{"id":63295,"date":"2021-09-22T15:44:25","date_gmt":"2021-09-22T14:44:25","guid":{"rendered":"https:\/\/www.artefact.com\/?post_type=news&#038;p=63295"},"modified":"2024-09-20T17:45:46","modified_gmt":"2024-09-20T16:45:46","slug":"visual-time-series-forecasting-with-streamlit-prophet","status":"publish","type":"blog","link":"https:\/\/www.artefact.com\/zh\/blog\/visual-time-series-forecasting-with-streamlit-prophet\/","title":{"rendered":"\u4f7f\u7528 Streamlit Prophet \u8fdb\u884c\u53ef\u89c6\u5316\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b"},"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=\"--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-0 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:\/\/medium.com\/artefact-engineering-and-data-science\/visual-time-series-forecasting-with-streamlit-prophet-71d86a769928\" 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-1\"><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:150px;--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=\"4000\" height=\"992\" title=\"\u4e2d\u578b Blog\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/04\/Medium-Blog.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/04\/Medium-Blog.png\" alt class=\"lazyload img-responsive wp-image-60582\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%274000%27%20height%3D%27992%27%20viewBox%3D%270%200%204000%20992%27%3E%3Crect%20width%3D%274000%27%20height%3D%27992%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/04\/Medium-Blog-200x50.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/04\/Medium-Blog-400x99.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/04\/Medium-Blog-600x149.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/04\/Medium-Blog-800x198.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/04\/Medium-Blog-1200x298.png 1200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/04\/Medium-Blog.png 4000w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 4000px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-2\"><p>.<\/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 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-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-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\/2021\/09\/Maxime-Lutel.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;\">\u9a6c\u514b\u897f\u59c6-\u5362\u7279\u5c14<\/h3><\/div><div class=\"fusion-text fusion-text-3 article-author-description\"><p>Data \u6cd5\u56fd Artefact \u79d1\u5b66\u5bb6<\/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-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-4 description\"><p>\u60a8\u9700\u8981\u4e3a\u6700\u65b0\u7684\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u9879\u76ee\u8bbe\u5b9a\u57fa\u51c6\uff1f\u60a8\u60f3\u5411\u4f01\u4e1a audience \u89e3\u91ca\u9884\u6d4b\u6a21\u578b\u7684\u51b3\u7b56\u8fc7\u7a0b\uff1f\u60a8\u60f3\u5728\u8d2d\u4e70\u65b0\u8f66\u4e4b\u524d\u4e86\u89e3\u6c7d\u8f66\u4ef7\u683c\u662f\u5426\u5177\u6709\u5b63\u8282\u6027\uff1f\u6211\u4eec\u6216\u8bb8\u80fd\u4e3a\u60a8\u63d0\u4f9b\u5e2e\u52a9\uff01\u672c\u6587\u5c06\u4ecb\u7ecd Streamlit Prophet\uff0c\u8fd9\u662f\u4e00\u6b3e\u7f51\u7edc\u5e94\u7528\u7a0b\u5e8f\uff0c\u53ef\u5e2e\u52a9 data \u79d1\u5b66\u5bb6\u4ee5\u53ef\u89c6\u5316\u7684\u65b9\u5f0f\u8bad\u7ec3\u3001\u8bc4\u4f30\u548c\u4f18\u5316\u9884\u6d4b\u6a21\u578b\u3002\u9884\u6d4b\u662f\u5229\u7528\u5148\u77e5\uff08Prophet\uff09\u8fd9\u4e00\u5feb\u901f\u4e14\u6613\u4e8e\u89e3\u91ca\u7684\u6a21\u578b\u8fdb\u884c\u7684\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-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\"><p>\u60a8\u53ef\u4ee5\u5728\u7ebf\u6d4b\u8bd5\u8be5\u5e94\u7528\u7a0b\u5e8f\u00a0<a class=\"bv kl\" href=\"https:\/\/share.streamlit.io\/maximelutel\/streamlit_prophet\/main\/streamlit_prophet\/app\/dashboard.py\" rel=\"noopener ugc nofollow\" target=\"_blank\">\u8fd9\u91cc<\/a>\u00a0\u4f46\u7531\u4e8e\u5171\u4eab\u8ba1\u7b97\u8d44\u6e90\u6709\u9650\uff0c\u53ef\u80fd\u65e0\u6cd5\u968f\u65f6\u4f7f\u7528\u3002\u53e6\u4e00\u79cd\u65b9\u6cd5\u662f\u5b89\u88c5\u00a0<a class=\"bv kl\" href=\"https:\/\/github.com\/artefactory-global\/streamlit_prophet\" rel=\"noopener ugc nofollow\" target=\"_blank\">python \u8f6f\u4ef6\u5305<\/a>\u00a0\u5e76\u5728\u672c\u5730\u8fd0\u884c\u3002.<\/p>\n<\/div><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;\">\u4ec0\u4e48\u662f\u6d41\u5149\u5148\u77e5\uff1f<\/h2><\/div><div class=\"fusion-text fusion-text-6\"><p>Streamlit Prophet \u662f\u4e00\u4e2a Python \u8f6f\u4ef6\u5305\uff0c\u60a8\u53ef\u4ee5\u901a\u8fc7\u5b83\u90e8\u7f72\u4e00\u4e2a\u5e94\u7528\u7a0b\u5e8f\u6765\u6784\u5efa\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u6a21\u578b\u3002\u00a0<strong class=\"jn kf\">\u89c6\u89c9\u4e0a<\/strong>\u00a0\u548c\u00a0<strong class=\"jn kf\">\u65e0\u9700\u7f16\u7801<\/strong>. .\u4e00\u65e6\u4e0a\u4f20\u4e86\u5305\u542b\u5f85\u9884\u6d4b\u4fe1\u53f7\u5386\u53f2\u503c\u7684 dataset\uff0c\u53ea\u9700\u70b9\u51fb\u51e0\u4e0b\uff0c\u8be5\u5e94\u7528\u7a0b\u5e8f\u5c31\u80fd\u8bad\u7ec3\u51fa\u4e00\u4e2a\u9884\u6d4b\u6a21\u578b\uff0c\u5e76\u63d0\u4f9b\u591a\u79cd\u53ef\u89c6\u5316\u6548\u679c\uff0c\u5e2e\u52a9\u60a8\u8bc4\u4f30\u5176\u6027\u80fd\u5e76\u83b7\u5f97\u66f4\u591a\u89c1\u89e3\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-7\"><p>\u5e95\u5c42\u6a21\u578b\u91c7\u7528\u00a0<a class=\"bv kl\" href=\"https:\/\/facebook.github.io\/prophet\/\" rel=\"noopener ugc nofollow\" target=\"_blank\"><strong class=\"jn kf\">\u5148\u77e5<\/strong><\/a>, \u662f Facebook \u5f00\u53d1\u7684\u7528\u4e8e\u9884\u6d4b\u65f6\u95f4\u5e8f\u5217 data \u7684\u5f00\u6e90\u5e93\u3002\u4fe1\u53f7\u88ab\u5206\u89e3\u6210\u51e0\u4e2a\u90e8\u5206\uff0c\u5982\u8d8b\u52bf\u3001\u5b63\u8282\u6027\u548c\u8282\u5047\u65e5\u6548\u5e94\u3002\u4f30\u7b97\u5668\u4f1a\u5b66\u4e60\u5982\u4f55\u5206\u522b\u5bf9\u8fd9\u4e9b\u90e8\u5206\u8fdb\u884c\u5efa\u6a21\uff0c\u7136\u540e\u5c06\u5b83\u4eec\u7684\u4e0d\u540c\u8d21\u732e\u76f8\u52a0\uff0c\u5f97\u51fa\u6613\u4e8e\u89e3\u91ca\u7684\u9884\u6d4b\u7ed3\u679c\u3002\u5f53\u5e8f\u5217\u5177\u6709\u8f83\u5f3a\u7684\u5b63\u8282\u6027\u6a21\u5f0f\uff0c\u5e76\u4e14\u6709\u51e0\u4e2a\u5468\u671f\u7684 data \u5386\u53f2\u6570\u636e\u65f6\uff0c\u5b83\u7684\u8868\u73b0\u4f1a\u66f4\u597d\u3002\u60a8\u53ef\u4ee5\u67e5\u770b\u00a0<a class=\"bv kl\" href=\"https:\/\/twitter.com\/seanjtaylor\/status\/1123278417971990528\" rel=\"noopener ugc nofollow\" target=\"_blank\">\u7ebf\u7a0b<\/a>\u00a0\u6216\u8005\u8fd9\u4e2a\u00a0<a class=\"bv kl\" href=\"https:\/\/medium.com\/future-vision\/the-math-of-prophet-46864fa9c55a\" rel=\"noopener\" target=\"_blank\">\u6761<\/a>\u00a0\u5982\u679c\u60a8\u60f3\u4e86\u89e3\u66f4\u591a\u6709\u5173\u5148\u77e5\u6570\u5b66\u57fa\u7840\u7684\u4fe1\u606f\uff0c\u8bf7\u70b9\u51fb\u6b64\u5904\u3002.<br \/>\n\u63a5\u53e3\u91c7\u7528\u00a0<a class=\"bv kl\" href=\"https:\/\/streamlit.io\/\" rel=\"noopener ugc nofollow\" target=\"_blank\"><strong class=\"jn kf\">\u6d41\u5149\u6ea2\u5f69<\/strong><\/a>, \u8fd9\u662f\u4e00\u4e2a\u7528\u4e8e\u6784\u5efa data \u79d1\u5b66\u7f51\u7edc\u5e94\u7528\u7a0b\u5e8f\u7684 Python \u6846\u67b6\u3002.<\/p>\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;\">\u4e3b\u8981\u7279\u70b9\u662f\u4ec0\u4e48\uff1f<\/h2><\/div><div class=\"fusion-text fusion-text-8\"><p>Streamlit Prophet \u65e8\u5728\u5e2e\u52a9 data \u79d1\u5b66\u5bb6\u548c\u4e1a\u52a1\u5206\u6790\u5e08\u5feb\u901f\u542f\u52a8\u548c\u8fd0\u884c\u65f6\u95f4\u5e8f\u5217\u9879\u76ee\u3002\u4e3e\u4f8b\u8bf4\u660e\uff0c\u5047\u8bbe\u6211\u4eec\u60f3\u6839\u636e 2011 \u5e74\u81f3 2015 \u5e74\u7684\u5386\u53f2 data \u6570\u636e\u9884\u6d4b\u67d0\u5bb6\u5546\u5e97\u6d88\u8d39\u54c1\u7684\u672a\u6765\u9500\u552e\u989d\u3002\u6211\u4eec\u7684 data \u96c6\u5982\u4e0b\u8868\u6240\u793a\u3002.<\/p>\n<\/div><div class=\"fusion-image-element\" style=\"--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=\"193\" height=\"163\" title=\"article-Maxime-lutel-2\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27193%27%20height%3D%27163%27%20viewBox%3D%270%200%20193%20163%27%3E%3Crect%20width%3D%27193%27%20height%3D%27163%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-2.png\" alt class=\"lazyload img-responsive wp-image-63297\"\/><\/span><\/div><div class=\"fusion-text fusion-text-9\"><p>\u5e26\u9ed8\u8ba4\u53c2\u6570\u7684\u57fa\u7ebf\u6a21\u578b\u4e00\u7ecf\u4e0a\u4f20\uff0c\u5c31\u4f1a\u88ab\u5b89\u88c5\u5230 data \u4e0a\u3002\u73b0\u5728\u8ba9\u6211\u4eec\u770b\u770b\u5982\u4f55\u4f7f\u7528 Streamlit Prophet \u5bf9\u5176\u8fdb\u884c\u6539\u8fdb\uff0c\u4ece\u800c\u66f4\u597d\u5730\u7406\u89e3\u8fd9\u4e00\u73b0\u8c61\u3002.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-5 fusion-sep-none fusion-title-text fusion-title-size-three\" 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;\">Data \u52d8\u63a2<\/h3><\/div><div class=\"fusion-text fusion-text-10\"><p>\u4efb\u4f55\u9884\u6d4b\u9879\u76ee\u7684\u7b2c\u4e00\u6b65\u90fd\u662f\u786e\u4fdd dataset \u5bf9\u60a8\u6ca1\u6709\u79d8\u5bc6\u3002\u5148\u77e5\u539f\u751f\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5f88\u597d\u7684\u00a0<strong class=\"jn kf\">\u4fe1\u53f7\u5206\u89e3\u00a0<\/strong>\u6765\u5e2e\u52a9\u60a8\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\u3002\u5e94\u7528\u7a0b\u5e8f\u4e2d\u63d0\u4f9b\u4e86\u591a\u4e2a\u56fe\u8868\uff0c\u8ba9\u60a8\u5bf9\u8fd9\u4e9b\u6709\u4ef7\u503c\u7684\u89c1\u89e3\u4e00\u76ee\u4e86\u7136\u3002.<br \/>\n\u4e0b\u56fe\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u8d77\u70b9\uff0c\u56e0\u4e3a\u5b83\u63d0\u4f9b\u4e86\u4e0a\u8f7d\u65f6\u95f4\u5e8f\u5217\u7684\u5168\u5c40\u8868\u793a\uff0c\u5e76\u5305\u542b\u5927\u91cf\u6709\u7528\u4fe1\u606f\u3002.<\/p>\n<\/div><div class=\"fusion-image-element\" style=\"--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-3 hover-type-none\"><img decoding=\"async\" width=\"700\" height=\"330\" title=\"article-Maxime-lutel-3\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-3.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-3.png\" alt class=\"lazyload img-responsive wp-image-63298\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27700%27%20height%3D%27330%27%20viewBox%3D%270%200%20700%20330%27%3E%3Crect%20width%3D%27700%27%20height%3D%27330%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-3-200x94.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-3-400x189.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-3-600x283.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-3.png 700w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 700px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-11\"><p>\u9ed1\u70b9\u662f\u5b9e\u9645\u7684\u5386\u53f2\u9500\u552e\u91cf\uff0c\u5927\u591a\u6570\u60c5\u51b5\u4e0b\u6bcf\u5929\u5728 75 \u5230 225 \u4ef6\u4e4b\u95f4\u3002\u5728\u6bcf\u5e74\u5e74\u5e95\u7684\u5723\u8bde\u8282\u524d\u540e\uff0c\u5546\u5e97\u53ef\u80fd\u4f1a\u5173\u95e8\uff0c\u8fd9\u65f6\u53ef\u4ee5\u53d1\u73b0\u4e00\u4e9b\u6ca1\u6709\u9500\u552e\u989d\u6216\u9500\u552e\u91cf\u8f83\u4f4e\u7684\u5f02\u5e38\u503c\u3002\u8d8b\u52bf\u663e\u793a\u5728\u4e00\u6761\u7ea2\u7ebf\u4e0a\uff0c\u4ee5\u4fbf\u5bf9\u4fe1\u53f7\u8fdb\u884c\u66f4\u7efc\u5408\u7684\u89c2\u5bdf\uff0c\u5e76\u76f4\u89c2\u5730\u4e86\u89e3\u5168\u7403\u6f14\u53d8\u60c5\u51b5\u3002\u6700\u540e\uff0c\u84dd\u7ebf\u4ee3\u8868\u7684\u662f\u6839\u636e dataset \u81ea\u52a8\u8bad\u7ec3\u7684\u5148\u77e5\u6a21\u578b\u505a\u51fa\u7684\u9884\u6d4b\u3002\u5728\u8fd9\u91cc\u6211\u4eec\u53ef\u4ee5\u770b\u5230\uff0c\u8be5\u6a21\u578b\u9884\u8ba1 2016 \u5e74\u7684\u9500\u552e\u989d\u5c06\u589e\u957f\uff0c\u5ef6\u7eed 2015 \u5e74\u5f00\u59cb\u7684\u589e\u957f\u8d8b\u52bf\u3002.<\/p>\n<p>\u8fd9\u4e9b\u9884\u6d4b\u4f3c\u4e4e\u662f\u5b63\u8282\u6027\u7684\uff0c\u4f46\u5728\u7b2c\u4e00\u5e45\u56fe\u4e0a\u5f88\u96be\u5206\u8fa8\u51fa\u4e0d\u540c\u7684\u5468\u671f\u6210\u5206\u3002\u8ba9\u6211\u4eec\u518d\u770b\u770b\u53e6\u4e00\u4e2a\u53ef\u89c6\u5316\u56fe\uff0c\u4ee5\u4e86\u89e3\u8fd9\u4e9b\u5b63\u8282\u6027\u6a21\u5f0f\u5bf9\u6a21\u578b\u8f93\u51fa\u7684\u5f71\u54cd\u3002.<\/p>\n<\/div><div class=\"fusion-image-element\" style=\"--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-4 hover-type-none\"><img decoding=\"async\" width=\"700\" height=\"309\" title=\"article-Maxime-lutel-4\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-4.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-4.png\" alt class=\"lazyload img-responsive wp-image-63299\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27700%27%20height%3D%27309%27%20viewBox%3D%270%200%20700%20309%27%3E%3Crect%20width%3D%27700%27%20height%3D%27309%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-4-200x88.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-4-400x177.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-4-600x265.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-4.png 700w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 700px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-12\"><p>\u6211\u4eec\u53d1\u73b0\u4e86\u4e24\u4e2a\u5468\u671f\u6027\u73b0\u8c61\uff0c\u5b83\u4eec\u4e3a\u4e86\u89e3\u6d88\u8d39\u8005\u7684\u4e60\u60ef\u63d0\u4f9b\u4e86\u4e00\u4e9b\u6709\u8da3\u7684\u542f\u793a\u3002\u5468\u5468\u671f\u663e\u793a\uff0c\u5927\u591a\u6570\u4eba\u5728\u5468\u672b\u8d2d\u7269\uff0c\u5728\u6b64\u671f\u95f4\uff0c\u9884\u6d4b\u6bcf\u5929\u589e\u52a0\u8fd1 40 \u4ef6\u3002\u56fe\u8868\u8fd8\u663e\u793a\uff0c\u9500\u552e\u7684\u4ea7\u54c1\u6bcf\u5e74\u90fd\u6709\u5b63\u8282\u6027\uff0c\u590f\u5b63\u7684\u9500\u552e\u91cf\u7565\u9ad8\u4e8e\u5176\u4ed6\u5b63\u8282\u3002\u7136\u540e\uff0c\u4f30\u7b97\u5668\u5c06\u628a\u8fd9\u4e9b\u5468\u671f\u6027\u56e0\u7d20\u548c\u603b\u4f53\u8d8b\u52bf\u7ed3\u5408\u8d77\u6765\uff0c\u5f97\u51fa\u672a\u6765\u51e0\u5929\u7684\u9884\u6d4b\u7ed3\u679c\u3002.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-6 fusion-sep-none fusion-title-text fusion-title-size-three\" 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;\">\u7ee9\u6548\u8bc4\u4f30<\/h3><\/div><div class=\"fusion-text fusion-text-13\"><p>\u8fd9\u4e9b\u56fe\u7efc\u5408\u4e86\u5148\u77e5\u5bf9 data \u7684\u5efa\u6a21\u65b9\u5f0f\uff0c\u4f46\u6211\u4eec\u5982\u4f55\u624d\u80fd\u786e\u4fdd\u8fd9\u79cd\u8868\u793a\u65b9\u6cd5\u662f\u53ef\u9760\u7684\u5462\uff1f\u4e3a\u4e86\u56de\u7b54\u8fd9\u4e2a\u5408\u7406\u7684\u95ee\u9898\uff0c\u5e94\u7528\u7a0b\u5e8f\u4e2d\u6709\u4e00\u90e8\u5206\u4e13\u95e8\u7528\u4e8e\u8bc4\u4f30\u6a21\u578b\u8d28\u91cf\u3002\u5b83\u80fd\u5feb\u901f\u4e3a\u7528\u6237\u63d0\u4f9b\u57fa\u51c6\u9884\u6d4b\u6027\u80fd\u3002\u4e3a\u6b64\uff0c\u65f6\u95f4\u5e8f\u5217\u88ab\u5206\u6210\u51e0\u4e2a\u90e8\u5206\uff1a\u9996\u5148\u5728\u8bad\u7ec3\u96c6\u4e0a\u62df\u5408\u6a21\u578b\uff0c\u7136\u540e\u5728\u9a8c\u8bc1\u96c6\u4e0a\u8fdb\u884c\u6d4b\u8bd5\u3002\u5176\u4ed6\u9009\u9879\uff0c\u5982\u4ea4\u53c9\u9a8c\u8bc1\uff0c\u4e5f\u53ef\u7528\u4e8e\u66f4\u9ad8\u7ea7\u7684\u7528\u9014\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-14\"><p>\u53ef\u4ee5\u4f7f\u7528\u4e0d\u540c\u7684\u6307\u6807\u6765\u8bc4\u4f30\u6a21\u578b\u8d28\u91cf\uff1a\u5747\u65b9\u6839\u8bef\u5dee (RMSE) \u7b49\u7edd\u5bf9\u6307\u6807\u6709\u52a9\u4e8e\u4e86\u89e3\u4ee5\u9500\u552e\u6570\u91cf\u8868\u793a\u7684\u8bef\u5dee\u5927\u5c0f\uff0c\u4f46\u5e73\u5747\u7edd\u5bf9\u767e\u5206\u6bd4\u8bef\u5dee (MAPE) \u7b49\u76f8\u5bf9\u6307\u6807\u53ef\u80fd\u66f4\u5bb9\u6613\u89e3\u91ca\u3002\u60a8\u53ef\u4ee5\u9009\u62e9\u4e0e\u60a8\u7684\u4f7f\u7528\u6848\u4f8b\u6700\u76f8\u5173\u7684\u6307\u6807\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-15\"><p>\u7136\u800c\uff0c\u6240\u6709 data \u70b9\u7684\u6027\u80fd\u4e0d\u53ef\u80fd\u662f\u4e00\u81f4\u7684\uff0c\u56e0\u6b64\u4ec5\u83b7\u5f97\u4e00\u4e2a\u5168\u5c40\u6307\u6807\u662f\u4e0d\u591f\u7684\u3002\u6211\u4eec\u5e94\u8be5\u8ba1\u7b97\u66f4\u8be6\u7ec6\u7c92\u5ea6\u7684\u6307\u6807\uff0c\u4ee5\u4fbf\u6e05\u695a\u5730\u4e86\u89e3\u6a21\u578b\u8d28\u91cf\u3002\u8ba9\u6211\u4eec\u4ece\u6bcf\u65e5\u7ea7\u522b\u7684\u6df1\u5165\u5206\u6790\u5f00\u59cb\uff0c\u5728\u6211\u4eec\u7684\u6848\u4f8b\u4e2d\uff0c\u8fd9\u662f\u53ef\u80fd\u7684\u6700\u4f4e\u7c92\u5ea6\uff0c\u56e0\u4e3a\u6a21\u578b\u6bcf\u5929\u53ea\u505a\u4e00\u6b21\u9884\u6d4b\u3002.<\/p>\n<\/div><div class=\"fusion-image-element\" style=\"--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-5 hover-type-none\"><img decoding=\"async\" width=\"700\" height=\"364\" title=\"article-Maxime-lutel-5\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-5.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-5.png\" alt class=\"lazyload img-responsive wp-image-63300\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27700%27%20height%3D%27364%27%20viewBox%3D%270%200%20700%20364%27%3E%3Crect%20width%3D%27700%27%20height%3D%27364%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-5-200x104.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-5-400x208.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-5-600x312.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-5.png 700w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 700px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-16\"><p>\u6211\u4eec\u53ef\u4ee5\u89c2\u5bdf\u5230\u4e00\u4e2a\u91cd\u8981\u7684\u53d8\u6570\uff1a\u6709\u4e9b\u65e5\u5b50\u7684\u8bef\u5dee\u5927\u4e8e 20%\uff0c\u800c\u53e6\u4e00\u4e9b\u65e5\u5b50\u7684\u9884\u6d4b\u5219\u51e0\u4e4e\u5b8c\u5168\u51c6\u786e\u3002\u6709\u4e86\u8fd9\u4e9b\u4fe1\u606f\uff0c\u60a8\u53ef\u80fd\u4f1a\u5fcd\u4e0d\u4f4f\u60f3\u77e5\u9053\u6a21\u578b\u72af\u9519\u7684\u65b9\u5f0f\u662f\u5426\u6709\u89c4\u5f8b\u53ef\u5faa\u3002\u662f\u5426\u6709\u4e00\u4e9b\u7279\u6b8a\u7684\u65e5\u5b50\uff0c\u6211\u4eec\u53ef\u4ee5\u9884\u671f\u5b83\u7684\u8868\u73b0\u4f1a\u5f88\u5dee\uff1f\u5e78\u8fd0\u7684\u662f\uff0c\u8be5\u5e94\u7528\u7a0b\u5e8f\u63d0\u4f9b\u4e86\u4e00\u4e9b\u65b9\u4fbf\u7684\u56fe\u8868\uff0c\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u6ee1\u8db3\u597d\u5947\u5fc3\u3002.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-7 fusion-sep-none fusion-title-text fusion-title-size-three\" 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;\">\u9519\u8bef\u8bca\u65ad<\/h3><\/div><div class=\"fusion-text fusion-text-17\"><p>\u9519\u8bef\u8bca\u65ad\u90e8\u5206\u53ef\u80fd\u662f\u6700\u6709\u7528\u7684\u90e8\u5206\uff0c\u56e0\u4e3a\u5b83\u53ef\u4ee5\u8ba9\u4f60\u7a81\u51fa\u9884\u6d4b\u53ef\u4ee5\u6539\u8fdb\u7684\u5730\u65b9\uff0c\u4ece\u800c\u66f4\u51c6\u786e\u5730\u786e\u5b9a\u4f60\u5728\u5efa\u7acb\u4e00\u4e2a\u53ef\u9760\u7684\u9884\u6d4b\u6a21\u578b\u65f6\u5c06\u9762\u4e34\u7684\u4e3b\u8981\u6311\u6218\u3002.<\/p>\n<p>\u6709\u51e0\u79cd\u53ef\u89c6\u5316\u65b9\u6cd5\u53ef\u4ee5\u5b9e\u73b0\u8fd9\u79cd\u8c03\u67e5\u3002\u5b83\u4eec\u662f\u4ea4\u4e92\u5f0f\u7684\uff0c\u56e0\u6b64\u60a8\u53ef\u4ee5\u8f7b\u677e\u5730\u5173\u6ce8\u67d0\u4e9b\u7279\u5b9a\u533a\u57df\u3002\u4f8b\u5982\uff0c\u4e0b\u9762\u7684\u6563\u70b9\u56fe\u7528\u4e00\u4e2a\u70b9\u8868\u793a\u9a8c\u8bc1\u96c6\u4e0a\u7684\u6bcf\u4e2a\u9884\u6d4b\uff0c\u5c06\u9f20\u6807\u60ac\u505c\u5728\u79bb\u7ea2\u7ebf\u8f83\u8fdc\u7684\u70b9\u4e0a\uff0c\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u4e86\u89e3 data \u70b9\u4e2d\u54ea\u4e9b\u9884\u6d4b\u4e0e\u4e8b\u5b9e\u76f8\u53bb\u751a\u8fdc\u3002.<\/p>\n<\/div><div class=\"fusion-image-element\" style=\"--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-6 hover-type-none\"><img decoding=\"async\" width=\"700\" height=\"327\" title=\"article-Maxime-lutel-6\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-6.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-6.png\" alt class=\"lazyload img-responsive wp-image-63301\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27700%27%20height%3D%27327%27%20viewBox%3D%270%200%20700%20327%27%3E%3Crect%20width%3D%27700%27%20height%3D%27327%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-6-200x93.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-6-400x187.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-6-600x280.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-6.png 700w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 700px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-18\"><p>\u5728\u6211\u4eec\u7684\u793a\u4f8b\u4e2d\uff0c\u5c06\u9f20\u6807\u60ac\u505c\u5728\u53f3\u4e0a\u89d2\u533a\u57df\uff0c\u53ef\u4ee5\u770b\u5230\u79bb\u7ea2\u7ebf\u6700\u8fdc\u7684\u70b9\u662f\u5468\u516d\u548c\u5468\u65e5\uff0c\u8fd9\u8868\u660e\u6a21\u578b\u5728\u4e00\u5468\u5185\u7684\u8868\u73b0\u66f4\u597d\u3002\u8ba9\u6211\u4eec\u6309\u661f\u671f\u6c47\u603b\u6027\u80fd\u6307\u6807\u6765\u9a8c\u8bc1\u8fd9\u4e00\u76f4\u89c9\u3002.<\/p>\n<\/div><div class=\"fusion-image-element\" style=\"--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-7 hover-type-none\"><img decoding=\"async\" width=\"700\" height=\"171\" title=\"article-Maxime-lutel-7\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-7.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-7.png\" alt class=\"lazyload img-responsive wp-image-63302\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27700%27%20height%3D%27171%27%20viewBox%3D%270%200%20700%20171%27%3E%3Crect%20width%3D%27700%27%20height%3D%27171%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-7-200x49.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-7-400x98.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-7-600x147.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-7.png 700w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 700px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-19\"><p>\u5468\u672b\u7684\u5e73\u5747\u8bef\u5dee\u786e\u5b9e\u6bd4\u4e00\u5468\u5176\u4ed6\u65f6\u95f4\u8981\u5927\uff0c\u8fd9\u662f\u4f18\u5316\u6a21\u578b\u65f6\u9700\u8981\u6ce8\u610f\u7684\u4fe1\u606f\u3002\u6027\u80fd\u4e5f\u53ef\u80fd\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u800c\u53d8\u5316\uff0c\u56e0\u6b64\u53ef\u4ee5\u9009\u62e9\u5e94\u7528\u7a0b\u5e8f\u4e2d\u7684\u5176\u4ed6\u805a\u5408\u7ea7\u522b\u6765\u68c0\u67e5\u3002\u4f8b\u5982\uff0c\u6211\u4eec\u53ef\u4ee5\u6309\u5468\u6216\u6309\u6708\u7684\u7c92\u5ea6\u8ba1\u7b97\u6307\u6807\uff0c\u6216\u8005\u5728\u6211\u4eec\u6000\u7591\u5176\u6027\u80fd\u4e0e\u5e73\u65f6\u4e0d\u540c\u7684\u7279\u5b9a\u65f6\u95f4\u6bb5\u5185\u8ba1\u7b97\u6307\u6807\u3002.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-8 fusion-sep-none fusion-title-text fusion-title-size-three\" 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;\">\u6a21\u578b\u4f18\u5316<\/h3><\/div><div class=\"fusion-text fusion-text-20\"><p>\u4e00\u65e6\u6211\u4eec\u53d1\u73b0\u4e86\u6a21\u578b\u7684\u4e3b\u8981\u5f31\u70b9\uff0c\u5c31\u53ef\u4ee5\u5229\u7528\u591a\u4e2a\u9009\u9879\u5bf9\u5176\u8fdb\u884c\u6539\u8fdb\uff1a\u5e94\u7528\u7a0b\u5e8f\u7684\u4fa7\u8fb9\u680f\u5141\u8bb8\u60a8\u7f16\u8f91\u9ed8\u8ba4\u914d\u7f6e\u5e76\u8f93\u5165\u81ea\u5df1\u7684\u89c4\u683c\u3002\u6bcf\u6b21\u66f4\u6539\u8bbe\u7f6e\u540e\uff0c\u6240\u6709\u6027\u80fd\u6307\u6807\u548c\u53ef\u89c6\u5316\u6548\u679c\u90fd\u4f1a\u66f4\u65b0\uff0c\u4ee5\u4fbf\u5feb\u901f\u83b7\u5f97\u53cd\u9988\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-21\"><p>\u63d0\u9ad8\u6027\u80fd\u7684\u7b2c\u4e00\u79cd\u65b9\u6cd5\u662f\u5bf9 dataset \u8fdb\u884c\u4e00\u4e9b\u5b9a\u5236\u7684\u9884\u5904\u7406\u3002\u6709\u51e0\u79cd\u65b9\u6cd5\u53ef\u4ee5\u89e3\u51b3\u524d\u9762\u63d0\u5230\u7684\u95ee\u9898\u3002\u4f8b\u5982\uff0c\u901a\u8fc7\u6e05\u7406\u90e8\u5206\uff0c\u6211\u4eec\u53ef\u4ee5\u53bb\u9664\u5723\u8bde\u8282\u524d\u540e\u89c2\u5bdf\u5230\u7684\u5f02\u5e38\u503c\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u5f02\u5e38\u503c\u53ef\u80fd\u4f1a\u6df7\u6dc6\u6a21\u578b\u3002\u6211\u4eec\u8fd8\u53ef\u4ee5\u8fc7\u6ee4\u6389\u4e00\u4e9b\u7279\u5b9a\u7684\u65e5\u5b50\uff0c\u8fd9\u6837\u5c31\u53ef\u4ee5\u5f88\u5bb9\u6613\u5730\u4e3a\u4e00\u5468\u548c\u5468\u672b\u8bad\u7ec3\u51fa\u4e0d\u540c\u7684\u6a21\u578b\uff0c\u56e0\u4e3a\u5b83\u4eec\u4f3c\u4e4e\u4e0e\u4e0d\u540c\u7684\u8d2d\u4e70\u884c\u4e3a\u6709\u5173\u3002\u6211\u4eec\u8fd8\u63d0\u4f9b\u4e86\u5176\u4ed6\u4e00\u4e9b\u8fc7\u6ee4\u548c\u91cd\u91c7\u6837\u9009\u9879\uff0c\u4ee5\u5907\u4e0e\u624b\u5934\u7684\u95ee\u9898\u76f8\u5173\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-22\"><p>\u5148\u77e5\u8d85\u53c2\u6570\u4e5f\u53ef\u4ee5\u8c03\u6574\uff0c\u4ee5\u5e2e\u52a9\u6a21\u578b\u66f4\u597d\u5730\u9002\u5e94 data\u3002\u8fd9\u4e9b\u53c2\u6570\u4f1a\u5f71\u54cd\u4f30\u7b97\u5668\u4ece\u5386\u53f2\u9500\u552e\u4e2d\u5b66\u4e60\u5982\u4f55\u8868\u73b0\u8d8b\u52bf\u548c\u5b63\u8282\u6027\uff0c\u4ee5\u53ca\u8fd9\u4e9b\u6210\u5206\u5728\u5168\u5c40\u9884\u6d4b\u4e2d\u7684\u76f8\u5bf9\u6743\u91cd\u3002\u5982\u679c\u60a8\u5bf9\u5148\u77e5\u6a21\u578b\u4e0d\u719f\u6089\uff0c\u4e5f\u4e0d\u7528\u62c5\u5fc3\uff0c\u4e00\u4e9b\u5de5\u5177\u63d0\u793a\u4f1a\u89e3\u91ca\u6bcf\u4e2a\u53c2\u6570\u80cc\u540e\u7684\u76f4\u89c9\uff0c\u5e76\u6307\u5bfc\u60a8\u5b8c\u6210\u8c03\u6574\u8fc7\u7a0b\u3002\u5728\u5efa\u6a21\u90e8\u5206\uff0c\u60a8\u8fd8\u53ef\u4ee5\u4e3a\u6a21\u578b\u63d0\u4f9b\u5916\u90e8\u4fe1\u606f\uff0c\u5982\u8282\u5047\u65e5\u6216\u4e0e\u9884\u6d4b\u4fe1\u53f7\u76f8\u5173\u7684\u53d8\u91cf\uff08\u5982\u4ea7\u54c1\u552e\u4ef7\uff09\u3002\u8fd9\u4e9b\u56de\u5f52\u56e0\u5b50\u53ef\u80fd\u4f1a\u63d0\u9ad8\u6027\u80fd\uff0c\u56e0\u4e3a\u5b83\u4eec\u4e3a\u6a21\u578b\u63d0\u4f9b\u4e86\u6709\u5173\u5f71\u54cd\u9500\u552e\u7684\u73b0\u8c61\u7684\u989d\u5916\u77e5\u8bc6\u3002.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-9 fusion-sep-none fusion-title-text fusion-title-size-three\" 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;\">\u9884\u6d4b\u7684\u53ef\u89e3\u91ca\u6027<\/h3><\/div><div class=\"fusion-text fusion-text-23\"><p>\u6709\u4e00\u4e2a\u51c6\u786e\u7684\u9884\u6d4b\u6a21\u578b\u56fa\u7136\u5f88\u597d\uff0c\u4f46\u80fd\u591f\u89e3\u91ca\u5bfc\u81f4\u5176\u9884\u6d4b\u7ed3\u679c\u7684\u4e3b\u8981\u56e0\u7d20\u5c31\u66f4\u597d\u4e86\u3002\u8be5\u5e94\u7528\u7a0b\u5e8f\u7684\u6700\u540e\u4e00\u90e8\u5206\u65e8\u5728\u5e2e\u52a9\u6211\u4eec\u4e86\u89e3\u521a\u521a\u5efa\u7acb\u7684\u6a21\u578b\u662f\u5982\u4f55\u505a\u51fa\u51b3\u7b56\u7684\u3002\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u6709\u4e0d\u540c\u7684\u65b9\u6cd5\uff1a\u6211\u4eec\u53ef\u4ee5\u53ea\u770b\u4e00\u4e2a\u7ec4\u6210\u90e8\u5206\uff0c\u770b\u770b\u5b83\u5bf9\u6574\u4f53\u9884\u6d4b\u7684\u8d21\u732e\u662f\u5982\u4f55\u968f\u65f6\u95f4\u53d8\u5316\u7684\uff0c\u6216\u8005\u6211\u4eec\u53ef\u4ee5\u628a\u4e00\u4e2a\u9884\u6d4b\u5206\u89e3\u6210\u51e0\u4e2a\u7ec4\u6210\u90e8\u5206\u7684\u8d21\u732e\u603b\u548c\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-24\"><p>\u8ba9\u6211\u4eec\u4ece\u7b2c\u4e00\u4e2a\u9009\u9879\u5f00\u59cb\u3002\u5f71\u54cd\u9884\u6d4b\u7684\u4e0d\u540c\u56e0\u7d20\u5305\u62ec\u8d8b\u52bf\u3001\u5b63\u8282\u6027\u56e0\u7d20\u548c\u5916\u90e8\u56de\u5f52\u56e0\u7d20\u3002\u6211\u4eec\u5df2\u7ecf\u89c2\u5bdf\u5230\u4e86\u6bcf\u5468\u548c\u6bcf\u5e74\u5b63\u8282\u6027\u56e0\u7d20\u7684\u5f71\u54cd\uff0c\u56e0\u6b64\uff0c\u8ba9\u6211\u4eec\u628a\u91cd\u70b9\u653e\u5728\u6a21\u578b\u4f18\u5316\u90e8\u5206\u6240\u5305\u542b\u7684\u5916\u90e8\u56de\u5f52\u56e0\u7d20\u4e0a\uff1a\u8282\u5047\u65e5\u548c\u4ea7\u54c1\u552e\u4ef7\u3002.<\/p>\n<\/div><div class=\"fusion-image-element\" style=\"--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-8 hover-type-none\"><img decoding=\"async\" width=\"657\" height=\"343\" title=\"article-Maxime-lutel-8\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-8.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-8.png\" alt class=\"lazyload img-responsive wp-image-63303\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27657%27%20height%3D%27343%27%20viewBox%3D%270%200%20657%20343%27%3E%3Crect%20width%3D%27657%27%20height%3D%27343%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-8-200x104.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-8-400x209.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-8-600x313.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-8.png 657w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 657px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-25\"><p>\u4e00\u4e9b\u516c\u5171\u8282\u5047\u65e5\u7684\u5f71\u54cd\u76f8\u5f53\u91cd\u8981\uff1a\u4f8b\u5982\uff0c\u6bcf\u5e74 9 \u6708\u521d\u7684\u52b3\u52a8\u8282\u90fd\u4f1a\u4f7f\u9884\u6d4b\u9500\u552e\u989d\u589e\u52a0 50%\uff0c\u800c\u5723\u8bde\u8282\u7684\u4e0b\u964d\u5219\u8868\u660e\uff0c\u6a21\u578b\u5df2\u7ecf\u8003\u8651\u5230\u5546\u5e97\u5728\u8fd9\u4e00\u5929\u5173\u95e8\u7684\u4e8b\u5b9e\u3002\u81f3\u4e8e\u4ef7\u683c\uff0c\u5b83\u5e74\u590d\u4e00\u5e74\u5730\u4e0a\u6da8\uff0c\u56e0\u6b64\u5bf9\u9500\u552e\u989d\u7684\u5f71\u54cd\u4e5f\u4ece\u6b63\u9762\u8f6c\u4e3a\u8d1f\u9762\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-26\"><p>\u89e3\u91ca\u6a21\u578b\u662f\u5982\u4f55\u751f\u6210\u67d0\u4e00\u5177\u4f53\u9884\u6d4b\u7684\u4e5f\u5f88\u6709\u7528\uff0c\u5c24\u5176\u662f\u5f53\u67d0\u4e00\u4e8b\u4ef6\u5bf9\u9884\u6d4b\u4ea7\u751f\u5f71\u54cd\u65f6\u3002\u4e0b\u9762\u7684\u7011\u5e03\u56fe\u663e\u793a\u4e86 2012 \u5e74 10 \u6708 31 \u65e5\u9884\u6d4b\u7684\u5206\u89e3\u60c5\u51b5\u3002.<\/p>\n<\/div><div class=\"fusion-image-element\" style=\"--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-9 hover-type-none\"><img decoding=\"async\" width=\"700\" height=\"359\" title=\"article-Maxime-lutel-9\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-9.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-9.png\" alt class=\"lazyload img-responsive wp-image-63304\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27700%27%20height%3D%27359%27%20viewBox%3D%270%200%20700%20359%27%3E%3Crect%20width%3D%27700%27%20height%3D%27359%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-9-200x103.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-9-400x205.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-9-600x308.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/09\/article-Maxime-lutel-9.png 700w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 700px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-27\"><p>\u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d\uff0c\u6a21\u578b\u6700\u7ec8\u9884\u6d4b\u4e86 96 \u4e2a\u9500\u552e\u989d\uff0c\u8fd9\u662f\u4e94\u4e2a\u4e0d\u540c\u90e8\u5206\u8d21\u732e\u7684\u603b\u548c\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\"><strong>\u5168\u7403\u8d8b\u52bf<\/strong>\u00a0(+134\uff09\uff1a\u8fd9\u662f\u5f71\u54cd\u6700\u5927\u7684\u56e0\u7d20\u3002.<\/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\"><strong>\u4e07\u5723\u8282<\/strong>\u00a0<strong>\u5f71\u54cd<\/strong>\u00a0(-12)\uff1a\u4ea7\u54c1\u5728\u4e07\u5723\u8282\u7684\u9500\u91cf\u6bd4\u5e73\u65f6\u5c11\u3002.<\/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\"><strong>\u9500\u552e\u4ef7\u683c<\/strong>\u00a0(+2): \u5f53\u5929\u7684\u4ef7\u683c\u5fc5\u987b\u7565\u4f4e\u4e8e\u5e73\u5747\u4ef7\u683c\u3002.<\/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\"><strong>\u6bcf\u5468\u5b63\u8282\u6027\u00a0<\/strong>(-23)\uff1a\u8fd9\u662f\u4e00\u4e2a\u661f\u671f\u4e09\uff0c\u4e0d\u5728\u5468\u672b\u3002.<\/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\"><strong>\u6bcf\u5e74\u7684\u5b63\u8282\u6027<\/strong>\u00a0(-5):\u5341\u6708\u662f\u8be5\u4ea7\u54c1\u7684\u9500\u552e\u6de1\u5b63\u3002.<\/div><\/li><\/ul><div class=\"fusion-text fusion-text-28\"><p>\u8fd9\u79cd\u5206\u89e3\u4e0d\u4ec5\u6709\u52a9\u4e8e\u4e0e\u5408\u4f5c\u8005\u5206\u4eab\u89c1\u89e3\uff0c\u8fd8\u80fd\u5e2e\u52a9\u5206\u6790\u5e08\u7406\u89e3\u4e3a\u4ec0\u4e48\u4ed6\u4eec\u7684\u6a21\u578b\u8868\u73b0\u4e0d\u5982\u9884\u671f\u3002\u5982\u6709\u9700\u8981\uff0c\u5e94\u7528\u7a0b\u5e8f\u7684\u4fa7\u8fb9\u680f\u63d0\u4f9b\u4e86\u51e0\u4e2a\u53c2\u6570\uff0c\u53ef\u4ee5\u589e\u52a0\u6216\u51cf\u5c11\u4e0d\u540c\u7ec4\u4ef6\u7684\u76f8\u5bf9\u6743\u91cd\u3002.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-10 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;\">\u5982\u4f55\u5f00\u59cb\uff1f<\/h2><\/div><div class=\"fusion-text fusion-text-29\"><p>\u5728\u81ea\u5df1\u7684\u7535\u8111\u4e0a\u8fd0\u884c\u5e94\u7528\u7a0b\u5e8f\u975e\u5e38\u7b80\u5355\u3002\u552f\u4e00\u7684\u5148\u51b3\u6761\u4ef6\u662f\u5b89\u88c5\u4e86 Python\u3002Windows \u7528\u6237\u9700\u8981\u6ee1\u8db3\u66f4\u591a\u8981\u6c42\uff08\u8bf7\u53c2\u9605\u00a0<a class=\"bv kl\" href=\"https:\/\/github.com\/artefactory-global\/streamlit_prophet#-requirements\" rel=\"noopener ugc nofollow\" target=\"_blank\">\u77e5\u8bc6\u5e93<\/a>\u00a0\u4e86\u89e3\u66f4\u591a\u8be6\u60c5\uff09\u3002\u7136\u540e\uff0c\u60a8\u53ef\u4ee5\u6309\u7167\u4e0b\u9762\u7684\u8bf4\u660e\u5f00\u59cb\u64cd\u4f5c\u3002.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-11 fusion-sep-none fusion-title-text fusion-title-size-three\" 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;\">\u5b89\u88c5<\/h3><\/div><div class=\"fusion-text fusion-text-30\"><p>\u6211\u4eec\u5efa\u8bae\u521b\u5efa\u4e00\u4e2a\u65b0\u7684\u865a\u62df\u73af\u5883\uff0c\u4ee5\u907f\u514d\u51fa\u73b0\u4f9d\u8d56\u95ee\u9898\u6216\u4e0e\u5f53\u524d\u73af\u5883\u4e0d\u517c\u5bb9\u3002\u6fc0\u6d3b\u65b0\u73af\u5883\u540e\uff0c\u53ef\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u5b89\u88c5\u8f6f\u4ef6\u5305\u3002\u5b89\u88c5\u53ef\u80fd\u9700\u8981\u51e0\u5206\u949f\uff085-10 \u5206\u949f\uff09\u3002.<\/p>\n<\/div>pip install -U streamlit_prophet<div class=\"fusion-title title fusion-title-12 fusion-sep-none fusion-title-text fusion-title-size-three\" 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;\">\u8fd0\u884c<\/h3><\/div><div class=\"fusion-text fusion-text-31\"><p>\u5b89\u88c5\u8f6f\u4ef6\u5305\u540e\uff0c\u53ea\u9700\u4e00\u6761\u547d\u4ee4\u5c31\u80fd\u4ece\u7ec8\u7aef\u542f\u52a8\u5e94\u7528\u7a0b\u5e8f\uff0c\u5e76\u5728\u9ed8\u8ba4\u7f51\u7edc\u6d4f\u89c8\u5668\u4e2d\u6253\u5f00\u5b83\u3002.<\/p>\n<\/div>streamlit_prophet \u90e8\u7f72\u4eea\u8868\u677f<div class=\"fusion-text fusion-text-32\"><p>\u7136\u540e\u60a8\u5c31\u53ef\u4ee5\u5236\u4f5c\u5148\u77e5\u6a21\u578b\u4e86\uff01\u8981\u5f00\u59cb\u5efa\u6a21\uff0c\u9996\u5148\u9700\u8981\u4e0a\u4f20 dataset \u7684 csv \u6587\u4ef6\uff0c\u683c\u5f0f\u5982\u4e0b\u3002.<\/p>\n<\/div><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27400%27%20height%3D%270%27%20viewBox%3D%270%200%20400%200%27%3E%3Crect%20width%3D%27400%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\/2021\/09\/article-Maxime-lutel-10.png\" alt=\"Image\" class=\"lazyload artefact-elegant-image align-left hover-enable\" style=\"width: 400px; border-radius: 59% 41% 41% 59% \/ 29% 48% 52% 71%; overflow: hidden;\" width=\"400\" height=\"auto\" \/><div class=\"fusion-text fusion-text-33\"><p>\u7136\u540e\uff0c\u60a8\u53ef\u4ee5\u5728\u4fa7\u8fb9\u680f\u4e2d\u63d0\u4f9b\u60a8\u7684\u89c4\u683c\u8981\u6c42\uff0c\u4ee5\u6267\u884c\u7b26\u5408\u60a8\u9700\u6c42\u7684\u9884\u5904\u7406\u4efb\u52a1\u5e76\u8c03\u6574\u6a21\u578b\u8d85\u53c2\u6570\u3002\u4e00\u65e6\u5bf9\u7ed3\u679c\u611f\u5230\u6ee1\u610f\uff0c\u8bf7\u4fdd\u5b58\u60a8\u7684\u5b9e\u9a8c\uff0c\u4ee5\u4fdd\u7559\u6240\u6709\u53ef\u89c6\u5316\u6548\u679c\uff0c\u5e76\u80fd\u5728\u4e4b\u540e\u8f7b\u677e\u91cd\u73b0\u3002.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-13 fusion-sep-none fusion-title-text fusion-title-size-three\" 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;\">\u4e91\u90e8\u7f72<\/h3><\/div><div class=\"fusion-text fusion-text-34\"><p>\u5982\u679c\u60a8\u60f3\u8ba9\u591a\u4e2a\u5408\u4f5c\u8005\u90fd\u80fd\u8f7b\u677e\u8bbf\u95ee\u5e94\u7528\u7a0b\u5e8f\uff0c\u800c\u65e0\u9700\u8ba9\u4ed6\u4eec\u4e0b\u8f7d Python \u5e76\u5b89\u88c5\u8f6f\u4ef6\u5305\uff0c\u60a8\u53ef\u4ee5\u5728 cloud \u4e0a\u90e8\u7f72\u5e94\u7528\u7a0b\u5e8f\u3002\u9996\u5148\u9700\u8981\u514b\u9686 git \u4ed3\u5e93\u3002\u7136\u540e\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528 Docker \u547d\u4ee4\u8f7b\u677e\u5730\u5c06\u5e94\u7528\u7a0b\u5e8f\u5bb9\u5668\u5316\uff0c\u5e76\u521b\u5efa\u4e00\u4e2a\u6620\u50cf\uff0c\u7528\u4e8e\u5728\u60a8\u9009\u62e9\u7684 cloud \u5e73\u53f0\u4e0a\u90e8\u7f72\u5e94\u7528\u7a0b\u5e8f\u3002\u8fd9\u00a0<a class=\"bv kl\" href=\"https:\/\/medium.com\/artefact-engineering-and-data-science\/how-to-deploy-and-secure-your-streamlit-app-on-gcp-4ab5fd873ed0\" rel=\"noopener\" target=\"_blank\">\u6761<\/a>\u00a0\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u5982\u4f55\u5728 Google \u4e91\u5e73\u53f0\u4e0a\u5b9e\u73b0\u8fd9\u4e00\u529f\u80fd\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-35\"><p>\u975e\u5e38\u611f\u8c22\u60a8\u7684\u9605\u8bfb\uff0c\u6211\u5f88\u4e50\u610f\u542c\u5230\u60a8\u7684\u53cd\u9988\u610f\u89c1\u3002\u5982\u679c\u60a8\u5e0c\u671b\u4e3a\u8f6f\u4ef6\u5305\u5f00\u53d1\u505a\u51fa\u8d21\u732e\u6216\u6709\u4efb\u4f55\u6539\u8fdb\u610f\u89c1\uff0c\u8bf7\u968f\u65f6\u8054\u7cfb\u6211\u3002\u540c\u65f6\uff0c\u60a8\u53ef\u4ee5\u8bbf\u95ee\u00a0<a class=\"bv kl\" href=\"https:\/\/github.com\/artefactory-global\/streamlit_prophet\" rel=\"noopener ugc nofollow\" target=\"_blank\">\u9879\u76ee\u5e93<\/a>\u00a0\u89c2\u770b\u7b80\u77ed\u6f14\u793a\u548c\u00a0<a class=\"bv kl\" href=\"https:\/\/medium.com\/artefact-engineering-and-data-science\" rel=\"noopener\" target=\"_blank\">Artefact \u79d1\u6280\u535a\u5ba2<\/a>\u00a0\u4e86\u89e3\u6709\u5173 data \u79d1\u5b66\u9879\u76ee\u7684\u66f4\u591a\u4fe1\u606f\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-4 fusion_builder_column_1_1 1_1 fusion-flex-column fusion-flex-align-self-center fusion-column-inner-bg-wrapper\" style=\"--awb-padding-top:40px;--awb-padding-right:40px;--awb-padding-bottom:40px;--awb-padding-left:40px;--awb-overflow:hidden;--awb-inner-bg-position:left center;--awb-inner-bg-size:cover;--awb-border-color:rgba(10,17,40,0.1);--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:\/\/medium.com\/artefact-engineering-and-data-science\/visual-time-series-forecasting-with-streamlit-prophet-71d86a769928\" target=\"_blank\" rel=\"noopener\"><span class=\"fusion-column-inner-bg-image lazyload\" data-bg=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/03\/background.jpg\"><\/span><\/a><\/span><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column fusion-column-has-bg-image\" data-bg-url=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/03\/background.jpg\"><div class=\"fusion-image-element\" style=\"text-align:center;--awb-margin-right:20px;--awb-margin-left:20px;--awb-max-width:150px;--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-10 hover-type-none\"><img decoding=\"async\" width=\"72\" height=\"41\" title=\"\u4e2d\u7b49\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2772%27%20height%3D%2741%27%20viewBox%3D%270%200%2072%2041%27%3E%3Crect%20width%3D%2772%27%20height%3D%2741%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/03\/medium.png\" alt class=\"lazyload img-responsive wp-image-60927\"\/><\/span><\/div><div class=\"fusion-title title fusion-title-14 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-margin-top:20px;--awb-margin-bottom:0px;--awb-margin-bottom-small:8px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:20;line-height:1.2;\">\u4e2d\u53f7 Blog by Artefact\u3002.<\/h3><\/div><div class=\"fusion-text fusion-text-36\" style=\"--awb-content-alignment:center;\"><p>\u672c\u6587\u6700\u521d\u53d1\u8868\u4e8e <strong>Medium.com<\/strong>.<br \/>\n\u5728\u6211\u4eec\u7684 Medium Blog \u4e0a\u5173\u6ce8\u6211\u4eec\uff01<\/p>\n<\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-1 fusion-button-default-span fusion-button-default-type\" target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/medium.com\/artefact-engineering-and-data-science\/visual-time-series-forecasting-with-streamlit-prophet-71d86a769928\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u6211\u4eec\u7684\u6587\u7ae0<\/span><\/a><\/div><\/div><\/div><\/div><\/div><\/p>","protected":false},"excerpt":{"rendered":"<p>2021\u5e749\u670822\u65e5<br \/>\n\u60a8\u9700\u8981\u4e3a\u6700\u65b0\u7684\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u9879\u76ee\u8bbe\u5b9a\u57fa\u51c6\uff1f\u60a8\u60f3\u5411\u4f01\u4e1a audience \u89e3\u91ca\u9884\u6d4b\u6a21\u578b\u7684\u51b3\u7b56\u8fc7\u7a0b\uff1f\u60a8\u60f3\u5728\u8d2d\u4e70\u65b0\u8f66\u4e4b\u524d\u4e86\u89e3\u6c7d\u8f66\u4ef7\u683c\u662f\u5426\u5177\u6709\u5b63\u8282\u6027\uff1f\u6211\u4eec\u6216\u8bb8\u80fd\u4e3a\u60a8\u63d0\u4f9b\u5e2e\u52a9\uff01\u672c\u6587\u5c06\u4ecb\u7ecd Streamlit Prophet\uff0c\u8fd9\u662f\u4e00\u6b3e\u7f51\u7edc\u5e94\u7528\u7a0b\u5e8f\uff0c\u53ef\u5e2e\u52a9 data \u79d1\u5b66\u5bb6\u4ee5\u53ef\u89c6\u5316\u7684\u65b9\u5f0f\u8bad\u7ec3\u3001\u8bc4\u4f30\u548c\u4f18\u5316\u9884\u6d4b\u6a21\u578b\u3002\u9884\u6d4b\u662f\u5229\u7528\u5148\u77e5\uff08Prophet\uff09\u8fd9\u4e00\u5feb\u901f\u4e14\u6613\u4e8e\u89e3\u91ca\u7684\u6a21\u578b\u8fdb\u884c\u7684\u3002.<\/p>","protected":false},"featured_media":68689,"parent":0,"template":"","meta":{"_acf_changed":false,"ep_exclude_from_search":false},"blog-category":[21939],"blog-language":[2991],"class_list":["post-63295","blog","type-blog","status-publish","has-post-thumbnail","hentry","blog-category-medium","blog-language-en"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog\/63295","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\/68689"}],"wp:attachment":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/media?parent=63295"}],"wp:term":[{"taxonomy":"blog-category","embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog-category?post=63295"},{"taxonomy":"blog-language","embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog-language?post=63295"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}