{"id":123720,"date":"2024-08-02T13:22:48","date_gmt":"2024-08-02T12:22:48","guid":{"rendered":"https:\/\/www.artefact.com\/blog\/dr-sai-zeng-head-of-ai-coe-distinguished-engineer-at-ubs-at-ai-for-financial-services-nyc-ai-successes-in-investment-management\/"},"modified":"2024-09-24T14:25:30","modified_gmt":"2024-09-24T13:25:30","slug":"dr-sai-zeng-head-of-ai-coe-distinguished-engineer-at-ubs-at-ai-for-financial-services-nyc-ai-successes-in-investment-management","status":"publish","type":"blog","link":"https:\/\/www.artefact.com\/zh\/blog\/dr-sai-zeng-head-of-ai-coe-distinguished-engineer-at-ubs-at-ai-for-financial-services-nyc-ai-successes-in-investment-management\/","title":{"rendered":"\u745e\u94f6 AI CoE \u4e3b\u7ba1\u517c\u6770\u51fa\u5de5\u7a0b\u5e08 Sai Zeng \u535a\u58eb\u5728\u7ebd\u7ea6 AI for Financial Services - AI \u5728\u6295\u8d44\u7ba1\u7406\u4e2d\u7684\u6210\u529f\u5e94\u7528\u4e0a\u7684\u6f14\u8bb2"},"content":{"rendered":"<p><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--link_color: var(--awb-color6);--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:var(--awb-color1);--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_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-1 description\" style=\"--awb-text-color:var(--awb-color5);--awb-text-font-family:&quot;PT Serif&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u5728 Artefact \u4e3e\u529e\u7684\u4eba\u5de5\u667a\u80fd\u91d1\u878d\u670d\u52a1\u5cf0\u4f1a\u4e0a\u4e0e\u745e\u94f6\u96c6\u56e2\u4eba\u5de5\u667a\u80fd CoE \u4e3b\u7ba1\u517c\u6770\u51fa\u5de5\u7a0b\u5e08\u66fe\u8d5b\u535a\u58eb\u7684\u8ba8\u8bba\u8981\u70b9 - 2024 \u5e74 6 \u6708 12 \u65e5<\/p>\n<p>Artefact \u7f8e\u56fd\u516c\u53f8\u5408\u4f19\u4eba Akhilesh Kale \u63d0\u51fa\u7684\u95ee\u9898\u3002.<\/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-background-color:var(--awb-color1);--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 style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-default fusion-button-default button-1 fusion-button-default-span fusion-button-default-type button-primary-medium\" style=\"--button_text_transform:var(--awb-custom_typography_2-text-transform);--button_font_size:var(--awb-custom_typography_2-font-size);--button_line_height:var(--awb-custom_typography_2-line-height);--button_typography-letter-spacing:var(--awb-custom_typography_2-letter-spacing);--button_typography-font-family:var(--awb-custom_typography_2-font-family);--button_typography-font-weight:var(--awb-custom_typography_2-font-weight);--button_typography-font-style:var(--awb-custom_typography_2-font-style);\" target=\"_self\" data-hover=\"text_slide_down\" href=\"https:\/\/report.artefact.com\/l\/597421\/2024-07-25\/j323ss\" rel=\"noopener\"><div class=\"awb-button-text-transition  awb-button__hover-content--centered\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u91d1\u878d\u670d\u52a1\u4eba\u5de5\u667a\u80fd\u62a5\u544a<\/span><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u91d1\u878d\u670d\u52a1\u4eba\u5de5\u667a\u80fd\u62a5\u544a<\/span><\/div><\/a><\/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=\"--link_color: var(--awb-color6);--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:var(--awb-color1);--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-video fusion-youtube\" style=\"--awb-max-width:670px;--awb-max-height:377px;--awb-align-self:center;--awb-width:100%;\"><div class=\"video-shortcode\"><div class=\"fluid-width-video-wrapper\" style=\"padding-top:56.27%;\" ><iframe title=\"YouTube \u89c6\u9891\u64ad\u653e\u5668 1\" src=\"https:\/\/www.youtube.com\/embed\/vav5ER88XdM?wmode=transparent&autoplay=0\" width=\"670\" height=\"377\" allowfullscreen allow=\"autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture;\"><\/iframe><\/div><\/div><\/div><div class=\"fusion-text fusion-text-2\" style=\"--awb-font-size:20px;--awb-line-height:1.6;--awb-letter-spacing:var(--awb-typography4-letter-spacing);--awb-text-transform:var(--awb-typography4-text-transform);--awb-text-color:var(--awb-color5);--awb-text-font-family:var(--awb-typography4-font-family);--awb-text-font-weight:var(--awb-typography4-font-weight);--awb-text-font-style:var(--awb-typography4-font-style);\"><p><strong>\u5173\u4e8e\u8d5b\u73cd\u73e0<\/strong> \u5728\u745e\u94f6\u96c6\u56e2\uff0c\u5979\u9886\u5bfc\u5b9e\u65bd\u4ee5\u4eba\u5de5\u667a\u80fd\u4e3a\u9a71\u52a8\u7684\u6218\u7565\uff0c\u4ee5\u52a0\u5f3a data \u7ba1\u7406\u3001\u964d\u4f4e\u98ce\u9669\u5e76\u63d0\u9ad8\u94f6\u884c\u96c6\u56e2\u5404\u804c\u80fd\u90e8\u95e8\u7684\u8fd0\u8425\u6548\u7387\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-3\" style=\"--awb-font-size:20px;--awb-line-height:1.6;--awb-letter-spacing:var(--awb-typography4-letter-spacing);--awb-text-transform:var(--awb-typography4-text-transform);--awb-text-color:var(--awb-color5);--awb-text-font-family:var(--awb-typography4-font-family);--awb-text-font-weight:var(--awb-typography4-font-weight);--awb-text-font-style:var(--awb-typography4-font-style);\"><p><strong>\u5173\u4e8e\u745e\u94f6<\/strong> \u745e\u94f6\u662f\u4e00\u5bb6\u5168\u7403\u6027\u91d1\u878d\u670d\u52a1\u516c\u53f8\uff0c\u63d0\u4f9b\u8d22\u5bcc\u7ba1\u7406\u3001\u8d44\u4ea7\u7ba1\u7406\u548c\u6295\u8d44\u94f6\u884c\u670d\u52a1\u3002\u5b83\u5728\u5168\u7403\u4e3b\u8981\u91d1\u878d\u4e2d\u5fc3\u5f00\u5c55\u4e1a\u52a1\uff0c\u4e3a\u4e0d\u540c\u5ba2\u6237\u63d0\u4f9b\u91cf\u8eab\u5b9a\u5236\u7684\u91d1\u878d\u89e3\u51b3\u65b9\u6848\u3002.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-text-color:var(--awb-color6);--awb-margin-bottom-small:8px;--awb-font-size:30px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;PT Serif&quot;;font-style:normal;font-weight:700;margin:0;letter-spacing:1.6px;font-size:1em;--fontSize:30;line-height:1.47;\">\u6269\u5927\u89c4\u6a21\u548c\u4eba\u624d\u57f9\u517b<\/h2><\/div><div class=\"fusion-text fusion-text-4\" style=\"--awb-font-size:20px;--awb-line-height:1.6;--awb-letter-spacing:var(--awb-typography4-letter-spacing);--awb-text-transform:var(--awb-typography4-text-transform);--awb-text-color:var(--awb-color5);--awb-text-font-family:var(--awb-typography4-font-family);--awb-text-font-weight:var(--awb-typography4-font-weight);--awb-text-font-style:var(--awb-typography4-font-style);\"><p>\u590d\u5236\u9ad8\u7ea7 data \u79d1\u5b66\u5bb6\u5e76\u6574\u5408\u673a\u5668\u5b66\u4e60\u3001\u6df1\u5ea6\u5b66\u4e60\u548c NLP \u65b9\u9762\u7684\u5404\u79cd\u4eba\u624d\uff0c\u5bf9\u4e8e\u6269\u5c55\u4eba\u5de5\u667a\u80fd\u6280\u672f\u81f3\u5173\u91cd\u8981\u3002\u4e0e\u5f00\u53d1\u56e2\u961f\u548c\u4e1a\u52a1\u5229\u76ca\u76f8\u5173\u8005\u5171\u540c\u5f00\u53d1\u89e3\u51b3\u65b9\u6848\u53ef\u4fc3\u8fdb \u201c\u5168\u6808 data \u79d1\u5b66\u5bb6 \u201d\u65b9\u6cd5\u7684\u53d1\u5c55\u3002.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-text-color:var(--awb-color6);--awb-margin-bottom-small:8px;--awb-font-size:30px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;PT Serif&quot;;font-style:normal;font-weight:700;margin:0;letter-spacing:1.6px;font-size:1em;--fontSize:30;line-height:1.47;\">\u4eba\u5de5\u667a\u80fd\u662f\u73b0\u6709\u89e3\u51b3\u65b9\u6848\u7684\u5ef6\u4f38<\/h2><\/div><div class=\"fusion-text fusion-text-5\" style=\"--awb-font-size:20px;--awb-line-height:1.6;--awb-letter-spacing:var(--awb-typography4-letter-spacing);--awb-text-transform:var(--awb-typography4-text-transform);--awb-text-color:var(--awb-color5);--awb-text-font-family:var(--awb-typography4-font-family);--awb-text-font-weight:var(--awb-typography4-font-weight);--awb-text-font-style:var(--awb-typography4-font-style);\"><p>\u4eba\u5de5\u667a\u80fd\u548c\u673a\u5668\u5b66\u4e60\u88ab\u89c6\u4e3a\u73b0\u6709\u4ea7\u54c1\u548c\u89e3\u51b3\u65b9\u6848\u7684\u6269\u5c55\uff0c\u800c\u4e0d\u662f\u72ec\u7acb\u7684\u4ea7\u54c1\u3002\u8fd9\u9f13\u52b1\u4e0e\u5f00\u53d1\u56e2\u961f\u548c\u4ea7\u54c1\u8d1f\u8d23\u4eba\u5bc6\u5207\u5408\u4f5c\uff0c\u5c06\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u96c6\u6210\u5230\u73b0\u6709\u6846\u67b6\u4e2d\u3002.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-3 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-text-color:var(--awb-color6);--awb-margin-bottom-small:8px;--awb-font-size:30px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;PT Serif&quot;;font-style:normal;font-weight:700;margin:0;letter-spacing:1.6px;font-size:1em;--fontSize:30;line-height:1.47;\">\u5e73\u8861\u521b\u65b0\u4e0e\u751f\u4ea7<\/h2><\/div><div class=\"fusion-text fusion-text-6\" style=\"--awb-font-size:20px;--awb-line-height:1.6;--awb-letter-spacing:var(--awb-typography4-letter-spacing);--awb-text-transform:var(--awb-typography4-text-transform);--awb-text-color:var(--awb-color5);--awb-text-font-family:var(--awb-typography4-font-family);--awb-text-font-weight:var(--awb-typography4-font-weight);--awb-text-font-style:var(--awb-typography4-font-style);\"><p>\u56e2\u961f\u5c06\u5927\u7ea6 20% \u7684\u80fd\u529b\u7528\u4e8e\u521b\u65b0\u548c\u5b9e\u9a8c\u65b0\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b (LLM) \u548c\u6280\u672f\u3002\u8fd9\u79cd\u7ed3\u6784\u5316\u65b9\u6cd5\u53ef\u786e\u4fdd\u4ee5\u95ee\u9898\u4e3a\u5bfc\u5411\u7684\u5b9e\u9a8c\u4e0e\u7ec4\u7ec7\u76ee\u6807\u4fdd\u6301\u4e00\u81f4\uff0c\u5728\u521b\u65b0\u9700\u6c42\u4e0e\u63d0\u4f9b\u53ef\u8861\u91cf\u7684\u8fdb\u5c55\u548c\u4ef7\u503c\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u3002.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-4 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-text-color:var(--awb-color6);--awb-margin-bottom-small:8px;--awb-font-size:30px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;PT Serif&quot;;font-style:normal;font-weight:700;margin:0;letter-spacing:1.6px;font-size:1em;--fontSize:30;line-height:1.47;\">\u6cd5\u5f8b\u548c\u91d1\u878d\u9886\u57df\u7684\u5177\u4f53\u5e94\u7528\u6848\u4f8b<\/h2><\/div><div class=\"fusion-text fusion-text-7\" style=\"--awb-font-size:20px;--awb-line-height:1.6;--awb-letter-spacing:var(--awb-typography4-letter-spacing);--awb-text-transform:var(--awb-typography4-text-transform);--awb-text-color:var(--awb-color5);--awb-text-font-family:var(--awb-typography4-font-family);--awb-text-font-weight:var(--awb-typography4-font-weight);--awb-text-font-style:var(--awb-typography4-font-style);\"><p>\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u5305\u62ec\u4e00\u4e2a\u6cd5\u5f8b\u6587\u4ef6\u641c\u7d22\u5de5\u5177\uff0c\u53ef\u63d0\u9ad8 2,000 \u4e07\u4efd\u6587\u4ef6\u7684\u641c\u7d22\u529f\u80fd\uff1b\u4ee5\u53ca\u4e00\u4e2a\u9762\u5411\u8d22\u52a1\u603b\u76d1\u7684\u81ea\u52a8\u8bc4\u8bba\u5de5\u5177\uff0c\u53ef\u81ea\u52a8\u751f\u6210 data \u6c47\u603b\u548c\u8bc4\u8bba\u3002\u8fd9\u4e9b\u5de5\u5177\u63d0\u9ad8\u4e86\u8fd0\u8425\u6548\u7387\uff0c\u6ee1\u8db3\u4e86\u7279\u5b9a\u7684\u4e1a\u52a1\u9700\u6c42\u3002.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-5 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-text-color:var(--awb-color6);--awb-margin-bottom-small:8px;--awb-font-size:30px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;PT Serif&quot;;font-style:normal;font-weight:700;margin:0;letter-spacing:1.6px;font-size:1em;--fontSize:30;line-height:1.47;\">\u6574\u5408\u4e0e\u5b9e\u65bd\u6218\u7565<\/h2><\/div><div class=\"fusion-text fusion-text-8\" style=\"--awb-font-size:20px;--awb-line-height:1.6;--awb-letter-spacing:var(--awb-typography4-letter-spacing);--awb-text-transform:var(--awb-typography4-text-transform);--awb-text-color:var(--awb-color5);--awb-text-font-family:var(--awb-typography4-font-family);--awb-text-font-weight:var(--awb-typography4-font-weight);--awb-text-font-style:var(--awb-typography4-font-style);\"><p>\u8058\u7528\u4e86\u89e3\u4eba\u5de5\u667a\u80fd\u7b97\u6cd5\u5e76\u80fd\u5c06\u529f\u80fd\u4e0e\u4ea7\u54c1\u89e3\u51b3\u65b9\u6848\u76f8\u7ed3\u5408\u7684\u4eba\u624d\u662f\u5173\u952e\u3002\u8fd9\u6d89\u53ca\u5230 \u201c\u5168\u6808 data \u79d1\u5b66\u5bb6 \u201d\u7684\u6982\u5ff5\uff0c\u5373\u4e13\u4e1a\u4eba\u5458\u4e86\u89e3\u4eba\u5de5\u667a\u80fd\u3001\u8f6f\u4ef6\u5f00\u53d1\u3001\u90e8\u7f72\u548c\u751f\u4ea7\u4e2d\u7684\u53ef\u6269\u5c55\u6027\uff0c\u786e\u4fdd\u4ece\u4e00\u5f00\u59cb\u5c31\u91c7\u7528\u6574\u4f53\u65b9\u6cd5\u3002.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-6 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-text-color:var(--awb-color6);--awb-margin-bottom-small:8px;--awb-font-size:30px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;PT Serif&quot;;font-style:normal;font-weight:700;margin:0;letter-spacing:1.6px;font-size:1em;--fontSize:30;line-height:1.47;\">\u4ee5\u89e3\u51b3\u95ee\u9898\u4e3a\u52a8\u529b\u7684\u521b\u65b0<\/h2><\/div><div class=\"fusion-text fusion-text-9\" style=\"--awb-font-size:20px;--awb-line-height:1.6;--awb-letter-spacing:var(--awb-typography4-letter-spacing);--awb-text-transform:var(--awb-typography4-text-transform);--awb-text-color:var(--awb-color5);--awb-text-font-family:var(--awb-typography4-font-family);--awb-text-font-weight:var(--awb-typography4-font-weight);--awb-text-font-style:var(--awb-typography4-font-style);\"><p>\u4e13\u95e8\u7528\u4e8e\u521b\u65b0\u7684\u65f6\u95f4\u662f\u7531\u5b9e\u9645\u95ee\u9898\u9a71\u52a8\u7684\u3002\u5728\u6536\u8d2d\u745e\u58eb\u4fe1\u8d37\u4e4b\u540e\uff0c\u4e00\u4e2a\u5177\u4f53\u7684\u7528\u4f8b\u6d89\u53ca\u4eba\u529b\u8d44\u6e90\u90e8\u95e8\u5173\u4e8e\u6bd4\u8f83 401(k) \u8ba1\u5212\u7684\u67e5\u8be2\u3002\u8fd9\u4e00\u63a2\u7d22\u4ece\u7b80\u5355\u7684\u95ee\u9898\u6269\u5c55\u5230\u590d\u6742\u7684\u591a\u4ee3\u7406\u6846\u67b6\uff0c\u6fc0\u53d1\u4e86\u8fdb\u4e00\u6b65\u7684\u63a2\u7d22\u548c\u521b\u65b0\u3002.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-7 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-text-color:var(--awb-color6);--awb-margin-bottom-small:8px;--awb-font-size:30px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;PT Serif&quot;;font-style:normal;font-weight:700;margin:0;letter-spacing:1.6px;font-size:1em;--fontSize:30;line-height:1.47;\">\u63d0\u9ad8\u6548\u7387\u548c\u8282\u7ea6\u6210\u672c<\/h2><\/div><div class=\"fusion-text fusion-text-10\" style=\"--awb-font-size:20px;--awb-line-height:1.6;--awb-letter-spacing:var(--awb-typography4-letter-spacing);--awb-text-transform:var(--awb-typography4-text-transform);--awb-text-color:var(--awb-color5);--awb-text-font-family:var(--awb-typography4-font-family);--awb-text-font-weight:var(--awb-typography4-font-weight);--awb-text-font-style:var(--awb-typography4-font-style);\"><p>\u4eba\u5de5\u667a\u80fd\u5728\u91d1\u878d\u670d\u52a1\u9886\u57df\u7684\u5e94\u7528\u91cd\u70b9\u662f\u63d0\u9ad8\u8fd0\u8425\u6548\u7387\u548c\u8282\u7ea6\u6210\u672c\uff0c\u540c\u65f6\u6539\u5584\u5ba2\u6237\u4f53\u9a8c\u548c\u9500\u552e\/\u8425\u9500\u3002\u4eba\u5de5\u667a\u80fd\u5728\u5185\u90e8\u5e38\u89c1\u95ee\u9898\u804a\u5929\u673a\u5668\u4eba\u3001\u81ea\u52a8\u62a5\u544a\u4ee5\u53ca\u53cd\u6d17\u94b1\uff08AML\uff09\u548c\u4e86\u89e3\u5ba2\u6237\uff08KYC\uff09\u6d41\u7a0b\u7b49\u9886\u57df\u7684\u81ea\u52a8\u5316\u4e2d\u7684\u5e94\u7528\u6b63\u5728\u8fc5\u901f\u6295\u5165\u751f\u4ea7\u3002.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-8 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-text-color:var(--awb-color6);--awb-margin-bottom-small:8px;--awb-font-size:30px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;PT Serif&quot;;font-style:normal;font-weight:700;margin:0;letter-spacing:1.6px;font-size:1em;--fontSize:30;line-height:1.47;\">\u957f\u671f\u9879\u76ee\u7ba1\u7406<\/h2><\/div><div class=\"fusion-text fusion-text-11\" style=\"--awb-font-size:20px;--awb-line-height:1.6;--awb-letter-spacing:var(--awb-typography4-letter-spacing);--awb-text-transform:var(--awb-typography4-text-transform);--awb-text-color:var(--awb-color5);--awb-text-font-family:var(--awb-typography4-font-family);--awb-text-font-weight:var(--awb-typography4-font-weight);--awb-text-font-style:var(--awb-typography4-font-style);\"><p>\u6cd5\u5f8b\u6587\u4ef6\u641c\u7d22\u5de5\u5177\u9762\u4e34\u7740\u5904\u7406 2000 \u4e07\u4efd\u6587\u4ef6\u548c\u5b9e\u65bd\u8bbf\u95ee\u63a7\u5236\u7b49\u6311\u6218\u3002\u56e2\u961f\u5f00\u53d1\u4e86\u4e00\u4e2a\u7c7b\u4f3c\u8c37\u6b4c\u7684\u6cd5\u5f8b\u6587\u4ef6\u641c\u7d22\u5de5\u5177\uff0c\u91cd\u70b9\u5173\u6ce8\u53ef\u6269\u5c55\u6027\u548c\u8bbf\u95ee\u63a7\u5236\u3002\u4ece\u6982\u5ff5\u9a8c\u8bc1\u5230\u6295\u5165\u751f\u4ea7\u5386\u65f6\u4e00\u5e74\u591a\u3002.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-9 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-text-color:var(--awb-color6);--awb-margin-bottom-small:8px;--awb-font-size:30px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;PT Serif&quot;;font-style:normal;font-weight:700;margin:0;letter-spacing:1.6px;font-size:1em;--fontSize:30;line-height:1.47;\">\u81ea\u52a8\u8d22\u52a1\u8bc4\u8bba<\/h2><\/div><div class=\"fusion-text fusion-text-12\" style=\"--awb-font-size:20px;--awb-line-height:1.6;--awb-letter-spacing:var(--awb-typography4-letter-spacing);--awb-text-transform:var(--awb-typography4-text-transform);--awb-text-color:var(--awb-color5);--awb-text-font-family:var(--awb-typography4-font-family);--awb-text-font-weight:var(--awb-typography4-font-weight);--awb-text-font-style:var(--awb-typography4-font-style);\"><p>\u8d22\u52a1\u603b\u76d1\u7684\u81ea\u52a8\u8bc4\u8bba\u5de5\u5177\u53ef\u81ea\u52a8\u8fdb\u884c data \u6c47\u603b\u548c\u8bc4\u8bba\u751f\u6210\u3002\u8be5\u5de5\u5177\u7b80\u5316\u4e86\u89e3\u91ca\u91cd\u5927\u635f\u76ca\uff08P&amp;L\uff09\u53d8\u5316\u7684\u6d41\u7a0b\uff0c\u7528\u81ea\u52a8\u89e3\u51b3\u65b9\u6848\u53d6\u4ee3\u4e86\u4eba\u5de5 data \u6392\u5e8f\u3002\u5b83\u96c6\u6210\u4e86\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u53ef\u53d1\u73b0\u8bed\u8a00\u6a21\u5f0f\u5e76\u751f\u6210\u6bcf\u65e5\u8bc4\u8bba\u3002.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-10 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-text-color:var(--awb-color6);--awb-margin-bottom-small:8px;--awb-font-size:30px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;PT Serif&quot;;font-style:normal;font-weight:700;margin:0;letter-spacing:1.6px;font-size:1em;--fontSize:30;line-height:1.47;\">\u5ba1\u6279\u548c\u7ba1\u7406<\/h2><\/div><div class=\"fusion-text fusion-text-13\" style=\"--awb-font-size:20px;--awb-line-height:1.6;--awb-letter-spacing:var(--awb-typography4-letter-spacing);--awb-text-transform:var(--awb-typography4-text-transform);--awb-text-color:var(--awb-color5);--awb-text-font-family:var(--awb-typography4-font-family);--awb-text-font-weight:var(--awb-typography4-font-weight);--awb-text-font-style:var(--awb-typography4-font-style);\"><p>\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u9075\u5faa\u4e0e\u98ce\u9669\u6a21\u578b\u7c7b\u4f3c\u7684\u65e2\u5b9a\u5ba1\u6279\u6d41\u7a0b\u3002\u63d0\u4f9b\u8f93\u5165\u3001\u8f93\u51fa\u548c\u6307\u6807\u7684\u8bc1\u636e\u53ef\u786e\u4fdd\u7b26\u5408\u7ba1\u7406\u6807\u51c6\u3002\u5927\u578b\u8bed\u8a00\u6a21\u578b\u9700\u8981\u65b0\u7684\u9a8c\u8bc1\u65b9\u6cd5\uff0c\u4ee5\u53cd\u6620\u4eba\u5de5\u667a\u80fd\u6280\u672f\u4e0d\u65ad\u53d1\u5c55\u7684\u6027\u8d28\u3002.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-11 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-text-color:var(--awb-color6);--awb-margin-bottom-small:8px;--awb-font-size:30px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;PT Serif&quot;;font-style:normal;font-weight:700;margin:0;letter-spacing:1.6px;font-size:1em;--fontSize:30;line-height:1.47;\">\u5e94\u5bf9\u5e7b\u89c9\u6311\u6218<\/h2><\/div><div class=\"fusion-text fusion-text-14\" style=\"--awb-font-size:20px;--awb-line-height:1.6;--awb-letter-spacing:var(--awb-typography4-letter-spacing);--awb-text-transform:var(--awb-typography4-text-transform);--awb-text-color:var(--awb-color5);--awb-text-font-family:var(--awb-typography4-font-family);--awb-text-font-weight:var(--awb-typography4-font-weight);--awb-text-font-style:var(--awb-typography4-font-style);\"><p>\u786e\u4fdd\u51c6\u786e\u800c\u4e0d\u4ea7\u751f\u5e7b\u89c9\u662f\u4e00\u9879\u6311\u6218\uff0c\u5c24\u5176\u662f\u5728\u7ed3\u6784\u5316\u7684 data \u73af\u5883\u4e2d\u3002\u89e3\u51b3\u65b9\u6848\u5305\u62ec\u4f7f\u7528\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u6765\u89e3\u91ca data \u548c\u64b0\u5199\u7b54\u6848\uff0c\u4ece\u800c\u6700\u5927\u9650\u5ea6\u5730\u51cf\u5c11\u9519\u8bef\u3002\u4e0e\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u4ea4\u4e92\u4fa7\u91cd\u4e8e\u6839\u636e\u901a\u8fc7 SQL \u8bed\u53e5\u63d0\u53d6\u7684\u51c6\u786e data \u64b0\u5199\u7b54\u6848\u3002.<\/p>\n<\/div><\/div><\/div><\/div><\/article><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-4 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-background-color:var(--awb-color1);--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-3 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 style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-default fusion-button-default button-2 fusion-button-default-span fusion-button-default-type button-primary-medium\" style=\"--button_text_transform:var(--awb-custom_typography_2-text-transform);--button_font_size:var(--awb-custom_typography_2-font-size);--button_line_height:var(--awb-custom_typography_2-line-height);--button_typography-letter-spacing:var(--awb-custom_typography_2-letter-spacing);--button_typography-font-family:var(--awb-custom_typography_2-font-family);--button_typography-font-weight:var(--awb-custom_typography_2-font-weight);--button_typography-font-style:var(--awb-custom_typography_2-font-style);\" target=\"_self\" data-hover=\"text_slide_down\" href=\"https:\/\/report.artefact.com\/l\/597421\/2024-07-25\/j323ss\" rel=\"noopener\"><div class=\"awb-button-text-transition  awb-button__hover-content--centered\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u91d1\u878d\u670d\u52a1\u4eba\u5de5\u667a\u80fd\u62a5\u544a<\/span><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u91d1\u878d\u670d\u52a1\u4eba\u5de5\u667a\u80fd\u62a5\u544a<\/span><\/div><\/a><\/div><\/div><\/div><\/div><\/div><\/p>","protected":false},"excerpt":{"rendered":"<p>\u5728\u745e\u94f6\u96c6\u56e2\uff0c\u8d5b\u66fe\u8d1f\u8d23\u9886\u5bfc\u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u7b56\u7565\u7684\u5b9e\u65bd\uff0c\u65e8\u5728\u63d0\u5347\u5168\u884c\u96c6\u56e2\u804c\u80fd\u90e8\u95e8\u5728data\u7ba1\u7406\u3001\u98ce\u9669\u964d\u4f4e\u53ca\u8fd0\u8425\u6548\u7387\u65b9\u9762\u7684\u8868\u73b0\u3002.<\/p>","protected":false},"featured_media":123721,"parent":0,"template":"","meta":{"_acf_changed":false,"ep_exclude_from_search":false},"blog-category":[21930],"blog-language":[2991],"class_list":["post-123720","blog","type-blog","status-publish","has-post-thumbnail","hentry","blog-category-finance","blog-language-en"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog\/123720","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog"}],"about":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/types\/blog"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/media\/123721"}],"wp:attachment":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/media?parent=123720"}],"wp:term":[{"taxonomy":"blog-category","embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog-category?post=123720"},{"taxonomy":"blog-language","embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog-language?post=123720"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}