{"id":3623,"date":"2023-06-07T11:56:53","date_gmt":"2023-06-07T09:56:53","guid":{"rendered":"https:\/\/datapy.fr\/?p=3623"},"modified":"2024-03-27T16:20:21","modified_gmt":"2024-03-27T15:20:21","slug":"lontologie-et-les-modeles-semantiques-comprendre-utiliser-et-transformer-vos-donnees","status":"publish","type":"post","link":"https:\/\/datapy.fr\/index.php\/2023\/06\/07\/lontologie-et-les-modeles-semantiques-comprendre-utiliser-et-transformer-vos-donnees\/","title":{"rendered":"L&rsquo;Ontologie et les Mod\u00e8les S\u00e9mantiques : Comprendre, Utiliser et Transformer Vos Donn\u00e9es"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"3623\" class=\"elementor elementor-3623\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-19f9825e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"19f9825e\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-14af74a7\" data-id=\"14af74a7\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1850931d elementor-widget elementor-widget-image\" data-id=\"1850931d\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.21.0 - 25-04-2024 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/datapy.fr\/wp-content\/uploads\/2023\/06\/LE-PROMPT-Engineering-2-1024x576.jpg\" class=\"attachment-large size-large wp-image-3788\" alt=\"\" srcset=\"https:\/\/datapy.fr\/wp-content\/uploads\/2023\/06\/LE-PROMPT-Engineering-2-1024x576.jpg 1024w, https:\/\/datapy.fr\/wp-content\/uploads\/2023\/06\/LE-PROMPT-Engineering-2-300x169.jpg 300w, https:\/\/datapy.fr\/wp-content\/uploads\/2023\/06\/LE-PROMPT-Engineering-2-768x432.jpg 768w, https:\/\/datapy.fr\/wp-content\/uploads\/2023\/06\/LE-PROMPT-Engineering-2-1536x864.jpg 1536w, https:\/\/datapy.fr\/wp-content\/uploads\/2023\/06\/LE-PROMPT-Engineering-2-800x450.jpg 800w, https:\/\/datapy.fr\/wp-content\/uploads\/2023\/06\/LE-PROMPT-Engineering-2-e1711552816151.jpg 1050w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-18e656dc elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"18e656dc\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1121ad7c\" data-id=\"1121ad7c\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3304b4c1 elementor-widget elementor-widget-heading\" data-id=\"3304b4c1\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.21.0 - 25-04-2024 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">L'Ontologie et les Mod\u00e8les S\u00e9mantiques : Comprendre, Utiliser et Transformer Vos Donn\u00e9es<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1b4d3b6c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1b4d3b6c\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-75633a7a\" data-id=\"75633a7a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6918e240 elementor-widget elementor-widget-heading\" data-id=\"6918e240\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Qu'est-ce que l'ontologie et pourquoi est-ce important ?\u200b<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-639100e elementor-widget elementor-widget-text-editor\" data-id=\"639100e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.21.0 - 25-04-2024 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p>Lorsque nous parlons de donn\u00e9es, d&rsquo;intelligence artificielle et d&rsquo;informatique, l&rsquo;ontologie et les mod\u00e8les s\u00e9mantiques jouent un r\u00f4le essentiel. Mais qu&rsquo;est-ce que l&rsquo;ontologie et pourquoi est-ce si important ?<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4832c1a elementor-widget elementor-widget-heading\" data-id=\"4832c1a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">L'ontologie, c'est quoi ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-13a5b17 elementor-widget elementor-widget-text-editor\" data-id=\"13a5b17\" data-element_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<p>L&rsquo;ontologie est une structure de connaissances qui repr\u00e9sente les concepts, les relations et les propri\u00e9t\u00e9s dans un domaine sp\u00e9cifique. C&rsquo;est comme un langage commun qui permet de donner un sens pr\u00e9cis aux donn\u00e9es. L&rsquo;ontologie d\u00e9finit les termes utilis\u00e9s et les relations entre eux, ce qui facilite la compr\u00e9hension et l&rsquo;interpr\u00e9tation des informations.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-98e0917 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"98e0917\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e749fa3\" data-id=\"e749fa3\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1991239 elementor-widget elementor-widget-heading\" data-id=\"1991239\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Pourquoi utiliser l'ontologie et les mod\u00e8les s\u00e9mantiques ?<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f8f48e6 elementor-widget elementor-widget-text-editor\" data-id=\"f8f48e6\" data-element_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<p>La principale raison d&rsquo;utiliser l&rsquo;ontologie et les mod\u00e8les s\u00e9mantiques est la capacit\u00e9 \u00e0 organiser et \u00e0 structurer les donn\u00e9es de mani\u00e8re significative. L&rsquo;ontologie permet de capturer la connaissance et de repr\u00e9senter les relations complexes entre les concepts. Cela facilite la recherche d&rsquo;informations pr\u00e9cises, l&rsquo;exploration des liens entre les donn\u00e9es et la prise de d\u00e9cision \u00e9clair\u00e9e.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2ed2ea2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2ed2ea2\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7a3f39d\" data-id=\"7a3f39d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9035b59 elementor-widget elementor-widget-heading\" data-id=\"9035b59\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Comment utiliser l'ontologie et les mod\u00e8les s\u00e9mantiques en plusieurs \u00e9tapes ?<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5ff1072 elementor-widget elementor-widget-text-editor\" data-id=\"5ff1072\" data-element_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<p><b>\u00c9tape 1 :<\/b> D\u00e9finir le domaine : Identifiez le domaine d&rsquo;application et les concepts cl\u00e9s que vous souhaitez repr\u00e9senter dans votre ontologie. Par exemple, dans le domaine m\u00e9dical, vous pourriez d\u00e9finir des concepts tels que les sympt\u00f4mes, les maladies et les traitements.<\/p>\n<p><!-- \/wp:paragraph --><!-- wp:paragraph --><\/p>\n<p><b>\u00c9tape 2 :<\/b> Cr\u00e9er la structure : Utilisez des outils et des langages comme RDF (Resource Description Framework) et OWL (Web Ontology Language) pour d\u00e9finir la structure de votre ontologie. D\u00e9finissez les classes, les propri\u00e9t\u00e9s et les relations entre les concepts.<\/p>\n<p><!-- \/wp:paragraph --><!-- wp:paragraph --><\/p>\n<p><b>\u00c9tape 3 :<\/b> Capturez les connaissances : Ajoutez des instances de concepts \u00e0 votre ontologie en capturant les connaissances sp\u00e9cifiques \u00e0 votre domaine. Par exemple, vous pouvez ajouter des informations sur des maladies sp\u00e9cifiques, leurs sympt\u00f4mes et les traitements associ\u00e9s.<\/p>\n<p><!-- \/wp:paragraph --><!-- wp:paragraph --><\/p>\n<p><b>\u00c9tape 4 :<\/b> Exploitez l&rsquo;ontologie : Utilisez votre ontologie pour explorer les donn\u00e9es, effectuer des requ\u00eates avanc\u00e9es et tirer des informations pr\u00e9cieuses. Les raisonnements bas\u00e9s sur l&rsquo;ontologie vous permettent d&rsquo;obtenir des r\u00e9ponses plus pr\u00e9cises et de d\u00e9couvrir des liens cach\u00e9s entre les donn\u00e9es.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c6f1e0c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c6f1e0c\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1410229\" data-id=\"1410229\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3924f11 elementor-widget elementor-widget-heading\" data-id=\"3924f11\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Bonus : 3 cas d'utilisation typiques de l'ontologie et des mod\u00e8les s\u00e9mantiques<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bf81203 elementor-widget elementor-widget-text-editor\" data-id=\"bf81203\" data-element_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<p><b>Recherche d&rsquo;informations avanc\u00e9e :<\/b>\u00a0<span style=\"font-size: 17px;\">L&rsquo;ontologie permet de structurer les donn\u00e9es et d&rsquo;effectuer des recherches plus pr\u00e9cises. Ceci en trouvant des informations sp\u00e9cifiques et des relations entre les concepts.<\/span><\/p>\n<p><!-- \/wp:list-item --><!-- wp:list-item --><\/p>\n<p><b style=\"font-size: 17px;\">Int\u00e9gration de donn\u00e9es h\u00e9t\u00e9rog\u00e8nes :<\/b><span style=\"font-size: 17px;\">Les mod\u00e8les s\u00e9mantiques aident \u00e0 int\u00e9grer des donn\u00e9es provenant de sources diff\u00e9rentes. Ils les harmoniser en utilisant une repr\u00e9sentation s\u00e9mantique commune.<\/span><\/p>\n<p><!-- \/wp:list-item --><!-- wp:list-item --><\/p>\n<p><b>Recommandations personnalis\u00e9es :<\/b>\u00a0<span style=\"font-size: 17px;\">En utilisant l&rsquo;ontologie pour repr\u00e9senter les pr\u00e9f\u00e9rences des utilisateurs et les caract\u00e9ristiques des produits, les syst\u00e8mes peuvent g\u00e9n\u00e9rer des recommandations personnalis\u00e9es bas\u00e9es sur le contexte et les pr\u00e9f\u00e9rences individuelles.<\/span><\/p>\n<p><!-- \/wp:list-item --><\/p>\n<p><!-- \/wp:list --><!-- wp:heading --><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d323f79 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d323f79\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6922c39\" data-id=\"6922c39\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7afaf19 elementor-widget elementor-widget-heading\" data-id=\"7afaf19\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Transformer vos donn\u00e9es avec l'ontologie et les mod\u00e8les s\u00e9mantiques\n<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2a792b5 elementor-widget elementor-widget-text-editor\" data-id=\"2a792b5\" data-element_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<p>L&rsquo;ontologie et les mod\u00e8les s\u00e9mantiques ouvrent de nouvelles perspectives dans la gestion des donn\u00e9es. En utilisant ces outils, vous pouvez donner un sens profond \u00e0 vos informations, am\u00e9liorer la recherche, faciliter l&rsquo;int\u00e9gration des donn\u00e9es et prendre des d\u00e9cisions \u00e9clair\u00e9es. Explorez le potentiel de l&rsquo;ontologie et des mod\u00e8les s\u00e9mantiques d\u00e8s maintenant et transformez la mani\u00e8re dont vous interagissez avec vos donn\u00e9es.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7f191bb5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7f191bb5\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3549b728\" data-id=\"3549b728\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-40f901c7 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"40f901c7\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.21.0 - 25-04-2024 *\/\n.elementor-widget-divider{--divider-border-style:none;--divider-border-width:1px;--divider-color:#0c0d0e;--divider-icon-size:20px;--divider-element-spacing:10px;--divider-pattern-height:24px;--divider-pattern-size:20px;--divider-pattern-url:none;--divider-pattern-repeat:repeat-x}.elementor-widget-divider .elementor-divider{display:flex}.elementor-widget-divider .elementor-divider__text{font-size:15px;line-height:1;max-width:95%}.elementor-widget-divider .elementor-divider__element{margin:0 var(--divider-element-spacing);flex-shrink:0}.elementor-widget-divider .elementor-icon{font-size:var(--divider-icon-size)}.elementor-widget-divider .elementor-divider-separator{display:flex;margin:0;direction:ltr}.elementor-widget-divider--view-line_icon .elementor-divider-separator,.elementor-widget-divider--view-line_text .elementor-divider-separator{align-items:center}.elementor-widget-divider--view-line_icon .elementor-divider-separator:after,.elementor-widget-divider--view-line_icon .elementor-divider-separator:before,.elementor-widget-divider--view-line_text .elementor-divider-separator:after,.elementor-widget-divider--view-line_text .elementor-divider-separator:before{display:block;content:\"\";border-block-end:0;flex-grow:1;border-block-start:var(--divider-border-width) var(--divider-border-style) var(--divider-color)}.elementor-widget-divider--element-align-left .elementor-divider .elementor-divider-separator>.elementor-divider__svg:first-of-type{flex-grow:0;flex-shrink:100}.elementor-widget-divider--element-align-left .elementor-divider-separator:before{content:none}.elementor-widget-divider--element-align-left .elementor-divider__element{margin-left:0}.elementor-widget-divider--element-align-right .elementor-divider .elementor-divider-separator>.elementor-divider__svg:last-of-type{flex-grow:0;flex-shrink:100}.elementor-widget-divider--element-align-right .elementor-divider-separator:after{content:none}.elementor-widget-divider--element-align-right .elementor-divider__element{margin-right:0}.elementor-widget-divider--element-align-start .elementor-divider .elementor-divider-separator>.elementor-divider__svg:first-of-type{flex-grow:0;flex-shrink:100}.elementor-widget-divider--element-align-start .elementor-divider-separator:before{content:none}.elementor-widget-divider--element-align-start .elementor-divider__element{margin-inline-start:0}.elementor-widget-divider--element-align-end .elementor-divider .elementor-divider-separator>.elementor-divider__svg:last-of-type{flex-grow:0;flex-shrink:100}.elementor-widget-divider--element-align-end .elementor-divider-separator:after{content:none}.elementor-widget-divider--element-align-end .elementor-divider__element{margin-inline-end:0}.elementor-widget-divider:not(.elementor-widget-divider--view-line_text):not(.elementor-widget-divider--view-line_icon) .elementor-divider-separator{border-block-start:var(--divider-border-width) var(--divider-border-style) var(--divider-color)}.elementor-widget-divider--separator-type-pattern{--divider-border-style:none}.elementor-widget-divider--separator-type-pattern.elementor-widget-divider--view-line .elementor-divider-separator,.elementor-widget-divider--separator-type-pattern:not(.elementor-widget-divider--view-line) .elementor-divider-separator:after,.elementor-widget-divider--separator-type-pattern:not(.elementor-widget-divider--view-line) .elementor-divider-separator:before,.elementor-widget-divider--separator-type-pattern:not([class*=elementor-widget-divider--view]) .elementor-divider-separator{width:100%;min-height:var(--divider-pattern-height);-webkit-mask-size:var(--divider-pattern-size) 100%;mask-size:var(--divider-pattern-size) 100%;-webkit-mask-repeat:var(--divider-pattern-repeat);mask-repeat:var(--divider-pattern-repeat);background-color:var(--divider-color);-webkit-mask-image:var(--divider-pattern-url);mask-image:var(--divider-pattern-url)}.elementor-widget-divider--no-spacing{--divider-pattern-size:auto}.elementor-widget-divider--bg-round{--divider-pattern-repeat:round}.rtl .elementor-widget-divider .elementor-divider__text{direction:rtl}.e-con-inner>.elementor-widget-divider,.e-con>.elementor-widget-divider{width:var(--container-widget-width,100%);--flex-grow:var(--container-widget-flex-grow)}<\/style>\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2061a83e elementor-widget elementor-widget-heading\" data-id=\"2061a83e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Vous devriez \u00e9galement aimer\u200b<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1b562b1a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1b562b1a\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-615264cd\" data-id=\"615264cd\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-435f118f elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"435f118f\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.21.0 - 25-04-2024 *\/\n.elementor-widget-image-box .elementor-image-box-content{width:100%}@media (min-width:768px){.elementor-widget-image-box.elementor-position-left .elementor-image-box-wrapper,.elementor-widget-image-box.elementor-position-right .elementor-image-box-wrapper{display:flex}.elementor-widget-image-box.elementor-position-right .elementor-image-box-wrapper{text-align:end;flex-direction:row-reverse}.elementor-widget-image-box.elementor-position-left .elementor-image-box-wrapper{text-align:start;flex-direction:row}.elementor-widget-image-box.elementor-position-top .elementor-image-box-img{margin:auto}.elementor-widget-image-box.elementor-vertical-align-top .elementor-image-box-wrapper{align-items:flex-start}.elementor-widget-image-box.elementor-vertical-align-middle .elementor-image-box-wrapper{align-items:center}.elementor-widget-image-box.elementor-vertical-align-bottom .elementor-image-box-wrapper{align-items:flex-end}}@media (max-width:767px){.elementor-widget-image-box .elementor-image-box-img{margin-left:auto!important;margin-right:auto!important;margin-bottom:15px}}.elementor-widget-image-box .elementor-image-box-img{display:inline-block}.elementor-widget-image-box .elementor-image-box-title a{color:inherit}.elementor-widget-image-box .elementor-image-box-wrapper{text-align:center}.elementor-widget-image-box .elementor-image-box-description{margin:0}<\/style><div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><a href=\"https:\/\/datapy.fr\/index.php\/2023\/05\/22\/comprendre-les-bases-de-donnees-graphes-acteurs-differences-utilisation\/\" tabindex=\"-1\"><img decoding=\"async\" width=\"1080\" height=\"648\" src=\"https:\/\/datapy.fr\/wp-content\/uploads\/2023\/05\/Les_bases_de_donnees_graphes-1.png\" class=\"attachment-full size-full wp-image-3605\" alt=\"\" srcset=\"https:\/\/datapy.fr\/wp-content\/uploads\/2023\/05\/Les_bases_de_donnees_graphes-1.png 1080w, https:\/\/datapy.fr\/wp-content\/uploads\/2023\/05\/Les_bases_de_donnees_graphes-1-300x180.png 300w, https:\/\/datapy.fr\/wp-content\/uploads\/2023\/05\/Les_bases_de_donnees_graphes-1-1024x614.png 1024w, https:\/\/datapy.fr\/wp-content\/uploads\/2023\/05\/Les_bases_de_donnees_graphes-1-768x461.png 768w\" sizes=\"(max-width: 1080px) 100vw, 1080px\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"https:\/\/datapy.fr\/index.php\/2023\/05\/22\/comprendre-les-bases-de-donnees-graphes-acteurs-differences-utilisation\/\">Comprendre les bases de donn\u00e9es graphes<\/a><\/h3><p class=\"elementor-image-box-description\">Comprendre les bases de donn\u00e9es graphes : acteurs, diff\u00e9rences et cas d\u2019utilisation. Dans le domaine de la gestion des donn\u00e9es, les bases de donn\u00e9es graphes suscitent...<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-50d89b96\" data-id=\"50d89b96\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-26154de2 elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"26154de2\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><a href=\"https:\/\/datapy.fr\/index.php\/2023\/05\/15\/dbt-vs-spark\/\" tabindex=\"-1\"><img decoding=\"async\" width=\"2560\" height=\"1628\" src=\"https:\/\/datapy.fr\/wp-content\/uploads\/2023\/05\/DBT_VS_SPARK-2.png\" class=\"attachment-full size-full wp-image-3585\" alt=\"\" srcset=\"https:\/\/datapy.fr\/wp-content\/uploads\/2023\/05\/DBT_VS_SPARK-2.png 2560w, https:\/\/datapy.fr\/wp-content\/uploads\/2023\/05\/DBT_VS_SPARK-2-300x191.png 300w, https:\/\/datapy.fr\/wp-content\/uploads\/2023\/05\/DBT_VS_SPARK-2-1024x651.png 1024w, https:\/\/datapy.fr\/wp-content\/uploads\/2023\/05\/DBT_VS_SPARK-2-768x489.png 768w, https:\/\/datapy.fr\/wp-content\/uploads\/2023\/05\/DBT_VS_SPARK-2-1536x977.png 1536w, https:\/\/datapy.fr\/wp-content\/uploads\/2023\/05\/DBT_VS_SPARK-2-2048x1303.png 2048w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"https:\/\/datapy.fr\/index.php\/2023\/05\/15\/dbt-vs-spark\/\">DBT VS Spark<\/a><\/h3><p class=\"elementor-image-box-description\">DBT VS Spark DBT (Data Build Tool) et Spark sont deux technologies que l\u2019on utilise dans le traitement des donn\u00e9es. Cependant, elles ont des objectifs diff\u00e9rents. DBT est un outil de transformation de donn\u00e9es open...\n<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-32aac57c\" data-id=\"32aac57c\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-53c3ed50 elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"53c3ed50\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><a href=\"https:\/\/datapy.fr\/index.php\/2023\/04\/06\/mlflow-vs-kubeflow\/\" tabindex=\"-1\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1539\" src=\"https:\/\/datapy.fr\/wp-content\/uploads\/2023\/04\/tdf-2.png\" class=\"attachment-full size-full wp-image-3526\" alt=\"\" srcset=\"https:\/\/datapy.fr\/wp-content\/uploads\/2023\/04\/tdf-2.png 2560w, https:\/\/datapy.fr\/wp-content\/uploads\/2023\/04\/tdf-2-300x180.png 300w, https:\/\/datapy.fr\/wp-content\/uploads\/2023\/04\/tdf-2-1024x616.png 1024w, https:\/\/datapy.fr\/wp-content\/uploads\/2023\/04\/tdf-2-768x462.png 768w, https:\/\/datapy.fr\/wp-content\/uploads\/2023\/04\/tdf-2-1536x923.png 1536w, https:\/\/datapy.fr\/wp-content\/uploads\/2023\/04\/tdf-2-2048x1231.png 2048w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"https:\/\/datapy.fr\/index.php\/2023\/04\/06\/mlflow-vs-kubeflow\/\">MLflow VS Kubeflow<\/a><\/h3><p class=\"elementor-image-box-description\">MLflow et Kubeflow sont deux outils de gestion du cycle de vie de l\u2019apprentissage automatique. C'est un outil open source d\u00e9velopp\u00e9 par Databricks pour g\u00e9rer les pipelines d\u2019apprentissage automatique.<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>L&rsquo;Ontologie et les Mod\u00e8les S\u00e9mantiques : Comprendre, Utiliser et Transformer Vos Donn\u00e9es Qu&rsquo;est-ce que l&rsquo;ontologie et pourquoi est-ce important ?\u200b Lorsque nous parlons de donn\u00e9es, d&rsquo;intelligence artificielle et d&rsquo;informatique, l&rsquo;ontologie et les mod\u00e8les s\u00e9mantiques jouent un r\u00f4le essentiel. Mais qu&rsquo;est-ce que l&rsquo;ontologie et pourquoi est-ce si important ? L&rsquo;ontologie, c&rsquo;est quoi ? L&rsquo;ontologie est une [&hellip;]<\/p>\n","protected":false},"author":42,"featured_media":3788,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[12],"tags":[],"class_list":["post-3623","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data","entry","has-media"],"_links":{"self":[{"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/posts\/3623","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/users\/42"}],"replies":[{"embeddable":true,"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/comments?post=3623"}],"version-history":[{"count":0,"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/posts\/3623\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/media\/3788"}],"wp:attachment":[{"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/media?parent=3623"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/categories?post=3623"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/tags?post=3623"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}