{"id":38473,"date":"2025-05-25T22:35:04","date_gmt":"2025-05-25T22:35:04","guid":{"rendered":"https:\/\/ciecr.wycliffecollege.ca\/?page_id=38473"},"modified":"2025-11-19T18:19:32","modified_gmt":"2025-11-19T18:19:32","slug":"machine-learning","status":"publish","type":"page","link":"https:\/\/ciecr.wycliffecollege.ca\/fr-ca\/apprentissage-automatique\/","title":{"rendered":"apprentissage automatique"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"38473\" class=\"elementor elementor-38473\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-03f090b e-flex e-con-boxed e-con e-parent\" data-id=\"03f090b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-38168fb elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"38168fb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">apprentissage automatique<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-af73a1c e-con-full e-flex e-con e-child\" data-id=\"af73a1c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9076030 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"9076030\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>We apply machine learning methods to uncover nuanced trends in Canadian church dynamics, employing <strong data-start=\"99\" data-end=\"125\">time-series clustering<\/strong> to group congregations with similar growth or decline trajectories. Through <strong data-start=\"202\" data-end=\"228\">change point detection<\/strong>, we pinpoint significant shifts in church participation and giving patterns, while our <strong data-start=\"316\" data-end=\"341\">classification models<\/strong> identify distinct profiles of church health and community engagement, enabling precise strategic responses.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a43e30f elementor-widget elementor-widget-text-editor\" data-id=\"a43e30f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Nous fournissons une analyse confessionnelle approfondie, examinant la croissance, le d\u00e9clin et les mod\u00e8les de consolidation propres \u00e0 chaque tradition, ainsi que des analyses g\u00e9ographiques d\u00e9taill\u00e9es qui identifient les variations r\u00e9gionales et locales \u00e0 travers le Canada. En combinant ces perspectives, les d\u00e9nominations peuvent comprendre des tendances plus larges tout en s'adaptant strat\u00e9giquement \u00e0 leurs contextes locaux sp\u00e9cifiques.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fd47ca3 e-flex e-con-boxed e-con e-parent\" data-id=\"fd47ca3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bc8d42f elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"bc8d42f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"450\" src=\"https:\/\/ciecr.wycliffecollege.ca\/wp-content\/uploads\/2023\/09\/csi-ltr6-big-data-analytics-trend-1024x576.jpg\" class=\"attachment-large size-large wp-image-9927\" alt=\"\" srcset=\"https:\/\/ciecr.wycliffecollege.ca\/wp-content\/uploads\/2023\/09\/csi-ltr6-big-data-analytics-trend-1024x576.jpg 1024w, https:\/\/ciecr.wycliffecollege.ca\/wp-content\/uploads\/2023\/09\/csi-ltr6-big-data-analytics-trend-300x169.jpg 300w, https:\/\/ciecr.wycliffecollege.ca\/wp-content\/uploads\/2023\/09\/csi-ltr6-big-data-analytics-trend-768x432.jpg 768w, https:\/\/ciecr.wycliffecollege.ca\/wp-content\/uploads\/2023\/09\/csi-ltr6-big-data-analytics-trend-600x337.jpg 600w, https:\/\/ciecr.wycliffecollege.ca\/wp-content\/uploads\/2023\/09\/csi-ltr6-big-data-analytics-trend.jpg 1375w\" sizes=\"(max-width: 800px) 100vw, 800px\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Machine Learning We apply machine learning methods to uncover nuanced trends in Canadian church dynamics, employing time-series clustering to group congregations with similar growth or decline trajectories. Through change point detection, we pinpoint significant shifts in church participation and giving patterns, while our classification models identify distinct profiles of church health and community engagement, enabling [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":"","_members_access_role":[],"_members_access_error":""},"class_list":["post-38473","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/ciecr.wycliffecollege.ca\/wp-json\/wp\/v2\/pages\/38473","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ciecr.wycliffecollege.ca\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/ciecr.wycliffecollege.ca\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/ciecr.wycliffecollege.ca\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/ciecr.wycliffecollege.ca\/wp-json\/wp\/v2\/comments?post=38473"}],"version-history":[{"count":10,"href":"https:\/\/ciecr.wycliffecollege.ca\/wp-json\/wp\/v2\/pages\/38473\/revisions"}],"predecessor-version":[{"id":38969,"href":"https:\/\/ciecr.wycliffecollege.ca\/wp-json\/wp\/v2\/pages\/38473\/revisions\/38969"}],"wp:attachment":[{"href":"https:\/\/ciecr.wycliffecollege.ca\/wp-json\/wp\/v2\/media?parent=38473"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}