8b%e6%80%a7%e5%9c%a8%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e5%92%8c%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e4%b8%ad%e7%9a%84%e5%ba%94%e7%94%a8%e4%bb%b7%e5%80%bc","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/35150.html","title":{"rendered":"\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u5728\u4eba\u5de5\u667a\u80fd\u548c\u673a\u5668\u5b66\u4e60\u4e2d\u7684\u5e94\u7528\u4ef7\u503c\u662f\u4ec0\u4e48\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/LJ7907.jpg\" alt=\"\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u5728\u4eba\u5de5\u667a\u80fd\u548c\u673a\u5668\u5b66\u4e60\u4e2d\u7684\u5e94\u7528\u4ef7\u503c\u662f\u4ec0\u4e48\uff1f\" ><\/p>\n<\/p>\n<hr>\n<p><strong>\u5f53\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u5728\u533b\u7597\u8bca\u65ad\u4e2d\u51fa\u73b0\u8bef\u5224\uff0c\u5f53\u81ea\u52a8\u9a7e\u9a76\u7b97\u6cd5\u56e0\u6570\u636e\u504f\u5dee\u5f15\u53d1\u4e8b\u6545\uff0c\u5f53\u91d1\u878d\u98ce\u63a7\u6a21\u578b\u7a81\u7136\u5931\u6548\u2014\u2014\u8fd9\u4e9b\u573a\u666f\u6b63\u5728\u5012\u903c\u884c\u4e1a\u601d\u8003\uff1a\u5982\u4f55\u8ba9AI\u7684&rdquo;\u9ed1\u7bb1&rdquo;\u900f\u660e\u5316\uff1f<\/strong> \u6839\u636eGartner\u9884\u6d4b\uff0c\u52302026\u5e74\u5c06\u670940%\u7684AI\u9879\u76ee\u56e0\u53ef\u89c2\u6d4b\u6027\u4e0d\u8db3\u800c\u5931\u8d25\u3002\u5728\u8fd9\u573a\u6280\u672f\u9769\u547d\u4e2d\uff0c<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5168\u6808\u53ef\u89c2\u6d4b<\/a>\u6027<\/strong>\u6b63\u4ece\u8fd0\u7ef4\u5de5\u5177\u8fdb\u5316\u4e3aAI\u7cfb\u7edf\u7684&rdquo;\u795e\u7ecf\u7cfb\u7edf&rdquo;\uff0c\u4e3a\u7b97\u6cd5\u51b3\u7b56\u63d0\u4f9b\u4ece\u6570\u636e\u8f93\u5165\u5230\u6a21\u578b\u8f93\u51fa\u7684\u5168\u7a0b\u900f\u89c6\u80fd\u529b\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u7834\u5c40ai\u9ed1\u7bb1-\u53ef\u89c2\u6d4b\u6027\u7684\u8ba4\u77e5\u5347\u7ef4\">\u4e00\u3001\u7834\u5c40AI\u9ed1\u7bb1\uff1a\u53ef\u89c2\u6d4b\u6027\u7684\u8ba4\u77e5\u5347\u7ef4<\/h3>\n<p>\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u805a\u7126\u4e8e\u670d\u52a1\u5668\u72b6\u6001\u6216API\u54cd\u5e94\u65f6\u95f4\uff0c\u4f46\u9762\u5bf9\u7531\u6570\u636e\u5904\u7406\u3001\u7279\u5f81\u5de5\u7a0b\u3001\u6a21\u578b\u8bad\u7ec3\u3001\u63a8\u7406\u670d\u52a1\u6784\u6210\u7684AI\u6280\u672f\u6808\uff0c\u8fd9\u79cd\u5355\u4e00\u7ef4\u5ea6\u7684\u76d1\u63a7\u5982\u540c&rdquo;\u76f2\u4eba\u6478\u8c61&rdquo;\u3002<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5168\u6808\u53ef\u89c2\u6d4b<\/a>\u6027<\/strong>\u901a\u8fc7\u6574\u5408<strong>\u65e5\u5fd7\uff08Logs\uff09\u3001\u6307\u6807\uff08Metrics\uff09\u3001\u8ffd\u8e2a\uff08Traces\uff09<\/strong>\u4e09\u7ef4\u6570\u636e\uff0c\u6784\u5efa\u8d77\u8986\u76d6\u6570\u636e\u7ba1\u9053\u3001\u7b97\u6cd5\u8fed\u4ee3\u3001\u670d\u52a1\u90e8\u7f72\u7684\u5168\u94fe\u8def\u89c2\u6d4b\u4f53\u7cfb\u3002<\/p>\n<p>\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9879\u76ee\u4e2d\uff0c\u67d0\u7535\u5546\u5e73\u53f0\u53d1\u73b0\u63a8\u8350\u6a21\u578b\u70b9\u51fb\u7387\u4e0b\u964d5%\u3002\u901a\u8fc7\u690d\u5165\u53ef\u89c2\u6d4b\u6027\u63a2\u9488\uff0c\u5de5\u7a0b\u5e08\u4e0d\u4ec5\u5b9a\u4f4d\u5230\u662f\u7279\u5f81\u7f16\u7801\u5668\u7248\u672c\u51b2\u7a81\uff0c\u66f4\u8ffd\u6eaf\u81f3\u4e09\u5929\u524d\u67d0\u6b21\u6570\u636e\u66f4\u65b0\u7684\u7edf\u8ba1\u5206\u5e03\u504f\u79fb\u3002\u8fd9\u79cd<strong>\u8de8\u5c42\u5173\u8054\u5206\u6790<\/strong>\u80fd\u529b\uff0c\u4f7f\u5f97AI\u7cfb\u7edf\u7684\u5f02\u5e38\u68c0\u6d4b\u4ece&rdquo;\u7ed3\u679c\u7ea0\u9519&rdquo;\u5347\u7ea7\u4e3a&rdquo;\u8fc7\u7a0b\u9884\u9632&rdquo;\u3002<\/p>\n<hr>\n<h3 id=\"\u4e8c-\u91cd\u5851mlops\u751f\u547d\u5468\u671f\u7684\u56db\u5927\u652f\u70b9\">\u4e8c\u3001\u91cd\u5851MLOps\u751f\u547d\u5468\u671f\u7684\u56db\u5927\u652f\u70b9<\/h3>\n<h4 id=\"1-\u6570\u636e\u8d28\u91cf\u7684\u8840\u8109\u76d1\u63a7\">1. <strong>\u6570\u636e\u8d28\u91cf\u7684\u8840\u8109\u76d1\u63a7<\/strong><\/h4>\n<p>\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u9690\u853d\u95ee\u9898\u5982\u540c&rdquo;\u6162\u6027\u6bd2\u836f&rdquo;\u3002\u67d0\u533b\u7597AI\u56e2\u961f\u901a\u8fc7\u53ef\u89c2\u6d4b\u5e73\u53f0\u53d1\u73b0\uff0cCT\u5f71\u50cf\u9884\u5904\u7406\u73af\u8282\u56e0GPU\u5185\u5b58\u6ea2\u51fa\u5bfc\u81f415%\u7684\u5207\u7247\u4e22\u5931\u3002\u901a\u8fc7\u5efa\u7acb<strong>\u6570\u636e\u8c31\u7cfb\u8ffd\u8e2a<\/strong>\uff0c\u7cfb\u7edf\u80fd\u81ea\u52a8\u6807\u8bb0\u5f02\u5e38\u6570\u636e\u6d41\uff0c\u5e76\u89e6\u53d1\u7279\u5f81\u5206\u5e03\u5bf9\u6bd4\u62a5\u8b66\uff0c\u5c06\u6a21\u578b\u8fed\u4ee3\u5468\u671f\u7f29\u77ed40%\u3002<\/p>\n<h4 id=\"2-\u6a21\u578b\u8bad\u7ec3\u7684x\u5149\u900f\u89c6\">2. <strong>\u6a21\u578b\u8bad\u7ec3\u7684X\u5149\u900f\u89c6<\/strong><\/h4>\n<p>\u4f20\u7edf\u7684loss\u66f2\u7ebf\u5df2\u65e0\u6cd5\u89e3\u91catransformer\u7b49\u590d\u6742\u6a21\u578b\u7684\u8bad\u7ec3\u52a8\u6001\u3002\u96c6\u6210\u53ef\u89c2\u6d4b\u6027\u5de5\u5177\u540e\uff0c\u7b97\u6cd5\u5de5\u7a0b\u5e08\u53ef\u4ee5\u5b9e\u65f6\u67e5\u770b<strong>\u68af\u5ea6\u5206\u5e03\u70ed\u529b\u56fe<\/strong>\u3001<strong>\u6ce8\u610f\u529b\u6743\u91cd\u8fc1\u79fb<\/strong>\u7b49\u5fae\u89c2\u6307\u6807\u3002\u8fd9\u5728\u8054\u90a6\u5b66\u4e60\u573a\u666f\u4e2d\u5c24\u5176\u5173\u952e\u2014\u2014\u5f53\u67d0\u4e2a\u53c2\u4e0e\u65b9\u7684\u672c\u5730\u66f4\u65b0\u5bfc\u81f4\u5168\u5c40\u6a21\u578b\u504f\u79bb\u65f6\uff0c\u7279\u5f81\u91cd\u8981\u6027\u5206\u6790\u80fd\u5feb\u901f\u9501\u5b9a\u95ee\u9898\u8282\u70b9\u3002<\/p>\n<h4 id=\"3-\u63a8\u7406\u670d\u52a1\u7684\u52a8\u6001\u89e3\u5256\">3. <strong>\u63a8\u7406\u670d\u52a1\u7684\u52a8\u6001\u89e3\u5256<\/strong><\/h4>\n<p>\u63a8\u7406\u5ef6\u8fdf\u98d9\u5347\u672a\u5fc5\u6e90\u81ea\u8ba1\u7b97\u8d44\u6e90\u4e0d\u8db3\u3002\u67d0\u81ea\u52a8\u9a7e\u9a76\u516c\u53f8\u901a\u8fc7<strong>\u7aef\u5230\u7aef\u8ffd\u8e2a<\/strong>\u53d1\u73b0\uff0c\u56fe\u50cf\u9884\u5904\u7406\u4e2d\u7684\u5f02\u5e38\u503c\u8fc7\u6ee4\u7b97\u6cd5\u6d88\u8017\u4e8683%\u7684\u63a8\u7406\u65f6\u95f4\u3002\u66f4\u6df1\u523b\u7684\u662f\uff0c\u53ef\u89c2\u6d4b\u6570\u636e\u63ed\u793a\u51fa\u67d0\u4e9b\u8fb9\u7f18\u6848\u4f8b\u4f1a\u89e6\u53d1\u591a\u4e2a\u6a21\u578b\u7684\u7ea7\u8054\u8c03\u7528\uff0c\u8fd9\u79cd\u67b6\u6784\u7f3a\u9677\u76f4\u63a5\u5bfc\u81f499\u5206\u4f4d\u5ef6\u8fdf\u8d85\u6807\u3002<\/p>\n<h4 id=\"4-\u6982\u5ff5\u6f02\u79fb\u7684\u65e9\u671f\u9884\u8b66\">4. <strong>\u6982\u5ff5\u6f02\u79fb\u7684\u65e9\u671f\u9884\u8b66<\/strong><\/h4>\n<p>\u5f53\u7528\u6237\u884c\u4e3a\u6a21\u5f0f\u53d8\u5316\u5bfc\u81f4\u6a21\u578b\u5931\u6548\u65f6\uff0c\u4f20\u7edfA\/B\u6d4b\u8bd5\u5982\u540c&rdquo;\u4ea1\u7f8a\u8865\u7262&rdquo;\u3002\u67d0\u91d1\u878d\u79d1\u6280\u5e73\u53f0\u5728\u53ef\u89c2\u6d4b\u4f53\u7cfb\u4e2d\u5f15\u5165<strong>\u6570\u636e\u6f02\u79fb\u6307\u6570<\/strong>\u548c<strong>\u6a21\u578b\u8870\u51cf\u7cfb\u6570<\/strong>\uff0c\u5f53\u7279\u5f81\u534f\u65b9\u5dee\u77e9\u9635\u53d8\u5316\u8d85\u8fc7\u9608\u503c\u65f6\u81ea\u52a8\u89e6\u53d1\u6a21\u578b\u91cd\u8bad\u7ec3\u3002\u8fd9\u79cd\u9884\u89c1\u6027\u7ef4\u62a4\u4f7f\u98ce\u63a7\u7cfb\u7edf\u7684\u8bef\u62d2\u7387\u964d\u4f4e28%\u3002<\/p>\n<hr>\n<h3 id=\"\u4e09-\u6784\u5efaai\u53ef\u89c2\u6d4b\u4f53\u7cfb\u7684\u4e09\u5927\u5b9e\u8df5\u8303\u5f0f\">\u4e09\u3001\u6784\u5efaAI\u53ef\u89c2\u6d4b\u4f53\u7cfb\u7684\u4e09\u5927\u5b9e\u8df5\u8303\u5f0f<\/h3>\n<h4 id=\"1-\u5206\u5c42\u57cb\u70b9\u7b56\u7565\"><strong>1. \u5206\u5c42\u57cb\u70b9\u7b56\u7565<\/strong><\/h4>\n<ul>\n<li>\u5728\u6570\u636e\u5c42\u6ce8\u5165\u6570\u636e\u8840\u7f18\u8ffd\u8e2a\u5668\n<\/li>\n<li>\u5728\u7b97\u6cd5\u5c42\u5d4c\u5165\u7279\u5f81\u8d21\u732e\u5ea6\u5206\u6790\u6a21\u5757\n<\/li>\n<li>\u5728\u670d\u52a1\u5c42\u90e8\u7f72\u63a8\u7406\u94fe\u8def\u8ddf\u8e2a\u5668<br \/>\n\u67d0\u667a\u6167\u57ce\u5e02\u9879\u76ee\u91c7\u7528\u8fd9\u79cd\u5206\u5c42\u67b6\u6784\u540e\uff0c\u6210\u529f\u5c06\u4ea4\u901a\u9884\u6d4b\u6a21\u578b\u7684\u6545\u969c\u5b9a\u4f4d\u65f6\u95f4\u4ece\u5c0f\u65f6\u7ea7\u538b\u7f29\u81f3\u5206\u949f\u7ea7\u3002\n<\/li>\n<\/ul>\n<h4 id=\"2-\u56e0\u679c\u63a8\u7406\u589e\u5f3a\"><strong>2. \u56e0\u679c\u63a8\u7406\u589e\u5f3a<\/strong><\/h4>\n<p>\u5c06\u53ef\u89c2\u6d4b\u6570\u636e\u8f93\u5165\u56e0\u679c\u53d1\u73b0\u7b97\u6cd5\uff0c\u53ef\u4ee5\u8bc6\u522b\u51fa\u770b\u4f3c\u65e0\u5173\u7684\u7cfb\u7edf\u6307\u6807\u4e4b\u95f4\u7684\u9690\u6027\u5173\u8054\u3002\u4f8b\u5982\uff0c\u67d0\u63a8\u8350\u7cfb\u7edf\u5de5\u7a0b\u5e08\u53d1\u73b0\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u7b49\u5f85\u65f6\u95f4\u4e0e\u6a21\u578bAUC\u5b58\u57280.72\u7684\u76f8\u5173\u7cfb\u6570\uff0c\u8fdb\u4e00\u6b65\u5206\u6790\u63ed\u793a\u51fa\u7279\u5f81\u67e5\u8be2\u5ef6\u8fdf\u5bfc\u81f4\u5b9e\u65f6\u7279\u5f81\u7f3a\u5931\u3002<\/p>\n<h4 id=\"3-\u53ef\u89e3\u91ca\u6027\u878d\u5408\"><strong>3. 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id=\"\u56db-\u524d\u6cbf\u6f14\u8fdb-\u5f53\u53ef\u89c2\u6d4b\u6027\u9047\u89c1ai\u539f\u751f\">\u56db\u3001\u524d\u6cbf\u6f14\u8fdb\uff1a\u5f53\u53ef\u89c2\u6d4b\u6027\u9047\u89c1AI\u539f\u751f<\/h3>\n<p><strong>\u672a\u6765\u7684\u667a\u80fd\u8fd0\u7ef4\uff08AIOps\uff09\u6b63\u5728\u4e0eMLOps\u4ea7\u751f\u5316\u5b66\u53cd\u5e94<\/strong>\uff1a<\/p>\n<ul>\n<li>\u57fa\u4e8e\u53ef\u89c2\u6d4b\u6570\u636e\u7684\u81ea\u52a8<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" 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