{"id":68315,"date":"2022-10-27T10:09:31","date_gmt":"2022-10-27T09:09:31","guid":{"rendered":"https:\/\/www.artefact.com\/?post_type=blog&#038;p=68315"},"modified":"2024-09-20T17:45:51","modified_gmt":"2024-09-20T16:45:51","slug":"unlocking-the-future-how-financial-institutions-can-prepare-to-scale-ai","status":"publish","type":"blog","link":"https:\/\/www.artefact.com\/zh\/blog\/unlocking-the-future-how-financial-institutions-can-prepare-to-scale-ai\/","title":{"rendered":"\u5f00\u542f\u672a\u6765\uff1a  \u91d1\u878d\u673a\u6784\u5982\u4f55\u4e3a\u6269\u5c55\u4eba\u5de5\u667a\u80fd\u505a\u597d\u51c6\u5907"},"content":{"rendered":"<p><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling article-author\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-background-color:#ffffff;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_2 1_2 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-bottom-small:8px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:50;line-height:1.2;\">\u4f5c\u8005<\/h2><\/div><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27150%27%20height%3D%270%27%20viewBox%3D%270%200%20150%200%27%3E%3Crect%20width%3D%27150%27%20height%3D%270%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2022\/10\/athena-sharma.jpeg\" alt=\"Image\" class=\"lazyload artefact-elegant-image align-left article-author-image\" style=\"width: 150px; border-radius: 54% 46% 77% 23% \/ 74% 40% 60% 26%; overflow: hidden;\" width=\"150\" height=\"auto\" \/><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-three article-author-name-title\" style=\"--awb-margin-bottom-small:8px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:20;line-height:1.2;\">\u96c5\u5178\u5a1c-\u590f\u5c14\u9a6c<\/h3><\/div><div class=\"fusion-text fusion-text-1 article-author-description\" style=\"--awb-text-transform:none;\"><p>Artefact \u603b\u76d1\u517c\u5168\u7403\u91d1\u878d\u670d\u52a1\u8d1f\u8d23\u4eba<\/p>\n<\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-2 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-video fusion-youtube\" style=\"--awb-max-width:600px;--awb-max-height:360px;--awb-align-self:center;--awb-width:100%;\"><div class=\"video-shortcode\"><div class=\"fluid-width-video-wrapper\" style=\"padding-top:60%;\" ><iframe title=\"YouTube \u89c6\u9891\u64ad\u653e\u5668 1\" src=\"https:\/\/www.youtube.com\/embed\/_3XbkTbGV4M?wmode=transparent&autoplay=0\" width=\"600\" height=\"360\" allowfullscreen allow=\"autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture;\"><\/iframe><\/div><\/div><\/div><div class=\"fusion-text fusion-text-2 description\" style=\"--awb-text-transform:none;\"><p>9 \u6708 20 \u65e5\uff0c\u96c5\u5178\u5a1c-\u590f\u5c14\u9a6c\uff08Athena Sharma\uff09\u5728 \"2022 \u5e74\u4eba\u5de5\u667a\u80fd\u91d1\u878d\u5cf0\u4f1a \"\u4e0a\u53d1\u8868\u6f14\u8bb2\uff0c\u8bb2\u8ff0\u4e86\u4eba\u5de5\u667a\u80fd\u9879\u76ee\u5728\u94f6\u884c\u4e1a\u548c\u4fdd\u9669\u4e1a\u7684\u666e\u53ca\u3001\u4e00\u4e9b\u91d1\u878d\u673a\u6784\u5728\u5b9e\u73b0\u8fd9\u4e9b\u9879\u76ee\u65f6\u9762\u4e34\u7684\u56f0\u96be\u4ee5\u53ca\u514b\u670d\u8fd9\u4e9b\u969c\u788d\u7684\u65b9\u6cd5\u3002. <\/p>\n<\/div><\/div><\/div><\/div><\/div><article class=\"fusion-fullwidth fullwidth-box fusion-builder-row-3 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-justify-content-center fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-2 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-3\" style=\"--awb-text-transform:none;\"><p>\u636e\u300a\u7ecf\u6d4e\u5b66\u4eba\u300b\u6742\u5fd7\u62a5\u9053\uff0c\u65e9\u5728 2009 \u5e74\uff0c\u7ea6\u6709 54% \u5bb6\u5927\u578b\u91d1\u878d\u673a\u6784\uff08FIs\uff09\u5df2\u7ecf\u91c7\u7528\u4e86 artificial intelligence \u6280\u672f\u3002<a href=\"https:\/\/www.forbes.com\/sites\/louiscolumbus\/2020\/10\/31\/the-state-of-ai-adoption-in-financial-services\/?sh=7b89800d2aac\" target=\"_blank\" rel=\"noopener\"> 2020<\/a>, \u56e0\u6b64\uff0c\u53ef\u4ee5\u60f3\u8c61\u8fd9\u4e9b\u6570\u5b57\u5982\u4eca\u7684\u72b6\u51b5\u3002\u6b64\u5916\uff0c86% \u7684\u91d1\u878d\u9ad8\u7ba1\u8868\u793a\uff0c\u4ed6\u4eec\u8ba1\u5212\u5728 2025 \u5e74\u4e4b\u524d\u589e\u52a0\u4eba\u5de5\u667a\u80fd\u6295\u8d44\u3002\u53e6\u5916<a href=\"https:\/\/impact.economist.com\/perspectives\/sites\/default\/files\/aiinfinancialservices.pdf\" target=\"_blank\" rel=\"noopener\"> \u8c03\u67e5<\/a>, WWW.81%\u8bf4\uff0c\u4ece\u4eba\u5de5\u667a\u80fd\u4e2d\u91ca\u653e\u4ef7\u503c\u5c06\u662f\u533a\u5206\u94f6\u884c\u4e1a\u8d62\u5bb6\u548c\u8f93\u5bb6\u7684\u5173\u952e\u56e0\u7d20\u3002.<\/p>\n<p>\u201c\u96c5\u5178\u5a1c\u8bf4\uff1a\u201d\u4eba\u5de5\u667a\u80fd\u5728\u91d1\u878d\u673a\u6784\u4e2d\u663e\u7136\u5177\u6709\u975e\u5e38\u5f3a\u5927\u7684\u4ef7\u503c\u201c\u3002\u201d\u6295\u8d44\u94f6\u884c\u53ef\u80fd\u662f\u7b97\u6cd5\u4ea4\u6613\u9886\u57df\u673a\u5668\u5b66\u4e60\u6280\u672f\u6700\u65e9\u7684\u91c7\u7528\u8005\u548c\u53d7\u76ca\u8005\u3002\u6bd5\u7adf\uff0c\u73b0\u5728\u6709 70% \u7684\u91d1\u878d\u673a\u6784\u5c06\u673a\u5668\u5b66\u4e60\u7528\u4e8e\u6b3a\u8bc8\u68c0\u6d4b\u3001\u4fe1\u7528\u8bc4\u5206\u6216\u9884\u6d4b\u73b0\u91d1\u6d41\u4e8b\u4ef6\uff0c\u800c\u5bf9\u8bdd\u5f0f\u4eba\u5de5\u667a\u80fd\u4e5f\u666e\u904d\u5e94\u7528\u4e8e\u96f6\u552e\u94f6\u884c\u548c\u4fdd\u9669\u4e1a\u3002\u7136\u800c\uff0c\u5c3d\u7ba1\u5982\u6b64\uff0c\u8bb8\u591a\u91d1\u878d\u673a\u6784\u5728\u5c06\u5176\u4eba\u5de5\u667a\u80fd\u9879\u76ee\u751f\u4ea7\u5316\uff0c\u4ee5\u63d0\u4f9b\u5177\u4f53\u7684\u3001\u5168\u4f01\u4e1a\u8303\u56f4\u7684\u4ef7\u503c\u65f6\uff0c\u4ecd\u7136\u505a\u5f97\u4e0d\u591f\"\u3002\u201d<\/p>\n<p>Athena \u89e3\u91ca\u4e86\u4eba\u5de5\u667a\u80fd\u9879\u76ee\u6210\u529f\u6240\u9762\u4e34\u7684\u4e3b\u8981\u6311\u6218\u4ee5\u53ca\u5982\u4f55\u514b\u670d\u8fd9\u4e9b\u6311\u6218\uff1a<\/p>\n<\/div><ul style=\"--awb-line-height:27.2px;--awb-icon-width:27.2px;--awb-icon-height:27.2px;--awb-icon-margin:11.2px;--awb-content-margin:38.4px;\" class=\"fusion-checklist fusion-checklist-1 fusion-checklist-default type-icons\"><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p>\u7b2c\u4e00\uff0c\u9700\u8981\u5bf9\u6838\u5fc3\u6280\u672f\u548c data \u7ba1\u7406\u8fdb\u884c\u6295\u8d44\u3002.<\/p>\n<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p>\u7b2c\u4e8c\uff0c\u5b9e\u65bd\u9762\u5411\u672a\u6765\u7684\u8fd0\u8425\u6a21\u5f0f\u3002.<\/p>\n<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p>\u7b2c\u4e09\uff0c\u4e3b\u52a8\u8003\u8651\u4eba\u5de5\u667a\u80fd\u7684\u4f26\u7406\u548c\u76d1\u7ba1\u95ee\u9898\u3002.<\/p>\n<\/div><\/li><\/ul><div class=\"fusion-title title fusion-title-3 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-bottom-small:8px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:50;line-height:1.2;\">\u6295\u8d44\u6838\u5fc3\u6280\u672f\u548c data \u7ba1\u7406<\/h2><\/div><div class=\"fusion-text fusion-text-4\" style=\"--awb-text-transform:none;\"><p>\u5bf9\u4e8e Athena \u6765\u8bf4\uff0c\u91d1\u878d\u673a\u6784\u9762\u4e34\u7684\u4e3b\u8981\u56f0\u96be\u4e4b\u4e00\u662f\uff0c\u5b83\u4eec\u7684\u6838\u5fc3\u6280\u672f\u662f\u4e3a\u652f\u4ed8\u3001\u501f\u8d37\u3001\u7d22\u8d54\u7ba1\u7406\u7b49\u4f20\u7edf\u4e1a\u52a1\u800c\u6784\u5efa\u7684\u3002\u201c\u4f20\u7edf\u7684 IT \u5806\u6808\u4e0d\u5177\u5907\u90e8\u7f72\u4eba\u5de5\u667a\u80fd\u6280\u80fd\u7684\u7075\u6d3b\u6027\u3002\u95ed\u73af VR \u5e94\u7528\u7a0b\u5e8f\u6240\u9700\u7684 data \u7ba1\u7406\u548c\u5206\u6790\u8ba1\u7b97\u80fd\u529b\u5e76\u4e0d\u5177\u5907\uff0c\u800c\u6d4b\u8bd5\u548c\u5f00\u53d1\u4eba\u5de5\u667a\u80fd\u6280\u672f\u53ef\u80fd\u9700\u8981\u6570\u5929\u751a\u81f3\u6570\u6708\u7684\u65f6\u95f4\uff0c\u8fd9\u5bf9\u4e8e\u8bd5\u56fe\u521b\u65b0\u7684\u4f01\u4e1a\u6765\u8bf4\u662f\u96be\u4ee5\u627f\u53d7\u7684\u3002\u89e3\u51b3\u65b9\u6848\u662f\u4ec0\u4e48\uff1f\u6539\u53d8\u6838\u5fc3\u6280\u672f\uff1a\u8f6c\u5411 cloud \u8ba1\u7b97\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-5\" style=\"--awb-text-transform:none;\"><blockquote>\n<div class=\"quote\">\u201c\u96c5\u5178\u5a1c\u4fdd\u8bc1\u8bf4\uff1a\u201d\u5f97\u76ca\u4e8e\u6258\u7ba1\u670d\u52a1\uff0ccloud \u73af\u5883\u53ef\u4ee5\u5c06\u6d4b\u8bd5\u548c\u5f00\u53d1\u4eba\u5de5\u667a\u80fd\u89e3\u51b3\u65b9\u6848\u7684\u65f6\u95f4\u7f29\u77ed\u5230\u51e0\u5206\u949f\u3002\u201c\u6211\u5408\u4f5c\u8fc7\u7684\u4e00\u5bb6\u94f6\u884c\u4e24\u5e74\u524d\u5f00\u59cb\u8fc7\u6e21\u5230 cloud\uff0c\u6839\u636e\u4ed6\u4eec\u81ea\u5df1\u7684 KPI\uff0c\u4ed6\u4eec\u7684\u521b\u65b0\u7387\u63d0\u9ad8\u4e86\u7ea6 49%\u3002\u8fd9\u770b\u8d77\u6765\u53ef\u80fd\u5f88\u5c0f\uff0c\u4f46\u5bf9\u4e8e\u4e00\u4e2a\u73b0\u6709\u7684\u3001\u5355\u4e00\u7684\u673a\u6784\u6765\u8bf4\uff0c\u8fd9\u662f\u76f8\u5f53\u5177\u6709\u9769\u547d\u6027\u7684\u3002\u201d<\/div>\n<\/blockquote>\n<\/div><div class=\"fusion-text fusion-text-6\" style=\"--awb-text-transform:none;\"><p>\u8fd9\u4e00\u6311\u6218\u7684\u53e6\u4e00\u4e2a\u65b9\u9762\u662f\u6295\u8d44\u4e8e data \u7ba1\u7406\uff0c\u5305\u62ec data \u8d28\u91cf\u548c data \u8bbf\u95ee\u3002\u5728\u91d1\u878d\u673a\u6784\u4e2d\uff0cdata \u5206\u6563\u5728\u4e0d\u540c\u7684\u4e1a\u52a1\u5355\u5143\u548c\u90e8\u95e8\u3002\u56e0\u6b64\uff0cdata \u6ca1\u6709\u6807\u51c6\u5316\uff0c\u8d28\u91cf\u96be\u4ee5\u7ba1\u7406\uff0c\u4e5f\u6ca1\u6709\u5355\u4e00\u7684\u771f\u76f8\u6765\u6e90\uff0c\u56e0\u6b64\u5229\u76ca\u76f8\u5173\u8005\u65e0\u6cd5\u786e\u5b9a\u62df\u8bae\u9879\u76ee\u7684\u57fa\u7840 data \u662f\u5426\u53ef\u4fe1\u3002\u201c\u6295\u8d44\u4e8e\u73b0\u4ee3 data governance \u548c data \u7ba1\u7406\u5b9e\u8df5\u5bf9\u91d1\u878d\u673a\u6784\u81f3\u5173\u91cd\u8981\u201d\uff0c\u96c5\u5178\u5a1c\u575a\u6301\u8bf4\u3002\u201c\u6211\u4eec\u79f0\u4e4b\u4e3a\u4f01\u4e1a Data \u6a21\u578b\u6216 EDM\u3002\u8fd9\u4e0d\u662f\u4e00\u4e2a IT \u6982\u5ff5\uff0c\u800c\u662f\u4e00\u79cd\u7528\u4e1a\u52a1\u76f8\u5173\u8bed\u8a00\u63cf\u8ff0\u548c\u903b\u8f91\u7ec4\u7ec7 data \u7684\u65b9\u5f0f--\u53ef\u4ee5\u8bf4\u662f\u4e00\u79cd\u4e1a\u52a1\u672f\u8bed\u8868\uff0c\u53ef\u4ee5\u7b80\u5316\u6240\u6709\u8ba4\u8bc1\u7528\u6237\u7684 data \u8d28\u91cf\u7ba1\u7406\u3002\u201d<\/p>\n<p>\u8fd9\u9879\u6311\u6218\u7684\u6700\u540e\u4e00\u90e8\u5206\u662f data \u63a5\u5165\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-7\" style=\"--awb-text-transform:none;\"><blockquote>\n<div class=\"quote\">\u201cData \u662f\u4efb\u4f55\u7ec4\u7ec7\u90fd\u62e5\u6709\u7684\u6700\u6709\u4ef7\u503c\u7684\u539f\u6750\u6599\uff1b\u5229\u7528\u5176\u4ef7\u503c\u7684\u5173\u952e\u5728\u4e8e\u5728\u51b3\u7b56\u70b9\u5927\u89c4\u6a21\u83b7\u53d6\u5206\u6790\u7ed3\u679c\u3002\u7531\u4e8e data \u7684\u4fdd\u5bc6\u6027\uff0c\u8fd9\u5728\u94f6\u884c\u5c24\u5176\u56f0\u96be\u3002\u4e00\u4e2a\u521b\u65b0\u7684\u89e3\u51b3\u65b9\u6848\u662f\u521b\u5efa\u652f\u6301 API \u7684 database\uff0c\u4ee5\u4fbf\u66f4\u6709\u6548\u3001\u66f4\u5b89\u5168\u5730\u8bbf\u95ee data\uff0c\u4f46\u8981\u5927\u89c4\u6a21\u3001\u5b9e\u65f6\u5730\u5b9e\u73b0\u4e1a\u52a1\u76ee\u6807\uff0c\u5e76\u5b9e\u65f6\u5730\u5b9e\u73b0\u4e1a\u52a1\u76ee\u6807\u201d\u3002\u201d<\/div>\n<\/blockquote>\n<\/div><div class=\"fusion-title title fusion-title-4 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-bottom-small:8px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:50;line-height:1.2;\">\u5b9e\u65bd\u9762\u5411\u672a\u6765\u7684\u8fd0\u8425\u6a21\u5f0f<\/h2><\/div><div class=\"fusion-text fusion-text-8\" style=\"--awb-text-transform:none;\"><p>\u91d1\u878d\u673a\u6784\u9762\u4e34\u7684\u7b2c\u4e8c\u4e2a\u6311\u6218\u5728\u4e8e\u5176\u91c7\u7528\u7684\u8fd0\u8425\u6a21\u5f0f\u3002\u5927\u591a\u6570\u91d1\u878d\u673a\u6784\u90fd\u662f\u6309\u7167\u4e1a\u52a1\u90e8\u95e8\u6765\u7ec4\u7ec7\u7684\uff0c\u901a\u5e38\u90fd\u6709\u96c6\u4e2d\u7684 IT \u804c\u80fd\u90e8\u95e8\uff0c\u8fd9\u963b\u788d\u4e86\u5b83\u4eec\u7684\u521b\u65b0\u80fd\u529b\u3002\u4e1a\u52a1\u9886\u5bfc\u8005\u5236\u5b9a\u81ea\u5df1\u7684\u8bae\u7a0b\u548c\u4eba\u5de5\u667a\u80fd\u6218\u7565\uff0c\u5bfc\u81f4\u56e2\u961f\u5404\u81ea\u4e3a\u653f\uff0c\u91c7\u7528\u7011\u5e03\u5f0f\u65b9\u6cd5\uff0c\u4ece\u800c\u9020\u6210\u5ef6\u8bef\u3001\u6210\u672c\u8d85\u652f\u3001\u6027\u80fd\u4e0d\u8fbe\u6807\u4ee5\u53ca\u5b8c\u5168\u7f3a\u4e4f\u6d4b\u8bd5\u548c\u5b66\u4e60\u601d\u7ef4\u3002\u91d1\u878d\u673a\u6784\u5fc5\u987b\u80fd\u591f\u4ee5\u8fed\u4ee3\u7684\u65b9\u5f0f\u5de5\u4f5c\uff0c\u4e0d\u65ad\u521b\u65b0\u548c\u6539\u8fdb--\u8fd9\u662f\u6269\u5c55\u4eba\u5de5\u667a\u80fd\u7684\u5fc5\u8981\u6761\u4ef6\uff0c\u56e0\u4e3a\u6ca1\u6709\u4eba\u7b2c\u4e00\u6b21\u5c31\u80fd\u505a\u5bf9\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-9\" style=\"--awb-text-transform:none;\"><blockquote>\n<div class=\"quote\">\u201c\u76f8\u53cd\uff0c\u6211\u4eec Artefact \u63d0\u51fa\u4e86\u4e00\u79cd\u66f4\u52a0\u7075\u6d3b\u654f\u6377\u3001\u9762\u5411\u672a\u6765\u7684\u8fd0\u8425\u6a21\u5f0f\uff0c\u5176\u57fa\u7840\u662f<a href=\"https:\/\/www.artefact.com\/zh\/blog\/data-mesh-the-path-to-data-decentralization\/\"> data \u4ea7\u54c1<\/a>. .data \u4ea7\u54c1\u672c\u8d28\u4e0a\u662f\u4e00\u5957 data \u89e3\u51b3\u65b9\u6848\uff0c\u76f4\u63a5\u5e94\u5bf9\u4e1a\u52a1\u6311\u6218\u6216\u4e1a\u52a1\u6210\u679c\u3002\u6bcf\u4e2a data \u4ea7\u54c1\u90fd\u7531\u4e00\u4e2a\u4e13\u95e8\u7684\u56e2\u961f\u5f00\u53d1\uff0c\u8be5\u56e2\u961f\u6709\u81ea\u5df1\u7684\u9884\u7b97\u3001\u8d44\u4ea7\u548c\u5173\u952e\u7ee9\u6548\u6307\u6807\u201d\u3002\u201d<\/div>\n<\/blockquote>\n<\/div><div class=\"fusion-text fusion-text-10\" style=\"--awb-text-transform:none;\"><p>\u201c\u4f8b\u5982\uff0c\u60a8\u6709\u4e00\u4e2a\u7531\u4e1a\u52a1\u3001IT \u548c data \u5229\u76ca\u76f8\u5173\u8005\u7ec4\u6210\u7684\u5ba2\u6237 360 \u56e2\u961f\u3002\u4ed6\u4eec\u53ef\u4ee5\u5411\u4e1a\u52a1\u90e8\u95e8\u4ee5\u53ca\u5916\u90e8\u5ba2\u6237\u63d0\u4f9b\u591a\u4e2a data \u4ea7\u54c1\uff0c\u56e0\u6b64\u60a8\u83b7\u5f97\u4e86\u4e00\u4e2a\u5ba2\u6237 360 \u5206\u6790\u5c42\u3002Data \u79d1\u5b66\u5bb6\u548c\u5de5\u7a0b\u5e08\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e2a\u5206\u6790\u5c42\u6765\u6d4b\u8bd5\u548c\u5b66\u4e60\u4eba\u5de5\u667a\u80fd ML \u89e3\u51b3\u65b9\u6848\u3002\u60a8\u8fd8\u53ef\u4ee5\u4e3a\u60a8\u7684\u4e00\u7ebf\u9500\u552e\u540c\u4e8b\u63d0\u4f9b\u4e00\u4e2a\u5305\u542b\u76f8\u5173\u5173\u952e\u7ee9\u6548\u6307\u6807\u7684\u5ba2\u6237 360 \u4eea\u8868\u76d8\uff0c\u5e76\u5229\u7528\u5b83\u6765\u63d0\u9ad8\u5ba2\u6237\u7ec8\u8eab\u4ef7\u503c\u3002\u60a8\u8fd8\u53ef\u4ee5\u5411\u8425\u9500\u56e2\u961f\u63d0\u4f9b data \u6709\u5173\u4f18\u5316\u548c\u4e2a\u6027\u5316\u7684\u4fe1\u606f\uff0c\u5e2e\u52a9\u4ed6\u4eec\u66f4\u597d\u5730\u4f7f\u7528\u9884\u7b97\u3002\u201d<\/p>\n<p>\u8fd9\u79cd\u53ef\u80fd\u6027\u662f\u65e0\u7a77\u7684\uff0c\u4f46\u4ece\u672c\u8d28\u4e0a\u8bb2\uff0c\u6a21\u5757\u5316\u8fd0\u8425\u6a21\u5f0f\u53ef\u4ee5\u8ba9\u60a8\u7684\u56e2\u961f\u66f4\u597d\u5730\u534f\u4f5c\uff0c\u5e76\u4e3a\u5b9e\u73b0\u5171\u540c\u7684\u6218\u7565\u76ee\u6807\u800c\u52aa\u529b\uff0c\u800c\u4e0d\u662f\u50cf\u76ee\u524d\u91d1\u878d\u4fe1\u606f\u673a\u6784\u4ee5\u53ca\u5404\u884c\u5404\u4e1a\u7684\u65e0\u6570\u516c\u53f8\u90a3\u6837\uff0c\u5404\u81ea\u4e3a\u653f\uff0c\u4ea7\u54c1\u56e2\u961f\u5c1a\u672a\u6210\u4e3a\u73b0\u5b9e\u3002.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-5 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-bottom-small:8px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:50;line-height:1.2;\">\u79ef\u6781\u8003\u8651\u4eba\u5de5\u667a\u80fd\u4f26\u7406\u548c\u76d1\u7ba1\u95ee\u9898<\/h2><\/div><div class=\"fusion-text fusion-text-11\" style=\"--awb-text-transform:none;\"><p>\u5bf9\u4eba\u5de5\u667a\u80fd\u7684\u6295\u8d44<a href=\"https:\/\/www.artefact.com\/zh\/blog\/including-ethics-best-practices-in-your-data-science-project-from-day-one\/\"> \u4f26\u7406\u5b66<\/a> \u548c\u76d1\u7ba1\u5bf9\u91d1\u878d\u673a\u6784\u6765\u8bf4\u81f3\u5173\u91cd\u8981\u3002\u5728\u5ba1\u67e5\u6b27\u76df\u59d4\u5458\u4f1a\u63d0\u51fa\u7684 <a href=\"https:\/\/eur-lex.europa.eu\/legal-content\/EN\/TXT\/?uri=celex%3A52021PC0206\" target=\"_blank\" rel=\"noopener\">\u4eba\u5de5\u667a\u80fd\u6cd5<\/a>, \u6b27\u6d32 Data \u4fdd\u62a4\u76d1\u7763\u5458 (<a href=\"https:\/\/edps.europa.eu\/about-edps_en\" target=\"_blank\" rel=\"noopener\">EDPS<\/a>) \u8ba4\u4e3a\u6709\u5fc5\u8981\u52a0\u5f3a\u5bf9\u57fa\u672c\u6743\u5229\u7684\u4fdd\u62a4\uff0c\u5305\u62ec\u52a0\u5f3a\u5bf9\u4e2a\u4eba\u57fa\u672c\u6743\u5229\u7684\u4fdd\u62a4\uff0c\u5305\u62ec\u9690\u79c1\u6743\u548c\u4fdd\u62a4\u4e2a\u4eba data\u3002.<\/p>\n<p>\u4efb\u4f55\u5728\u91d1\u878d\u673a\u6784\u3001\u4eba\u529b\u8d44\u672c\u7ba1\u7406\u6216\u4e2a\u4eba\u4fe1\u7528\u8bc4\u4f30\u4e2d\u4f7f\u7528\u751f\u7269\u8bc6\u522b\u6280\u672f\u76f8\u5173\u8f6f\u4ef6\u7684\u4eba\u90fd\u5c06\u53d7\u5230\u76d1\u7ba1\u9650\u5236\u3002\u4ece\u76ee\u524d\u7684\u60c5\u51b5\u6765\u770b\uff0c\u8fd9\u5c06\u5f71\u54cd\u5230\u51e0\u4e4e\u6240\u6709\u7684\u91d1\u878d\u673a\u6784\u3002\u867d\u7136\u76ee\u524d\u8fd8\u4e0d\u6e05\u695a\u672a\u6765\u4eba\u5de5\u667a\u80fd\u76d1\u7ba1\u7684\u5168\u90e8\u8303\u56f4\uff0c\u4f46\u53ef\u4ee5\u80af\u5b9a\u7684\u662f\uff0c\u76d1\u7ba1\u5c06\u4ee5\u9053\u5fb7\u4e3a\u57fa\u7840\u3002\u4f46\u8bb8\u591a\u91d1\u878d\u670d\u52a1\u884c\u4e1a\u7684\u9886\u5bfc\u8005\u8ba4\u4e3a\uff0c\u4ed6\u4eec\u7684\u516c\u53f8\u5e76\u4e0d\u4e86\u89e3\u4e0e\u4eba\u5de5\u667a\u80fd\u76f8\u5173\u7684\u9053\u5fb7\u95ee\u9898\u3002.<\/p>\n<p>Artefact \u5efa\u8bae\u5236\u5b9a\u4e00\u9879\u4f26\u7406\u9053\u5fb7\u51c6\u5219\u3002<a href=\"https:\/\/www.artefact.com\/zh\/blog\/artefacts-field-experience-data-governance-a-prerequisite-for-ai-project-success\/\"> \u5185\u90e8\u4eba\u5de5\u667a\u80fd\u6cbb\u7406\u6846\u67b6<\/a> \u4eba\u5de5\u667a\u80fd\u4f26\u7406\u7684\u5404\u4e2a\u65b9\u9762\uff0c\u5305\u62ec\u4e70\u5bb6\u3001data\u7ba1\u7406\u3001\u6a21\u578b\u57f9\u8bad\u548c\u518d\u57f9\u8bad\u4eba\u5de5\u667a\u80fd\u7684\u53ef\u89e3\u91ca\u6027\u3002\u8981\u505a\u5230\u8fd9\u4e00\u70b9\uff0c\u4e13\u5bb6\u5efa\u8bae\u53ef\u80fd\u6709\u7528\uff0c\u4f46\u771f\u6b63\u9700\u8981\u7684\u662f\u7531\u4e24\u90e8\u5206\u7ec4\u6210\u7684\u601d\u7ef4\u8f6c\u53d8\uff0c\u6db5\u76d6\u4eba\u5de5\u667a\u80fd\u4f26\u7406\u7684\u65b9\u65b9\u9762\u9762\uff0c\u5305\u62ec\u4e70\u5bb6\u3001data \u7ba1\u7406\u3001\u6a21\u578b\u57f9\u8bad\u548c\u518d\u57f9\u8bad\u4eba\u5de5\u667a\u80fd\u7684\u53ef\u89e3\u91ca\u6027\u3002.<\/p>\n<p>\u7b2c\u4e00\u4e2a\u8f6c\u53d8\u9700\u8981\u5229\u76ca\u76f8\u5173\u8005\u7684\u5927\u89c4\u6a21\u652f\u6301\uff0c\u8feb\u4f7f\u5229\u76ca\u76f8\u5173\u8005\u653e\u5f03\u963b\u788d\u4eba\u5de5\u667a\u80fd\u751f\u4ea7\u5316\u7684\u5b64\u5c9b\u5fc3\u6001\u3001\u90e8\u95e8\u548c\u8fd0\u8425\u6a21\u5f0f\u3002\u7b2c\u4e8c\u4e2a\u8f6c\u53d8\u662f\u4ece\u89c4\u907f\u98ce\u9669\u7684\u5fc3\u6001\u8f6c\u53d8\u4e3a\u5f00\u62d3\u8fdb\u53d6\u7684\u5fc3\u6001\u3002\u8fd9\u9700\u8981\u8fdb\u884c\u6df1\u523b\u7684\u6587\u5316\u53d8\u9769\uff0c\u8ba9\u6574\u4e2a\u7ec4\u7ec7\u5bf9\u4eba\u5de5\u667a\u80fd\u7684\u5f71\u54cd\u3001\u5e94\u7528\u548c\u9053\u5fb7\u89c4\u8303\u6709\u9ad8\u5ea6\u7684\u8ba4\u8bc6\uff0c\u4ece\u800c\u5728\u521b\u65b0\u7684\u540c\u65f6\u4e0d\u8d1f\u8d23\u4efb\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-12\" style=\"--awb-text-transform:none;\"><blockquote>\n<div class=\"quote\">\u201c\u8fd9\u5e76\u4e0d\u5bb9\u6613\uff0c\u5c24\u5176\u662f\u5728\u4e00\u4e2a\u98ce\u9669\u89c4\u907f\u6839\u6df1\u8482\u56fa\u7684\u884c\u4e1a\u3002\u4f46\u5f52\u6839\u7ed3\u5e95\uff0c\u5728\u91c7\u7528\u4eba\u5de5\u667a\u80fd\u65b9\u9762\uff0c\u6211\u8ba4\u4e3a\u91d1\u878d\u673a\u6784\u6ca1\u6709\u592a\u591a\u7684\u9009\u62e9\u4f59\u5730\uff0c\u5173\u952e\u4e0d\u5728\u4e8e\u4eba\u5de5\u667a\u80fd\u5982\u4f55\u6216\u80fd\u5426\u4e3a\u60a8\u7684\u4e1a\u52a1\u589e\u503c\u3002\u800c\u662f\u5982\u4f55\u5728\u65e5\u5e38\u8fd0\u8425\u4e2d\u5d4c\u5165\u4eba\u5de5\u667a\u80fd\uff0c\u4ee5\u4fbf\u5728\u77ac\u606f\u4e07\u53d8\u7684\u5168\u7403\u5e02\u573a\u4e2d\u4fdd\u6301\u76f8\u5173\u6027\u548c\u7ade\u4e89\u529b\u3002\u201d<\/div>\n<\/blockquote>\n<\/div><\/div><\/div><\/div><\/article><\/p>","protected":false},"excerpt":{"rendered":"<p>\u96c5\u5178\u5a1c-\u590f\u5c14\u9a6c\uff08Athena Sharma\uff09\u8c08\u5230\u4e86\u94f6\u884c\u4e1a\u548c\u4fdd\u9669\u4e1a\u4eba\u5de5\u667a\u80fd\u9879\u76ee\u7684\u6fc0\u589e\u3001\u4e00\u4e9b\u91d1\u878d\u673a\u6784\u5728\u5b9e\u73b0\u8fd9\u4e9b\u9879\u76ee\u65f6\u9762\u4e34\u7684\u56f0\u96be\u4ee5\u53ca\u514b\u670d\u8fd9\u4e9b\u969c\u788d\u7684\u65b9\u6cd5\u3002. 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