	{"id":62764,"date":"2021-08-24T13:09:48","date_gmt":"2021-08-24T12:09:48","guid":{"rendered":"https:\/\/www.artefact.com\/?post_type=news&#038;p=62764"},"modified":"2024-09-20T17:45:46","modified_gmt":"2024-09-20T16:45:46","slug":"demand-forecasting-using-machine-learning-to-predict-retail-sales","status":"publish","type":"blog","link":"https:\/\/www.artefact.com\/zh\/blog\/demand-forecasting-using-machine-learning-to-predict-retail-sales\/","title":{"rendered":"\u9700\u6c42\u9884\u6d4b\uff1a\u5229\u7528\u673a\u5668\u5b66\u4e60\u9884\u6d4b\u96f6\u552e\u989d"},"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\/2020\/10\/PASCAL_COGGIA.jpg\" 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;\">\u5e15\u65af\u5361\u5c14-\u79d1\u5409\u4e9a<\/h3><\/div><div class=\"fusion-text fusion-text-1 article-author-description\"><p>Artefact \u82f1\u56fd\u8463\u4e8b\u603b\u7ecf\u7406\u517c\u5408\u4f19\u4eba<\/p>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 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-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;\">\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\/2020\/11\/jerome-petit-.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-4 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;\">\u70ed\u7f57\u59c6-\u4f69\u8482\u7279<\/h3><\/div><div class=\"fusion-text fusion-text-2 article-author-description\"><p>\u5408\u4f5c\u4f19\u4f34\uff5cData \u9a71\u52a8\u7684 Artefact \u6218\u7565<\/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-margin-top:40px;--awb-margin-bottom:40px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-center 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 fusion-flex-align-self-center fusion-column-inner-bg-wrapper\" style=\"--awb-padding-top:20px;--awb-padding-right:20px;--awb-padding-bottom:20px;--awb-padding-left:20px;--awb-overflow:hidden;--awb-inner-bg-size:cover;--awb-border-color:rgba(10,17,40,0.1);--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:4px 4px 4px 4px;--awb-inner-bg-border-radius:4px 4px 4px 4px;--awb-inner-bg-overflow:hidden;--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;\"><span class=\"fusion-column-inner-bg hover-type-none\"><a class=\"fusion-column-anchor\" href=\"https:\/\/technative.io\/demand-forecasting-machine-learning-retail-sales\/\" rel=\"noopener noreferrer\" target=\"_blank\"><span class=\"fusion-column-inner-bg-image\"><\/span><\/a><\/span><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-text fusion-text-3\"><p><u>\u9605\u8bfb\u6211\u4eec\u7684\u6587\u7ae0<\/u><\/p>\n<\/div><div class=\"fusion-image-element\" style=\"--awb-margin-right:20px;--awb-margin-left:20px;--awb-max-width:200px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-1 hover-type-none\"><img decoding=\"async\" width=\"250\" height=\"168\" title=\"\u6280\u672f\u6807\u8bc6\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/08\/technative-logo.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/08\/technative-logo.png\" alt class=\"lazyload img-responsive wp-image-62781\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27250%27%20height%3D%27168%27%20viewBox%3D%270%200%20250%20168%27%3E%3Crect%20width%3D%27250%27%20height%3D%27168%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/08\/technative-logo-200x134.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/08\/technative-logo.png 250w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 250px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-4\"><p>.<\/p>\n<\/div><\/div><\/div><\/div><\/div><div 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-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 class=\"fusion-text fusion-text-5 description\"><p>\u6240\u6709\u884c\u4e1a\u7684\u76ee\u6807\u90fd\u662f\u5728\u6b63\u786e\u7684\u65f6\u95f4\u751f\u4ea7\u6b63\u786e\u6570\u91cf\u7684\u4ea7\u54c1\uff0c\u4f46\u5bf9\u4e8e\u96f6\u552e\u5546\u6765\u8bf4\uff0c\u8fd9\u4e2a\u95ee\u9898\u5c24\u4e3a\u5173\u952e\uff0c\u56e0\u4e3a\u4ed6\u4eec\u8fd8\u9700\u8981\u6709\u6548\u5730\u7ba1\u7406\u6613\u8150\u5b58\u8d27\u3002.<br \/>\n\u5546\u54c1\u8fc7\u591a\u548c\u8fc7\u5c11\u90fd\u4e0d\u5229\u4e8e\u7ecf\u8425\u3002(\u636e\u4f30\u8ba1\uff0c\u5e93\u5b58\u7ba1\u7406\u4e0d\u5584\u6bcf\u5e74\u7ed9\u7f8e\u56fd\u96f6\u552e\u5546\u9020\u6210\u8fd1 20 \u4ebf\u7f8e\u5143\u7684\u635f\u5931\uff09\u3002<\/p>\n<\/div><\/div><\/div><\/div><\/div><article 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-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-4 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-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;\">\u8d85\u8d8a\u8fc7\u53bb\u7684\u9500\u552e\u989d\uff0c\u51c6\u786e\u9884\u6d4b\u672a\u6765\u7684\u9500\u552e\u989d<\/h2><\/div><div class=\"fusion-text fusion-text-6\"><p>\u96f6\u552e\u5546\u901a\u8fc7\u6709\u6548\u7ba1\u7406\u8ba2\u5355\u548c\u5e93\u5b58\uff0c\u53ef\u4ee5\u91ca\u653e\u51fa\u5927\u91cf\u7684\u589e\u91cf\u5229\u6da6\u3002\u4f46\u7531\u4e8e\u8fd9\u9700\u8981\u5904\u7406\u5927\u91cf\u5e93\u5b58\u5355\u4f4d\uff08SKU\uff09\u7684 data\uff0c\u5176\u4e2d\u5f80\u5f80\u5305\u62ec\u6613\u8150\u5546\u54c1\u548c\u6bcf\u5929\u90fd\u8981\u8ba2\u8d2d\u7684\u5546\u54c1\uff0c\u56e0\u6b64\u8fd9\u4e5f\u662f\u4e00\u9879\u5de8\u5927\u7684\u6311\u6218\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-7\"><p>\u8fc7\u53bb\uff0c\u96f6\u552e\u5546\u4ec5\u4ec5\u4f9d\u9760\u524d\u51e0\u5e74\u7684 data \u6765\u9884\u6d4b\u672a\u6765\u7684\u9500\u552e\u60c5\u51b5\uff08\u4ece\u800c\u7ba1\u7406\u5e93\u5b58\uff09\uff0c\u4f46\u8fd9\u79cd\u65b9\u6cd5\u53ea\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u6709\u7528\u3002\u4e0d\u8fc7\uff0c\u73b0\u5728\u673a\u5668\u5b66\u4e60\u5df2\u7ecf\u53d1\u5c55\u5230\u53ef\u4ee5\u6839\u636e\u4e0d\u540c\u4fe1\u53f7\u5bf9\u8d2d\u4e70\u7684\u5f71\u54cd\u7a0b\u5ea6\uff0c\u4f7f\u7528\u4e0d\u540c\u4fe1\u53f7\u63d0\u4f9b\u51c6\u786e\u9884\u6d4b\u6a21\u578b\u7684\u9636\u6bb5\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-8\"><p>\u9884\u6d4b\u9500\u552e\u989d\u662f\u4e00\u9879\u590d\u6742\u7684\u5de5\u4f5c\uff0c\u56e0\u4e3a\u5728\u4efb\u4f55\u7279\u5b9a\u65f6\u671f\uff0c\u8d2d\u4e70\u90fd\u4f1a\u53d7\u5230\u591a\u79cd\u56e0\u7d20\u7684\u5f71\u54cd\uff1a\u5929\u6c14\u3001\u8d2d\u7269\u8d8b\u52bf\u3001\u6cd5\u89c4\u3001\u65b0\u4ea7\u54c1\u3001\u8d2d\u4e70\u884c\u4e3a\u3001\u6d41\u884c\u75c5......\u800c\u6839\u636e\u4ee5\u5f80\u8bb0\u5f55\u7684 data \u9884\u6d4b\u5e76\u4e0d\u8003\u8651\u7279\u5b9a\u4e8b\u4ef6\uff0c\u8fd9\u4f7f\u5f97\u6708\u9500\u552e\u989d\u770b\u8d77\u6765\u5206\u5e03\u5747\u5300\uff0c\u4f46\u5b9e\u9645\u60c5\u51b5\u5374\u4e0d\u53ef\u80fd\u5982\u6b64\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-9\"><p>\u4f8b\u5982\uff0c\u7ecf\u5e38\u7f3a\u8d27\u7684\u5546\u54c1\u53ef\u80fd\u4f1a\u5bfc\u81f4\u8be5\u5546\u54c1\u6216\u7c7b\u522b\u7684\u9500\u552e\u653e\u7f13\uff0c\u4f46\u8fd9\u4e0d\u4f1a\u5728\u6bcf\u6708\u7684 reports \u4e2d\u663e\u793a\u51fa\u6765\u3002\u66f4\u7cdf\u7cd5\u7684\u662f\uff0c\u7cdf\u7cd5\u7684\u6570\u636e\u5f80\u5f80\u88ab\u8ba4\u4e3a\u662f\u4e70\u5bb6\u4e0d\u611f\u5174\u8da3\u7684\u6807\u5fd7\uff0c\u800c\u4e8b\u5b9e\u6070\u6070\u76f8\u53cd\uff0c\u6d88\u8d39\u8005\u5bf9\u67d0\u4e00\u5546\u54c1\u7684\u8fc7\u5ea6\u8d2d\u4e70\u5bfc\u81f4\u4e86\u8be5\u5546\u54c1\u7684\u8131\u9500\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-10\"><p>\u6216\u8005\uff0c\u5546\u5e97\u4e2d\u4e22\u5931\u7684\u4ea7\u54c1\u53ef\u80fd\u5b9e\u9645\u4e0a\u6709\u5e93\u5b58\uff0c\u53ea\u662f\u5c1a\u672a\u4e0a\u67b6\u3002\u5927\u5356\u573a\u96f6\u552e\u5546\u901a\u5e38\u5f88\u96be\u5b9e\u65f6\u8865\u8d27\uff0c\u56e0\u6b64\uff0c\u5c3d\u7ba1\u6709\u5e93\u5b58\uff0c\u4f46\u4e00\u6b3e\u7acb\u5373\u8d70\u4fcf\u7684\u5546\u54c1\u53ef\u80fd\u5f88\u5feb\u5c31\u4f1a\u4ece\u8d27\u67b6\u4e0a\u6d88\u5931\uff0c\u4ece\u800c\u5bfc\u81f4\u4e1a\u7ee9\u4e0d\u5982\u9884\u671f\u3002\u8fd9\u5c31\u9700\u8981\u80fd\u591f\u5e2e\u52a9\u96f6\u552e\u5546\u5b9e\u73b0\u4f9b\u9700\u65e0\u7f1d\u5bf9\u63a5\u7684\u6280\u672f\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-11\"><p>\u5229\u7528\u673a\u5668\u5b66\u4e60\u548c\u591a\u79cd\u4fe1\u53f7\u8bc4\u4f30\u5e93\u5b58\u6c34\u5e73<\/p>\n<\/div><div class=\"fusion-text fusion-text-12\"><p>\u673a\u5668\u5b66\u4e60\u4e3a\u8fd9\u4e9b\u6311\u6218\u63d0\u4f9b\u4e86\u89e3\u51b3\u65b9\u6848\u3002\u9884\u6d4b\u6a21\u578b\u53ef\u4ee5\u5229\u7528\u4e00\u4e9b\u5f71\u54cd\u9500\u552e\u7684\u4fe1\u53f7\uff08\u5b63\u8282\u6027\u3001\u6d88\u8d39\u8d8b\u52bf\u3001\u4ef7\u683c\u6c34\u5e73\u7b49\uff09\uff0c\u63d0\u524d\u51e0\u4e2a\u6708\u9884\u6d4b\u9500\u552e\u60c5\u51b5\u3002\u4e3a\u4e86\u5c3d\u53ef\u80fd\u51c6\u786e\uff0c\u9664\u4e86\u901a\u5e38\u8981\u8003\u8651\u7684\u6807\u51c6\u65e5\u671f\u3001\u4ea7\u54c1\u548c\u5546\u5e97\u56e0\u7d20\u5916\uff0c\u6a21\u578b\u8fd8\u5fc5\u987b\u4f7f\u7528\u66f4\u591a\u7684\u6307\u6807\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-13\"><p>\u4e3a\u4e86\u8bf4\u660e\u8fd9\u4e00\u70b9\uff0c\u96f6\u552e\u5546\u53ef\u4ee5\u901a\u8fc7\u5206\u6790\u5b63\u8282\u6027\u6765\u9884\u6d4b\u4e0b\u4e00\u65f6\u671f\u7684\u9500\u552e\u60c5\u51b5\u3002\u7136\u800c\uff0cdata \u4f1a\u51fa\u73b0\u504f\u5dee\uff0c\u56e0\u4e3a\u4f7f\u7528\u65e5\u671f\u5e76\u4e0d 100% \u51c6\u786e\uff1b\u67d0\u4e2a\u65e5\u671f\u53ef\u80fd\u5728\u67d0\u4e00\u5e74\u662f\u5de5\u4f5c\u65e5\uff0c\u4f46\u5728\u4e0b\u4e00\u5e74\u5374\u662f\u5468\u672b\uff0c\u4ece\u800c\u5bfc\u81f4\u9500\u552e\u989d\u5927\u76f8\u5f84\u5ead\u3002\u5176\u4ed6\u56e0\u7d20\uff0c\u5982\u8be5\u65e5\u671f\u662f\u5426\u6070\u9022\u8282\u65e5\uff08\u5723\u8bde\u8282\u3001\u590d\u6d3b\u8282\u7b49\uff09\u6216\u91cd\u5927\u4f53\u80b2\u8d5b\u4e8b\uff0c\u4e5f\u4f1a\u5f71\u54cd\u6d88\u8d39\u8005\u7684\u8d2d\u4e70\u6a21\u5f0f\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-14\"><p>\u4ef7\u683c\u6c34\u5e73\u4fe1\u53f7\u4e5f\u6709\u7c7b\u4f3c\u7684\u60c5\u51b5\u3002\u5546\u5e97\u4e00\u7ea7\u7684\u4fc3\u9500\u6d3b\u52a8\u53ef\u4ee5\u660e\u663e\u5f71\u54cd\u67d0\u4e00\u7c7b\u522b\u4ea7\u54c1\u7684\u9500\u552e\uff0c\u751a\u81f3\u4f7f\u6574\u4e2a\u5546\u5e97\u66f4\u5177\u5438\u5f15\u529b\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-15\"><p>\u8fd9\u4e24\u4e2a\u4f8b\u5b50\u90fd\u8bf4\u660e\u4e86\u4e3a\u4ec0\u4e48\u9700\u8981\u8003\u8651\u8bb8\u591a\u4e0d\u540c\u7684\u4fe1\u53f7\u548c\u6307\u6807\u624d\u80fd\u51c6\u786e\u9884\u6d4b\u9500\u552e\u60c5\u51b5\uff1a\u5728\u673a\u5668\u5b66\u4e60\u548c\u5148\u8fdb\u7684 artificial intelligence \u6a21\u578b\u4f7f\u5176\u6210\u4e3a\u53ef\u80fd\u4e4b\u524d\uff0c\u8fd9\u9879\u4efb\u52a1\u662f\u975e\u5e38\u9ebb\u70e6\u7684\u3002.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-6 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;\">\u91c7\u7528\u673a\u5668\u5b66\u4e60\u8fdb\u884c\u5e93\u5b58\u7ba1\u7406<\/h2><\/div><div class=\"fusion-text fusion-text-16\"><p>\u6280\u672f\u662f\u5b58\u5728\u7684\uff0c\u4f46\u96f6\u552e\u5546\u8981\u60f3\u6709\u6548\u5229\u7528\u5b83\u5e76\u505a\u51fa\u51c6\u786e\u7684\u9884\u6d4b\uff0c\u5c31\u9700\u8981\u6536\u96c6\u548c\u5206\u6790\u5927\u91cf\u7684 data \u4fe1\u606f\u3002\u8fd9\u4e9b\u4fe1\u606f\u5927\u591a\u6765\u81ea\u4e0d\u540c\u7684 data \u6765\u6e90\uff0c\u8bd5\u56fe\u5904\u7406\u5305\u542b\u4ee5\u5f80 reports \u548c\u5a92\u4f53\u8ba1\u5212\u7684\u591a\u4e2a Excel \u548c PDF \u6587\u4ef6\u53ef\u80fd\u4f1a\u5f88\u590d\u6742\u3002\u6211\u4eec\u9700\u8981\u5927\u578b data \u5de5\u5177\u5c06\u8fd9\u4e9b\u4fe1\u606f\u5904\u7406\u6210\u6240\u9700\u7684\u7b80\u6d01\u53ef\u8bfb\u683c\u5f0f\uff0c\u4ee5\u521b\u5efa\u53ef\u9884\u9632\u5e93\u5b58\u95ee\u9898\u7684\u9884\u6d4b\u6a21\u578b\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-17\"><p>\u7531\u4e8e\u4e00\u6b21\u6027\u4e8b\u4ef6\uff08\u4fc3\u9500\u3001\u6076\u52a3\u5929\u6c14\u3001\u4ea4\u901a\u62e5\u5835\u7b49\uff09\u7684\u5f71\u54cd\uff0c\u7279\u5b9a\u5546\u5e97\u8fc7\u53bb\u7684\u9500\u552e\u989d data \u53ef\u80fd\u4f1a \u2018\u4e0d\u51c6\u786e\u2019\u3002\u4e3a\u4e86\u6d88\u9664\u8fd9\u79cd\u504f\u5dee\uff0c\u9884\u6d4b\u6a21\u578b\u5c06\u8fc7\u53bb\u7684\u9500\u552e\u6570\u5b57\u4e0e\u7c7b\u4f3c\u5546\u5e97\u7684\u9500\u552e\u6570\u5b57\u7ed3\u5408\u8d77\u6765\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-18\"><p>\u53e6\u4e00\u5927\u6311\u6218\u662f\u5982\u4f55\u9632\u6b62\u8d27\u67b6\u4e0a\u7684\u5546\u54c1\u5728\u6709\u5b58\u8d27\u7684\u60c5\u51b5\u4e0b\u65e0\u6cd5\u4e0a\u67b6\uff08\u56e0\u4e3a\u5458\u5de5\u51e0\u4e4e\u4e0d\u53ef\u80fd\u5b9e\u65f6\u76d1\u63a7\u8d27\u67b6\u5e76\u7acb\u5373\u8865\u8d27\uff09\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-19\"><p>\u4f7f\u7528\u76d1\u63a7\u6444\u50cf\u5934\u548c\u91cd\u91cf\u4f20\u611f\u5668\u7684\u6280\u672f\u89e3\u51b3\u65b9\u6848\u786e\u5b9e\u5b58\u5728\uff0c\u4f46\u6295\u8d44\u5de8\u5927\u3002\u4e0d\u8fc7\uff0c\u53ef\u4ee5\u5229\u7528 SKU \u7ea7\u522b\u7684\u5b9e\u65f6\u9500\u552e\u7b49\u73b0\u6210\u4fe1\u606f\u6765\u68c0\u6d4b \u2018\u7a7a\u8d27\u67b6 \u2019\u60c5\u51b5\u3002\u6a21\u578b\u53ef\u4ee5\u5206\u6790\u5546\u54c1\u7684\u6b63\u5e38\u9500\u552e\u6d41\u7a0b\uff0c\u56e0\u6b64\u53ef\u4ee5\u77e5\u9053\u7279\u5b9a\u5546\u5e97\u4e2d\u4e24\u79cd\u5546\u54c1\u9500\u552e\u4e4b\u95f4\u7684\u6b63\u5e38\u95f4\u9694\u65f6\u95f4\u3002\u4eba\u5de5\u5e72\u9884\u53ef\u7528\u4e8e\u5ba1\u67e5\u548c\u89e3\u51b3\u7edf\u8ba1\u5f02\u5e38\u60c5\u51b5\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-20\"><p>\u9884\u6d4b\u5206\u6790\u53ea\u662f\u4f20\u7edf\u96f6\u552e\u5546\u4ece\u673a\u5668\u5b66\u4e60\u4e2d\u83b7\u76ca\u7684\u4f17\u591a\u65b9\u6cd5\u4e4b\u4e00\u3002\u4f9d\u9760\u5148\u8fdb\u6280\u672f\u6539\u5584\u5e93\u5b58\u7ba1\u7406\uff0c\u589e\u52a0\u5e97\u94fa\u6536\u5165\uff0c\u5bf9\u96f6\u552e\u5546\u5927\u6709\u88e8\u76ca\u3002\u5904\u7406\u6d77\u91cf\u6570\u636e data \u8fd8\u80fd\u5e2e\u52a9\u4ed6\u4eec\u4f18\u5316\u5546\u54c1\u79cd\u7c7b\uff0c\u63d0\u4f9b\u66f4\u5177\u5438\u5f15\u529b\u548c\u66f4\u6709\u5229\u53ef\u56fe\u7684\u4fc3\u9500\u6d3b\u52a8\uff0c\u5e76\u66f4\u6709\u6548\u5730\u5236\u5b9a\u4ef7\u683c\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-21\"><p>\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u5de5\u5177\u53ef\u4ee5\u5b8c\u6210\u590d\u6742\u800c\u8017\u65f6\u7684\u4efb\u52a1\uff0c\u5e76\u8fc5\u901f\u63d0\u4f9b\u51c6\u786e\u7684 reports\u3002\u8fd9\u5c31\u662f artificial intelligence \u5728\u96f6\u552e\u4e1a\u4e2d\u771f\u6b63\u7684\u4ef7\u503c\u521b\u9020\u6760\u6746\uff1a\u5c06\u7ba1\u7406\u8005\u4ece\u7e41\u7410\u7684\u591a\u6765\u6e90\u6bd4\u8f83\u5206\u6790\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u8ba9\u4ed6\u4eec\u4e13\u6ce8\u4e8e\u6301\u7eed\u6539\u5584\u5ba2\u6237\u4f53\u9a8c\u3002.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-7 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;\">\u5173\u4e8e\u4f5c\u8005<\/h2><\/div><div class=\"fusion-text fusion-text-22\"><p>Pascal Coggia \u662f Artefact \u82f1\u56fd\u516c\u53f8\u7684\u9996\u5e2d\u6267\u884c\u5b98\uff0c\u8d1f\u8d23\u5728\u8be5\u5730\u533a\u62d3\u5c55\u516c\u53f8\u7684 artificial intelligence\uff08\u4eba\u5de5\u667a\u80fd\uff09\u548c data-driven \u4ea7\u54c1\u548c\u670d\u52a1\u3002\u4f5c\u4e3a Artefact \u7684\u521b\u59cb\u5408\u4f19\u4eba\uff0c\u4ed6\u66fe\u5728 Artefact \u5df4\u9ece\u603b\u90e8\u5de5\u4f5c\uff0c\u5e76\u5728\u6b64\u671f\u95f4\u542f\u52a8\u4e86 Artefact \u5728\u8fea\u62dc\u7684\u4e1a\u52a1\u3002\u4ed6\u66fe\u5728\u6cd5\u56fd\u54e5\u4f26\u5e03\u54a8\u8be2\u516c\u53f8\uff08Columbus Consulting Shift\uff09\u548c\u82f1\u56fd\u706b\u7bad\u4e92\u8054\u7f51\u516c\u53f8\uff08Rocket Internet SE\uff09\u62c5\u4efb\u54a8\u8be2\u804c\u52a1\u3002\u4ed6\u62e5\u6709\u5df4\u9ece\u9ad8\u7b49\u5546\u5b66\u9662\u7684\u7855\u58eb\u5b66\u4f4d\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-23\"><p>J\u00e9r\u00f4me Petit \u662f Artefact \u7684 data \u54a8\u8be2\u5408\u4f19\u4eba\uff0c\u8d1f\u8d23 data \u548c artificial intelligence\uff08\u4eba\u5de5\u667a\u80fd\uff09\u9879\u76ee\uff0c\u4e0e\u6cd5\u56fd\u96f6\u552e\u3001\u6d88\u8d39\u54c1\u548c\u6295\u8d44\u57fa\u91d1\u9886\u57df\u7684\u5927\u578b\u4f01\u4e1a\u5408\u4f5c\u3002\u5728\u6b64\u4e4b\u524d\uff0c\u4ed6\u66fe\u5728\u9886\u5148\u7684\u6218\u7565\u54a8\u8be2\u516c\u53f8\uff08OC&amp;C\u3001Diligence Partners \u548c\u7f57\u5170\u8d1d\u683c\uff09\u5de5\u4f5c 15 \u5e74\uff0c\u9886\u5bfc\u6cd5\u56fd\u5a92\u4f53\u96c6\u56e2\uff08Canal + \u548c Lagard\u00e8re Active\uff09\u7684\u6218\u7565\u56e2\u961f\u3002\u4ed6\u6bd5\u4e1a\u4e8e\u6cd5\u56fd\u7efc\u5408\u7406\u5de5\u5b66\u9662\u3002.<\/p>\n<\/div><\/div><\/div><\/div><\/article><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-5 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-margin-top:40px;--awb-margin-bottom:40px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-center 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-5 fusion_builder_column_1_1 1_1 fusion-flex-column fusion-flex-align-self-center fusion-column-inner-bg-wrapper\" style=\"--awb-padding-top:20px;--awb-padding-right:20px;--awb-padding-bottom:20px;--awb-padding-left:20px;--awb-overflow:hidden;--awb-inner-bg-size:cover;--awb-border-color:rgba(10,17,40,0.1);--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:4px 4px 4px 4px;--awb-inner-bg-border-radius:4px 4px 4px 4px;--awb-inner-bg-overflow:hidden;--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;\"><span class=\"fusion-column-inner-bg hover-type-none\"><a class=\"fusion-column-anchor\" href=\"https:\/\/technative.io\/demand-forecasting-machine-learning-retail-sales\/\" rel=\"noopener noreferrer\" target=\"_blank\"><span class=\"fusion-column-inner-bg-image\"><\/span><\/a><\/span><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-text fusion-text-24\"><p><u>\u9605\u8bfb\u6211\u4eec\u7684\u6587\u7ae0<\/u><\/p>\n<\/div><div class=\"fusion-image-element\" style=\"--awb-margin-right:20px;--awb-margin-left:20px;--awb-max-width:200px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-2 hover-type-none\"><img decoding=\"async\" width=\"250\" height=\"168\" title=\"\u6280\u672f\u6807\u8bc6\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/08\/technative-logo.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/08\/technative-logo.png\" alt class=\"lazyload img-responsive wp-image-62781\" 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