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class=\"wp-image-1047\"\/><\/figure>\n\n\n\n<p>\u6211\u4eec\u6240\u7406\u89e3\u7684\u5168\u5458\u81ea\u52a9\u7528\u6570\u6709\u4e24\u4e2a\u90e8\u5206\uff1a\u4e00\u662f\u5168\u5458\u4f4e\u4ee3\u7801\u81ea\u52a9\u7814\u53d1\u3002\u6bd4\u5982\u8bf4BI\u7684\u56fe\u8868\u5b9a\u5236\uff0c\u8fd9\u662f\u5728\u4fe1\u606f\u5316\u65f6\u4ee3\u6211\u4eec\u505a\u62a5\u8868\u7684\u6a21\u5f0f\u3002\u8fd8\u6709\u73b0\u5728\u7684\u5927\u6a21\u578b\uff0c\u5fc5\u7136\u662f\u9700\u8981\u7b97\u6cd5\u5de5\u7a0b\u5e08\u7ed3\u5408\u94f6\u884c\u81ea\u6709\u7684\u6570\u636e\uff0c\u5bf9\u6a21\u578b\u505a\u5fae\u8c03\u6216\u8005\u4e8c\u6b21\u8bad\u7ec3\u3002\u8fd8\u6709\u4e00\u4e9b\u5206\u6790\u5e08\u548c\u6570\u636e\u79d1\u5b66\u4eba\u5458\u65b9\u9762\u7684\u7528\u6570\u573a\u666f\uff0c\u6211\u4eec\u8ba4\u4e3a\u8fd9\u662f\u5168\u5458\u4f4e\u4ee3\u7801\uff1b\u4e8c\u662f\u5168\u5458\u96f6\u4ee3\u7801\u7684\u81ea\u52a9\u7528\u6570\u3002\u5728\u8fd9\u79cd\u6a21\u5f0f\u4e0b\uff0c\u6a21\u578b\u5373\u670d\u52a1\u3001\u89e3\u51b3\u65b9\u6848\u5373\u670d\u52a1\uff0c\u80fd\u591f\u9762\u5bf9\u95ee\u9898\u76f4\u63a5\u89e3\u51b3\u95ee\u9898\u3002\u6bd4\u5982\u57fa\u4e8e\u6570\u5b57\u8fd0\u8425\u670d\u52a1\uff0c\u4e1a\u52a1\u90e8\u95e8\u53ef\u4ee5\u76f4\u63a5\u914d\u7f6e\u8fd0\u8425\u7b56\u7565\uff0c\u5305\u62ec\u4e00\u4e9b\u6570\u5b57\u5316\u8425\u9500\u6216\u98ce\u63a7\u7684\u51b3\u7b56\u7b49\uff0c\u5c06\u7b97\u6cd5\u548c\u7b56\u7565\u878d\u4e3a\u4e00\u4f53\u3002\u8fd9\u662f\u6211\u4eec\u5bf9\u4e8e\u5168\u5458\u81ea\u52a9\u7684\u7406\u89e3\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"607\" src=\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/c55ecb9692cd11cf3b17c811b294539b.png\" alt=\"\" class=\"wp-image-1048\"\/><\/figure>\n\n\n\n<p>\u65e2\u7136\u5168\u5458\u81ea\u52a9\uff0c\u80af\u5b9a\u76f8\u5e94\u5730\u8981\u6709\u4e00\u4e9b\u7814\u53d1\u5e73\u53f0\uff0c\u800c\u4e14\u8fd9\u4e9b\u7814\u53d1\u5e73\u53f0\u4e0d\u80fd\u662f\u5272\u88c2\u7684\u3002\u6211\u4eec\u8ba4\u4e3a\u96c6\u7b97\u6cd5\u3001\u7b56\u7565\u3001\u5de5\u5177\u3001\u53d1\u5e03\u548c\u5171\u4eab\u4e8e\u4e00\u4f53\u7684\u6570\u636e\u7814\u53d1\u5e73\u53f0\uff0c\u662f\u975e\u5e38\u91cd\u8981\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u4e5f\u662f\u975e\u5e38\u91cd\u8981\u7684\u7814\u53d1\u5de5\u5177\u4f53\u7cfb\u3002\u53ea\u6709\u8fd9\u6837\u7684\u7814\u53d1\u5de5\u5177\u4f53\u7cfb\uff0c\u624d\u80fd\u5b9e\u73b0\u5168\u5458\u81ea\u52a9\u7528\u6570\u7684\u76ee\u6807\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"607\" src=\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/6a0c73a60e19b608d0da9c7ca6782b19.png\" alt=\"\" class=\"wp-image-1049\"\/><\/figure>\n\n\n\n<p>\u8bf4\u5230\u654f\u6377\u7814\u53d1\u7684\u4f53\u7cfb\uff0c\u4e1a\u754c\u7ecf\u5e38\u4f1a\u8bf4MLOps\u548cDevOps\uff0c\u6211\u4eec\u8ba4\u4e3aDataOps\u662f\u5927\u7684\u7406\u5ff5\uff0c\u662f\u654f\u6377\u3001\u9ad8\u6548\u548c\u667a\u80fd\u7684\u7528\u6570\u4f53\u7cfb\u3002\u6574\u4f53\u4e0a\u6765\u8bf4\uff0c\u662f\u628a\u6570\u636e\u3001\u667a\u80fd\u548c\u5de5\u7a0b\u8fdb\u884c\u65e0\u7f1d\u534f\u540c\u3002\u5728\u5927\u7684DataOps\u7684\u7406\u5ff5\u4e4b\u4e0b\uff0c\u7ed3\u5408\u4e1a\u754c\u6240\u8bf4\u7684MLOps\u3001DevOps\u8fd9\u51e0\u4e2a\u6982\u5ff5\uff0c\u5f62\u6210\u771f\u6b63\u5168\u9762\u7684\u7528\u6570\u8d4b\u667a\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"608\" src=\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/25cce0e7a23111744b5f49343c5f8829.png\" alt=\"\" class=\"wp-image-1050\"\/><\/figure>\n\n\n\n<p>\u5728\u7528\u6570\u8303\u5f0f\u65b9\u9762\uff0c\u6211\u4eec\u8ba4\u4e3a\u5728\u6570\u5b57\u5316\u94f6\u884c\u548c\u6570\u5b57\u5316\u4f01\u4e1a\u4e2d\uff0c\u6709\u4e00\u4e2a\u975e\u5e38\u91cd\u8981\u7684\u57fa\u56e0\uff0c\u8fd9\u4e00\u57fa\u56e0\u5177\u4f53\u6765\u8bf4\u5c31\u662f\u611f\u77e5\u3001\u51b3\u7b56\u3001\u6267\u884c\u548c\u53cd\u9988\u7684\u95ed\u73af\u6d41\u7a0b\u3002\u4e3e\u4e00\u4e2a\u4f8b\u5b50\uff0c\u6211\u4eec\u7ecf\u5e38\u8bf4\u94f6\u884c\u6709\u8d44\u4ea7\u8d1f\u503a\u7684\u7ba1\u7406\uff0c\u5176\u4e2d\u9488\u5bf9\u8d1f\u503a\u7ba1\u7406\uff0c\u7ecf\u5e38\u6211\u4eec\u662f\u505a\u9884\u7b97\uff0c\u628aFTP\u5e74\u5185\u589e\u52a0\u597d\uff0c\u4ee5\u540e\u8fd9\u6837\u6267\u884c\u5c31\u53ef\u4ee5\u4e86\u3002\u4f46\u662f\u6362\u4e00\u4e2a\u89c6\u89d2\uff0c\u4ee5\u611f\u77e5\u3001\u51b3\u7b56\u3001\u6267\u884c\u3001\u53cd\u9988\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u6211\u4eec\u5b9e\u65f6\u611f\u77e5\u548c\u91c7\u96c6\u91d1\u878d\u6570\u636e\uff0c\u5728\u5b9e\u65f6\u611f\u77e5\u7684\u8fc7\u7a0b\u4e2d\uff0c\u52a8\u6001\u4f18\u5316\u8d44\u91d1\u914d\u7f6e\u7b56\u7565\uff0c\u518d\u628a\u8d44\u91d1\u914d\u7f6e\u7b56\u7565\u53d8\u6210\u6211\u4eec\u7684\u884c\u52a8\uff0c\u6267\u884c\u6211\u4eec\u7684\u8d44\u91d1\u914d\u7f6e\u7b56\u7565\uff0c\u7136\u540e\u8fc7\u7a0b\u4e2d\u53cd\u9988\u548c\u5b9e\u65f6\u76d1\u6d4b\u6d41\u52a8\u6027\u98ce\u9669\u548c\u5229\u7387\u98ce\u9669\uff0c\u5305\u62ec\u5b9a\u4ef7\u7b49\u65b9\u9762\uff0c\u8fd9\u6837\u4e00\u4e2a\u7528\u6570\u8303\u5f0f\u80fd\u8ba9\u4f01\u4e1a\u5728\u8d44\u91d1\u7ba1\u7406\u65b9\u9762\u6709\u660e\u663e\u7684\u53d8\u5316\u548c\u5927\u5e45\u5ea6\u7684\u63d0\u5347\uff0c\u8fd9\u662f\u4e00\u4e2a\u65b9\u9762\u3002\u53e6\u5916\u5728\u98ce\u9669\u65b9\u9762\uff0c\u4e5f\u53ef\u4ee5\u505a\u5230\u7c7b\u4f3c\u4e00\u4e9b\u5185\u5bb9\u3002\u6bd4\u5982\u7845\u8c37\u94f6\u884c\uff0c\u4e5f\u53ef\u4ee5\u7528\u8fd9\u6837\u7684\u6d41\u7a0b\u5b9e\u73b0\u96c6\u4e2d\u76d1\u63a7\u3001\u66f4\u5feb\u5730\u8c03\u5ea6\u548c\u5e94\u5bf9\uff0c\u5728\u8fd9\u5f53\u4e2d\uff0c\u7b56\u7565\u53d8\u5f97\u8d8a\u6765\u8d8a\u91cd\u8981\u548c\u6709\u4ef7\u503c\u3002\u8fd8\u6709\u5728\u7ecf\u8425\u8fc7\u7a0b\u4e2d\uff0c\u5b9e\u65f6\u91c7\u96c6\u76f8\u5173\u7684\u4e1a\u52a1\u6570\u636e\uff0c\u7ed9\u5ba2\u6237\u7ecf\u7406\u52a8\u6001\u63a8\u8350\u5bf9\u5ba2\u6237\u7684\u670d\u52a1\u7b56\u7565\uff0c\u4f7f\u5176\u80fd\u591f\u5bf9\u5ba2\u6237\u8fdb\u884c\u76f8\u5e94\u7684\u670d\u52a1\u7b49\uff0c\u6211\u60f3\u8fd9\u5c31\u662f\u6211\u4eec\u7406\u89e3\u7684\u8986\u76d6\u611f\u77e5\u3001\u51b3\u7b56\u3001\u6267\u884c\u548c\u53cd\u9988\u7684\u8fd9\u6837\u4e00\u4e2a\u7528\u6570\u8303\u5f0f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"607\" src=\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/58aeaf9c51c08a4dbcf158ff9117f083.png\" alt=\"\" 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class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"611\" src=\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/a78f8e31be9bcd6267980bdc81902b7e.png\" alt=\"\" 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