{"id":7037,"date":"2023-07-28T11:22:45","date_gmt":"2023-07-28T03:22:45","guid":{"rendered":"https:\/\/cn.dailyeconomic.com\/sh\/?p=7037"},"modified":"2023-07-28T11:22:45","modified_gmt":"2023-07-28T03:22:45","slug":"%e9%80%9f%e7%9f%b3%e7%a7%91%e6%8a%80%e5%ba%94%e9%82%80%e5%87%ba%e5%b8%ad2023%e4%b8%96%e7%95%8c%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e5%a4%a7%e4%bc%9a%ef%bc%8cai%e7%a0%94%e5%8f%91%e5%b9%b3%e5%8f%b0","status":"publish","type":"post","link":"https:\/\/cn.dailyeconomic.com\/sh\/2023\/07\/28\/7037.html","title":{"rendered":"\u901f\u77f3\u79d1\u6280\u5e94\u9080\u51fa\u5e2d2023\u4e16\u754c\u4eba\u5de5\u667a\u80fd\u5927\u4f1a\uff0cAI\u7814\u53d1\u5e73\u53f0\u5f15\u4eba\u77a9\u76ee"},"content":{"rendered":"<p>2023\u4e16\u754c\u4eba\u5de5\u667a\u80fd\u5927\u4f1a(WAIC 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loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-7039\" src=\"https:\/\/cn.dailyeconomic.com\/sh\/wp-content\/uploads\/2023\/07\/3.png\" alt=\"\" width=\"549\" height=\"183\" srcset=\"https:\/\/cn.dailyeconomic.com\/sh\/wp-content\/uploads\/2023\/07\/3.png 549w, https:\/\/cn.dailyeconomic.com\/sh\/wp-content\/uploads\/2023\/07\/3-300x100.png 300w\" sizes=\"auto, (max-width: 549px) 100vw, 549px\" \/><\/p>\n<p style=\"text-align: center;\">\u6765\u6e90:<em>Hidden Technical Debt in Machine Learning Systems, NeurIPS 2015<\/em><\/p>\n<p>\u8bf8\u5982\u6570\u636e\u5904\u7406\u3001\u751f\u4ea7\u73af\u5883\u90e8\u7f72\u3001\u7b97\u529b\u8d44\u6e90\u7ba1\u7406\u3001\u591a\u4e2a\u5f00\u53d1\u73af\u5883\u7684\u7ba1\u7406\u7b49,\u4f1a\u964d\u4f4e\u4f01\u4e1a\u7684\u7814\u53d1\u6548\u7387\u548c\u7814\u53d1\u4eba\u5458\u7684\u5de5\u4f5c\u4f53\u9a8c\u3002<\/p>\n<p>\u800c\u5728\u751f\u4ea7\u90e8\u7f72\u73af\u8282,\u6839\u636eIDC\u8c03\u67e5\u663e\u793a,\u5728\u51c6\u5907\u90e8\u7f72\u4eba\u5de5\u667a\u80fd\u7684\u4f01\u4e1a\u4e2d,\u5927\u90e8\u5206\u8fd8\u505c\u7559\u5728\u5bf9\u6a21\u578b\u7684\u8bc4\u4f30\u6d4b\u8bd5\u9636\u6bb5,<strong>\u53ea\u670931%\u7684\u4f01\u4e1a\u5c06\u6a21\u578b\u6295\u5165\u4e86\u751f\u4ea7\u73af\u5883<\/strong>,\u8fd9\u5176\u4e2d\u4ec5\u4e09\u5206\u4e4b\u4e00\u7684\u4f01\u4e1a\u8ba4\u4e3aAI\u7684\u90e8\u7f72\u5bf9\u81ea\u5df1\u8d77\u5230\u4e86\u6b63\u9762\u4f5c\u7528\u3002<\/p>\n<p>MLOps\u5c31\u662f\u5c06\u673a\u5668\u5b66\u4e60(ML)\u3001\u5f00\u53d1(Dev)\u548c\u8fd0\u7ef4(Ops)\u4e32\u8fde\u4e3a\u4e00\u4e2a\u6574\u4f53,\u5411\u4eba\u5de5\u667a\u80fd\u9886\u57df\u63d0\u4f9b\u4e86\u7cfb\u7edf\u6027\u7684\u751f\u4ea7\u8fc7\u7a0b\u7ba1\u7406\u65b9\u6848,\u4ece\u800c\u9488\u5bf9\u6027\u5730\u89e3\u51b3\u524d\u8ff0AI\u9886\u57df\u95ee\u9898\u3002<\/p>\n<p>\u884c\u4e1a\u5bf9\u7cfb\u7edf\u6027\u7684\u65b9\u6cd5\u8bba\u548c\u89c4\u8303\u5316\u7684\u7ba1\u7406\u6d41\u7a0b\u6709\u7740\u5f3a\u70c8\u7684\u9700\u6c42,\u8fd9\u4e5f\u662f\u8fd1\u5e74\u6765MLOps\u4ea7\u4e1a\u5feb\u901f\u53d1\u5c55\u7684\u539f\u56e0\u6240\u5728\u3002<\/p>\n<p><strong>\u901f\u77f3\u79d1\u6280MLOps\u5e73\u53f0<\/strong><\/p>\n<p>\u4f5c\u4e3a\u00a0<strong>NVIDIA Inception 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loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-7041\" src=\"https:\/\/cn.dailyeconomic.com\/sh\/wp-content\/uploads\/2023\/07\/5.png\" alt=\"\" width=\"1070\" height=\"569\" srcset=\"https:\/\/cn.dailyeconomic.com\/sh\/wp-content\/uploads\/2023\/07\/5.png 1070w, https:\/\/cn.dailyeconomic.com\/sh\/wp-content\/uploads\/2023\/07\/5-300x160.png 300w, https:\/\/cn.dailyeconomic.com\/sh\/wp-content\/uploads\/2023\/07\/5-1024x545.png 1024w, https:\/\/cn.dailyeconomic.com\/sh\/wp-content\/uploads\/2023\/07\/5-768x408.png 768w\" sizes=\"auto, (max-width: 1070px) 100vw, 1070px\" \/><\/p>\n<p style=\"text-align: center;\">Megrez\u57fa\u4e8e\u82af\u7247\u8bbe\u8ba1\u9886\u57df\u63d0\u4f9b\u7684\u652f\u6301<\/p>\n<p>\u901f\u77f3\u79d1\u6280\u652f\u6301\u7528\u6237\u5728\u5e73\u53f0\u4e0a\u81ea\u5b9a\u4e49\u8fd9\u6b3e\u5e94\u7528\u7684\u90e8\u7f72,\u5b9e\u73b0\u4ece\u57fa\u7840\u67b6\u6784\u5230\u6700\u7ec8\u5e94\u7528\u7684\u7aef\u5230\u7aef\u638c\u63a7\u3002<\/p>\n<p><strong>\u7ed3\u8bed<\/strong><\/p>\n<p>AI\u5de5\u7a0b\u5316\u662f\u4ea7\u4e1a\u53d1\u5c55\u7684\u5fc5\u7ecf\u4e4b\u8def,AI\u771f\u6b63\u6210\u4e3a\u751f\u4ea7\u529b\u5de5\u5177,\u5c31\u5fc5\u987b\u501f\u52a9MLOps\u7b49\u5de5\u7a0b\u5316\u6280\u672f\u6765\u89e3\u51b3\u5f00\u53d1\u3001\u8bad\u7ec3\u548c\u90e8\u7f72\u7b49\u5168\u94fe\u8def\u751f\u547d\u5468\u671f\u7684\u95ee\u9898\u3002<\/p>\n<p>\u901f\u77f3\u79d1\u6280\u5728\u4e91\u5e73\u53f0\u3001\u56e2\u961f\u534f\u540c\u3001\u6570\u636e\u7ba1\u7406\u3001\u5de5\u4f5c\u6d41\u4f18\u5316\u548c\u5e94\u7528\u90e8\u7f72\u7b49\u5c42\u9762\u7684\u79ef\u7d2f,\u80fd\u591f\u4e3a\u4f01\u4e1a\u63d0\u4f9b\u4f18\u8d28\u7684\u3001\u53ef\u843d\u5730\u7684\u7cfb\u7edf\u6027\u7814\u53d1\u652f\u6301,\u5e2e\u52a9\u4f01\u4e1a\u4f18\u5316\u90e8\u7f72\u6d41\u7a0b\u3002<\/p>\n<p>\u5728\u672a\u6765,\u901f\u77f3\u79d1\u6280\u5c06\u5728\u6b64\u57fa\u7840\u4e0a\u79ef\u6781\u63a2\u7d22,\u52a9\u529b\u4f01\u4e1a\u7684\u53ef\u6301\u7eed\u53d1\u5c55,\u63a8\u52a8\u884c\u4e1a\u5f62\u6210\u4eba\u5de5\u667a\u80fd\u751f\u6001\u95ed\u73af\u3002<\/p>\n<p><strong>\u5173\u4e8e\u901f\u77f3<\/strong><\/p>\n<section>\n<section>\n<section>\n<section>\n<section>\u901f\u77f3\u79d1\u6280(fastone)\u81f4\u529b\u4e8e\u6784\u5efa\u4e3a\u5e94\u7528\u5b9a\u4e49\u7684\u4e91,\u8ba9\u4efb\u4f55\u5e94\u7528\u7a0b\u5e8f,\u59cb\u7ec8\u4ee5\u81ea\u52a8\u5316\u3001\u66f4\u4f18\u5316\u548c\u53ef\u6269\u5c55\u7684\u65b9\u5f0f,\u5728\u4efb\u4f55\u57fa\u7840\u67b6\u6784\u4e0a\u8fd0\u884c\u3002<\/p>\n<p>\u6211\u4eec\u4e3a\u521b\u65b0\u9a71\u52a8\u578b\u7528\u6237\u63d0\u4f9b\u4e3a\u5e94\u7528\u4f18\u5316\u7684\u4e00\u7ad9\u5f0f\u7814\u53d1\u4e91\u5e73\u53f0,\u6ee1\u8db3\u534a\u5bfc\u4f53\u3001\u65b0\u836f\u7814\u53d1\u3001\u6c7d\u8f66\/\u667a\u80fd\u5236\u9020\u3001\u4eba\u5de5\u667a\u80fd\u3001\u91d1\u878d\u79d1\u6280\u7b49\u4f01\u4e1a\u53ca\u9ad8\u6821\u79d1\u7814\u673a\u6784\u591a\u79cd\u7814\u53d1\u573a\u666f\u9700\u6c42\u3002\u57fa\u4e8e\u672c\u5730+\u516c\u6709\u6df7\u5408\u4e91\u73af\u5883\u7684\u7075\u6d3b\u90e8\u7f72\u53ca\u4ea4\u4ed8,\u5e2e\u52a9\u7528\u6237\u63d0\u534720\u500d\u7814\u53d1\u6548\u7387,\u964d\u4f4e\u6210\u672c\u8fbe\u523075%\u4ee5\u4e0a,\u52a0\u5feb\u5e02\u573a\u54cd\u5e94\u901f\u5ea6,\u9762\u5411\u5168\u7403\u5f00\u5c55\u7ade\u4e89\u3002<\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<div class=\"mh-excerpt\"><p>2023\u4e16\u754c\u4eba\u5de5\u667a\u80fd\u5927\u4f1a(WAIC 2023)\u4e8e\u4e0a\u6d77\u4e16\u535a\u4e2d\u5fc3\u53ca\u4e16\u535a\u5c55\u89c8\u9986\u6210\u529f\u4e3e\u529e\u3002\u5927\u4f1a\u53c2\u5c55\u4f01\u4e1a\u8d85\u8fc7400\u5bb6,\u7ebf\u4e0b\u53c2\u89c2\u4eba\u6570\u7a81\u783417.7\u4e07\u4eba\u3002\u901f\u77f3\u79d1\u6280\u4e5f\u5e94\u9080\u53c2\u52a0\u672c\u6b21\u5927\u4f1a,\u65d7\u4e0b\u4e00\u7ad9\u5f0fAI <a class=\"mh-excerpt-more\" href=\"https:\/\/cn.dailyeconomic.com\/sh\/2023\/07\/28\/7037.html\" 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