{"id":32368,"date":"2025-09-17T14:04:49","date_gmt":"2025-09-17T12:04:49","guid":{"rendered":"https:\/\/charlyhayoz.ch\/?page_id=32368"},"modified":"2025-10-31T19:33:25","modified_gmt":"2025-10-31T18:33:25","slug":"embedding-knowledge-graph-easy-semantic-search","status":"publish","type":"page","link":"https:\/\/charlyhayoz.ch\/en\/embedding-knowledge-graph-la-recherche-semantique-facile\/","title":{"rendered":"Semantic search made easy: Embedding &amp; Knowledge Graph"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"32368\" class=\"elementor elementor-32368\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-20316ff e-flex e-con-boxed e-con e-parent\" data-id=\"20316ff\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-64d9c6a e-con-full e-flex e-con e-child\" data-id=\"64d9c6a\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6139764 elementor-widget elementor-widget-heading\" data-id=\"6139764\" 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 - 08-05-2024 *\/\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><h1 class=\"elementor-heading-title elementor-size-default\">Recherche s\u00e9mantique intelligente : exploitez vos donn\u00e9es avec les embeddings et les graphes de connaissances<\/h1>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a9a85b8 elementor-widget__width-auto elementor-icon-list--layout-inline elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"a9a85b8\" data-element_type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<link rel=\"stylesheet\" href=\"https:\/\/charlyhayoz.ch\/wp-content\/plugins\/elementor\/assets\/css\/widget-icon-list.min.css\">\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/charlyhayoz.ch\/en\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Accueil<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/charlyhayoz.ch\/en\/embedding-knowledge-graph-la-recherche-semantique-facile\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-arrow-circle-right\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8c137 0 248 111 248 248S393 504 256 504 8 393 8 256 119 8 256 8zm-28.9 143.6l75.5 72.4H120c-13.3 0-24 10.7-24 24v16c0 13.3 10.7 24 24 24h182.6l-75.5 72.4c-9.7 9.3-9.9 24.8-.4 34.3l11 10.9c9.4 9.4 24.6 9.4 33.9 0L404.3 273c9.4-9.4 9.4-24.6 0-33.9L271.6 106.3c-9.4-9.4-24.6-9.4-33.9 0l-11 10.9c-9.5 9.6-9.3 25.1.4 34.4z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Recherche s\u00e9mantique<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\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-441a80d e-flex e-con-boxed e-con e-parent\" data-id=\"441a80d\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-54aa286 elementor-widget elementor-widget-text-editor\" data-id=\"54aa286\" 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 - 08-05-2024 *\/\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><!--StartFragment --><\/p><p>La recherche s\u00e9mantique est une technologie qui permet \u00e0 une IA de comprendre le sens et l\u2019intention derri\u00e8re une requ\u00eate, plut\u00f4t que de se limiter aux mots-cl\u00e9s exacts. Elle utilise le traitement du langage naturel (NLP) et des mod\u00e8les d\u2019apprentissage pour fournir des r\u00e9sultats plus pertinents et contextuels.<\/p><p><!--EndFragment --><\/p><p>Les donn\u00e9es d\u2019une organisation sont souvent dispers\u00e9es, h\u00e9t\u00e9rog\u00e8nes et difficiles \u00e0 exploiter. Gr\u00e2ce \u00e0 la recherche s\u00e9mantique, les embeddings et les graphes de connaissances permettent de leur donner une <strong>nouvelle dimension<\/strong>, en transformant l\u2019information brute en <strong>savoir structur\u00e9, interconnect\u00e9 et actionnable.<\/strong><\/p><p><!--EndFragment --><\/p><p class=\"whitespace-normal break-words\"><!--EndFragment --><\/p><p><!--EndFragment --><\/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-cf31266 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"cf31266\" data-element_type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-vector-square\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M512 128V32c0-17.67-14.33-32-32-32h-96c-17.67 0-32 14.33-32 32H160c0-17.67-14.33-32-32-32H32C14.33 0 0 14.33 0 32v96c0 17.67 14.33 32 32 32v192c-17.67 0-32 14.33-32 32v96c0 17.67 14.33 32 32 32h96c17.67 0 32-14.33 32-32h192c0 17.67 14.33 32 32 32h96c17.67 0 32-14.33 32-32v-96c0-17.67-14.33-32-32-32V160c17.67 0 32-14.33 32-32zm-96-64h32v32h-32V64zM64 64h32v32H64V64zm32 384H64v-32h32v32zm352 0h-32v-32h32v32zm-32-96h-32c-17.67 0-32 14.33-32 32v32H160v-32c0-17.67-14.33-32-32-32H96V160h32c17.67 0 32-14.33 32-32V96h192v32c0 17.67 14.33 32 32 32h32v192z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><b>Repr\u00e9sentation vectorielle (Embeddings) : <\/b>pour d\u00e9passer la recherche par mots\u2011cl\u00e9s et acc\u00e9der \u00e0 une compr\u00e9hension du sens, am\u00e9liorer les recommandations et renforcer les pipelines de RAG.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-share-alt\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M352 320c-22.608 0-43.387 7.819-59.79 20.895l-102.486-64.054a96.551 96.551 0 0 0 0-41.683l102.486-64.054C308.613 184.181 329.392 192 352 192c53.019 0 96-42.981 96-96S405.019 0 352 0s-96 42.981-96 96c0 7.158.79 14.13 2.276 20.841L155.79 180.895C139.387 167.819 118.608 160 96 160c-53.019 0-96 42.981-96 96s42.981 96 96 96c22.608 0 43.387-7.819 59.79-20.895l102.486 64.054A96.301 96.301 0 0 0 256 416c0 53.019 42.981 96 96 96s96-42.981 96-96-42.981-96-96-96z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><b>Graphes de connaissances : <\/b>pour r\u00e9v\u00e9ler les relations cach\u00e9es entre entit\u00e9s, structurer les donn\u00e9es selon des ontologies m\u00e9tiers et rendre les connexions visibles et exploitables.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-search\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M505 442.7L405.3 343c-4.5-4.5-10.6-7-17-7H372c27.6-35.3 44-79.7 44-128C416 93.1 322.9 0 208 0S0 93.1 0 208s93.1 208 208 208c48.3 0 92.7-16.4 128-44v16.3c0 6.4 2.5 12.5 7 17l99.7 99.7c9.4 9.4 24.6 9.4 33.9 0l28.3-28.3c9.4-9.4 9.4-24.6.1-34zM208 336c-70.7 0-128-57.2-128-128 0-70.7 57.2-128 128-128 70.7 0 128 57.2 128 128 0 70.7-57.2 128-128 128z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><b>Recherche hybride et s\u00e9mantique : <\/b>pour combiner la puissance des vecteurs et la logique des graphes, offrir des r\u00e9ponses contextualis\u00e9es, explicables et tra\u00e7ables.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-boxes\" viewBox=\"0 0 576 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M560 288h-80v96l-32-21.3-32 21.3v-96h-80c-8.8 0-16 7.2-16 16v192c0 8.8 7.2 16 16 16h224c8.8 0 16-7.2 16-16V304c0-8.8-7.2-16-16-16zm-384-64h224c8.8 0 16-7.2 16-16V16c0-8.8-7.2-16-16-16h-80v96l-32-21.3L256 96V0h-80c-8.8 0-16 7.2-16 16v192c0 8.8 7.2 16 16 16zm64 64h-80v96l-32-21.3L96 384v-96H16c-8.8 0-16 7.2-16 16v192c0 8.8 7.2 16 16 16h224c8.8 0 16-7.2 16-16V304c0-8.8-7.2-16-16-16z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><b>Approche modulaire et \u00e9volutive : <\/b>pour int\u00e9grer ces solutions dans des environnements complexes, tout en garantissant transparence, explicabilit\u00e9 et alignement avec les objectifs strat\u00e9giques.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7a7f744 elementor-widget elementor-widget-text-editor\" data-id=\"7a7f744\" 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><!--StartFragment --><\/p><p>L\u2019objectif : <strong>transformer des donn\u00e9es fragment\u00e9es en un r\u00e9seau de connaissances intelligentes, capable d\u2019acc\u00e9l\u00e9rer l\u2019acc\u00e8s \u00e0 l\u2019information, d\u2019am\u00e9liorer la pertinence des d\u00e9cisions et de cr\u00e9er un v\u00e9ritable levier strat\u00e9gique.<\/strong><\/p><p><!--EndFragment --><\/p><p class=\"whitespace-normal break-words\"><!--EndFragment --><\/p><p><!--EndFragment --><\/p>\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<div class=\"elementor-element elementor-element-32ce7c2 e-con-full e-flex e-con e-parent\" data-id=\"32ce7c2\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-825101d elementor-widget elementor-widget-template\" data-id=\"825101d\" data-element_type=\"widget\" data-widget_type=\"template.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-template\">\n\t\t\t\t\t<div data-elementor-type=\"container\" data-elementor-id=\"32298\" class=\"elementor elementor-32298\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t<div class=\"elementor-element elementor-element-392a672c e-con-full e-flex e-con e-parent\" data-id=\"392a672c\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7b291cdf elementor-widget elementor-widget-heading\" data-id=\"7b291cdf\" 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\">Mon expertise <b>: Intelligence artificielle<\/b> &amp; <b>cybers\u00e9curit\u00e9<\/b><\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4d855927 e-grid e-con-boxed e-con e-child\" data-id=\"4d855927\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6864106d elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"6864106d\" 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 - 08-05-2024 *\/\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:\/\/charlyhayoz.ch\/en\/developpement-intelligence-artificielle-pour-votre-entreprise\/\" tabindex=\"-1\"><img decoding=\"async\" width=\"150\" height=\"150\" data-src=\"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2025\/09\/developpement-ia-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-image-32211 lazyload\" alt=\"D\u00e9veloppement d\u2019intelligence artificielle pour votre entreprise\u200b\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 150px; --smush-placeholder-aspect-ratio: 150\/150;\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"https:\/\/charlyhayoz.ch\/en\/developpement-intelligence-artificielle-pour-votre-entreprise\/\">D\u00e9veloppement IA<\/a><\/h3><p class=\"elementor-image-box-description\">Utilisez des solutions IA qui d\u00e9passent la simple performance technique pour g\u00e9n\u00e9rer un impact mesurable sur la croissance et la comp\u00e9titivit\u00e9<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7687ce87 elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"7687ce87\" 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:\/\/charlyhayoz.ch\/en\/ai-agent-agentic-ai\/\" tabindex=\"-1\"><img decoding=\"async\" width=\"150\" height=\"150\" data-src=\"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2025\/09\/llm-developpement-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-image-32216 lazyload\" alt=\"AI Agent &amp; Agentic AI - Consulting en Intelligence Artificielle\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 150px; --smush-placeholder-aspect-ratio: 150\/150;\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"https:\/\/charlyhayoz.ch\/en\/ai-agent-agentic-ai\/\">AI Agent & Agentic AI<\/a><\/h3><p class=\"elementor-image-box-description\">Exploitez la puissance des AI Agents et de l\u2019Agentic AI pour transformer vos op\u00e9rations\u202f: t\u00e2ches automatis\u00e9es, processus coordonn\u00e9s pour une valeur strat\u00e9gique d\u00e9cupl\u00e9e<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2fae6023 elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"2fae6023\" 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:\/\/charlyhayoz.ch\/en\/machine-learning-deep-learning\/\" tabindex=\"-1\"><img decoding=\"async\" width=\"150\" height=\"150\" data-src=\"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2025\/09\/neural-network-ai-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-image-32233 lazyload\" alt=\"Machine Learning &amp; Deep Learning \u2013 De l\u2019analyse \u00e0 l\u2019innovation\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 150px; --smush-placeholder-aspect-ratio: 150\/150;\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"https:\/\/charlyhayoz.ch\/en\/machine-learning-deep-learning\/\">machine learning & deep learning<\/a><\/h3><p class=\"elementor-image-box-description\">Exploitez le machine learning et le deep learning pour transformer vos donn\u00e9es en pr\u00e9dictions fiables et effectuer des d\u00e9cisions automatis\u00e9es<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4f6f00a9 elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"4f6f00a9\" 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:\/\/charlyhayoz.ch\/en\/entrainement-modeles-ia-fine-tuning\/\" tabindex=\"-1\"><img decoding=\"async\" width=\"150\" height=\"150\" data-src=\"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2025\/09\/fine-tuning-ia-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-image-32227 lazyload\" alt=\"Entra\u00eenement &amp; Fine\u2011Tuning de mod\u00e8les IA - Intelligence artificielle\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 150px; --smush-placeholder-aspect-ratio: 150\/150;\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"https:\/\/charlyhayoz.ch\/en\/entrainement-modeles-ia-fine-tuning\/\">Entra\u00eenement & Fine-tuning<\/a><\/h3><p class=\"elementor-image-box-description\">Transformez gr\u00e2ce \u00e0 l\u2019entra\u00eenement de mod\u00e8les IA et au fine\u2011tuning, des mod\u00e8les g\u00e9n\u00e9riques en solutions sur\u2011mesure, capables de g\u00e9n\u00e9rer des pr\u00e9dictions pertinentes<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-57b466c elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"57b466c\" 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:\/\/charlyhayoz.ch\/en\/embedding-knowledge-graph-la-recherche-semantique-facile\/\" tabindex=\"-1\"><img decoding=\"async\" width=\"150\" height=\"150\" data-src=\"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2025\/09\/embedding-knowledge-graph-ai-semantic-search-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-image-32370 lazyload\" alt=\"Embedding &amp; Knowledge graph : La recherche s\u00e9mantique \u00e0 votre service\u200b\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 150px; --smush-placeholder-aspect-ratio: 150\/150;\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"https:\/\/charlyhayoz.ch\/en\/embedding-knowledge-graph-la-recherche-semantique-facile\/\">Recherche s\u00e9mantique<\/a><\/h3><p class=\"elementor-image-box-description\">Am\u00e9liorez l'acc\u00e8s \u00e0 vos donn\u00e9es gr\u00e2ce \u00e0 la recherche s\u00e9mantique utilisant les embeddings et les graphes de connaissances<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d93894c elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"d93894c\" 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:\/\/charlyhayoz.ch\/en\/rag-retrieval-augmented-generation\/\" tabindex=\"-1\"><img decoding=\"async\" width=\"150\" height=\"150\" data-src=\"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2025\/09\/rag-ai-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-image-32232 lazyload\" alt=\"RAG \u2013 G\u00e9n\u00e9ration augment\u00e9e par la recherche documentaire\u200b\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 150px; --smush-placeholder-aspect-ratio: 150\/150;\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"https:\/\/charlyhayoz.ch\/en\/rag-retrieval-augmented-generation\/\">Base documentaire & RAG<\/a><\/h3><p class=\"elementor-image-box-description\">Gr\u00e2ce \u00e0 la technologie RAG (Retrieval-Augmented Generation), interrogez vos documents et obtenez des r\u00e9ponses pr\u00e9cises et sourc\u00e9es<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c802311 elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"c802311\" 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:\/\/charlyhayoz.ch\/en\/edge-ai-intelligence-artificielle-locale\/\" tabindex=\"-1\"><img decoding=\"async\" width=\"150\" height=\"150\" data-src=\"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2025\/09\/edge-ai-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-image-32306 lazyload\" alt=\"Edge AI sur mesure \u2013 IA en temps r\u00e9el et optimis\u00e9e pour vous\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 150px; --smush-placeholder-aspect-ratio: 150\/150;\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"https:\/\/charlyhayoz.ch\/en\/edge-ai-intelligence-artificielle-locale\/\">IA Local & Edge AI<\/a><\/h3><p class=\"elementor-image-box-description\">Ex\u00e9cutez vos mod\u00e8les IA directement sur vos \u00e9quipements en local : optimisez vos co\u00fbts, gardez le contr\u00f4le de vos donn\u00e9es ainsi que de vos processus m\u00e9tiers<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-18dfa4d5 elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"18dfa4d5\" 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:\/\/charlyhayoz.ch\/en\/deploiement-model-ia-mise-en-production\/\" tabindex=\"-1\"><img decoding=\"async\" width=\"150\" height=\"150\" data-src=\"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2025\/09\/mlops-deployment-ai-llm-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-image-32235 lazyload\" alt=\"D\u00e9ploiement de mod\u00e8les IA - Mise en production de vos mod\u00e8les\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 150px; --smush-placeholder-aspect-ratio: 150\/150;\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"https:\/\/charlyhayoz.ch\/en\/deploiement-model-ia-mise-en-production\/\">Mise en production & d\u00e9ploiement<\/a><\/h3><p class=\"elementor-image-box-description\">Passez de l\u2019exp\u00e9rimentation \u00e0 la production, automatisez le d\u00e9ploiement de vos mod\u00e8les d\u2019intelligence artificielle & am\u00e9liorez la fiabilit\u00e9<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2fbcc90 elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"2fbcc90\" 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:\/\/charlyhayoz.ch\/en\/cybersecurite-ia\/\" tabindex=\"-1\"><img decoding=\"async\" width=\"150\" height=\"150\" data-src=\"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2025\/09\/cybersecurite-ia-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-image-32404 lazyload\" alt=\"Cybers\u00e9curit\u00e9 de l\u2019IA : Guardrails, Sanitisation, Proxies et Protection\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 150px; --smush-placeholder-aspect-ratio: 150\/150;\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"https:\/\/charlyhayoz.ch\/en\/cybersecurite-ia\/\">Cybers\u00e9curit\u00e9 IA<\/a><\/h3><p class=\"elementor-image-box-description\">Assurez la cybers\u00e9curit\u00e9 de vos mod\u00e8les d\u2019intelligence artificielle et de vos donn\u00e9es gr\u00e2ce aux guardrails, \u00e0 la sanitisation des prompts,  aux proxies en respectant les derniers standards<\/p><\/div><\/div>\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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\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>Am\u00e9liorez l&rsquo;acc\u00e8s \u00e0 vos donn\u00e9es gr\u00e2ce \u00e0 la recherche s\u00e9mantique utilisant les embeddings et les graphes de connaissances<\/p>","protected":false},"author":1,"featured_media":32370,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"footnotes":""},"class_list":["post-32368","page","type-page","status-publish","has-post-thumbnail","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v23.2 (Yoast SEO v23.2) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>La recherche s\u00e9mantique facile : Embedding &amp; Knowledge Graph<\/title>\n<meta name=\"description\" content=\"Am\u00e9liorez l&#039;acc\u00e8s \u00e0 vos donn\u00e9es gr\u00e2ce \u00e0 la recherche s\u00e9mantique utilisant les embeddings et les graphes de connaissances\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/charlyhayoz.ch\/en\/embedding-knowledge-graph-easy-semantic-search\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"La recherche s\u00e9mantique facile : Embedding &amp; Knowledge Graph\" \/>\n<meta property=\"og:description\" content=\"Am\u00e9liorez l&#039;acc\u00e8s \u00e0 vos donn\u00e9es gr\u00e2ce \u00e0 la recherche s\u00e9mantique utilisant les embeddings et les graphes de connaissances\" \/>\n<meta property=\"og:url\" content=\"https:\/\/charlyhayoz.ch\/en\/embedding-knowledge-graph-easy-semantic-search\/\" \/>\n<meta property=\"og:site_name\" content=\"Solutions IA sur mesure \u2013 Charly, expert en LLM &amp; Deep Learning\" \/>\n<meta property=\"article:modified_time\" content=\"2025-10-31T18:33:25+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2025\/09\/embedding-knowledge-graph-ai-semantic-search.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1440\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"La recherche s\u00e9mantique facile : Embedding &amp; Knowledge Graph\" \/>\n<meta name=\"twitter:description\" content=\"Am\u00e9liorez l&#039;acc\u00e8s \u00e0 vos donn\u00e9es gr\u00e2ce \u00e0 la recherche s\u00e9mantique utilisant les embeddings et les graphes de connaissances\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2025\/09\/embedding-knowledge-graph-ai-semantic-search.jpg\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"8 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/charlyhayoz.ch\/embedding-knowledge-graph-la-recherche-semantique-facile\/\",\"url\":\"https:\/\/charlyhayoz.ch\/embedding-knowledge-graph-la-recherche-semantique-facile\/\",\"name\":\"La recherche s\u00e9mantique facile : Embedding & Knowledge Graph\",\"isPartOf\":{\"@id\":\"https:\/\/charlyhayoz.ch\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/charlyhayoz.ch\/embedding-knowledge-graph-la-recherche-semantique-facile\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/charlyhayoz.ch\/embedding-knowledge-graph-la-recherche-semantique-facile\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2025\/09\/embedding-knowledge-graph-ai-semantic-search.jpg\",\"datePublished\":\"2025-09-17T12:04:49+00:00\",\"dateModified\":\"2025-10-31T18:33:25+00:00\",\"description\":\"Am\u00e9liorez l'acc\u00e8s \u00e0 vos donn\u00e9es gr\u00e2ce \u00e0 la recherche s\u00e9mantique utilisant les embeddings et les graphes de connaissances\",\"breadcrumb\":{\"@id\":\"https:\/\/charlyhayoz.ch\/embedding-knowledge-graph-la-recherche-semantique-facile\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/charlyhayoz.ch\/embedding-knowledge-graph-la-recherche-semantique-facile\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/charlyhayoz.ch\/embedding-knowledge-graph-la-recherche-semantique-facile\/#primaryimage\",\"url\":\"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2025\/09\/embedding-knowledge-graph-ai-semantic-search.jpg\",\"contentUrl\":\"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2025\/09\/embedding-knowledge-graph-ai-semantic-search.jpg\",\"width\":1920,\"height\":1440,\"caption\":\"Embedding & Knowledge graph : La recherche s\u00e9mantique \u00e0 votre service\u200b\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/charlyhayoz.ch\/embedding-knowledge-graph-la-recherche-semantique-facile\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Accueil\",\"item\":\"https:\/\/charlyhayoz.ch\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"La recherche s\u00e9mantique facile : Embedding &#038; Knowledge Graph\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/charlyhayoz.ch\/#website\",\"url\":\"https:\/\/charlyhayoz.ch\/\",\"name\":\"Charly Hayoz\",\"description\":\"Ma seule limite, votre imagination\",\"publisher\":{\"@id\":\"https:\/\/charlyhayoz.ch\/#\/schema\/person\/3e574e6e75374de64cc525e08ac89233\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/charlyhayoz.ch\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":[\"Person\",\"Organization\"],\"@id\":\"https:\/\/charlyhayoz.ch\/#\/schema\/person\/3e574e6e75374de64cc525e08ac89233\",\"name\":\"charly.hayoz\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/charlyhayoz.ch\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2021\/09\/LogoComplet@1.5x.png\",\"contentUrl\":\"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2021\/09\/LogoComplet@1.5x.png\",\"width\":145,\"height\":43,\"caption\":\"charly.hayoz\"},\"logo\":{\"@id\":\"https:\/\/charlyhayoz.ch\/#\/schema\/person\/image\/\"},\"sameAs\":[\"https:\/\/charlyhayoz.ch\"]}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Semantic search made easy: Embedding &amp; Knowledge Graph","description":"Improve access to your data with semantic search using embeddings and knowledge graphs","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/charlyhayoz.ch\/en\/embedding-knowledge-graph-easy-semantic-search\/","og_locale":"en_US","og_type":"article","og_title":"La recherche s\u00e9mantique facile : Embedding & Knowledge Graph","og_description":"Am\u00e9liorez l'acc\u00e8s \u00e0 vos donn\u00e9es gr\u00e2ce \u00e0 la recherche s\u00e9mantique utilisant les embeddings et les graphes de connaissances","og_url":"https:\/\/charlyhayoz.ch\/en\/embedding-knowledge-graph-easy-semantic-search\/","og_site_name":"Solutions IA sur mesure \u2013 Charly, expert en LLM &amp; Deep Learning","article_modified_time":"2025-10-31T18:33:25+00:00","og_image":[{"width":1920,"height":1440,"url":"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2025\/09\/embedding-knowledge-graph-ai-semantic-search.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","twitter_title":"La recherche s\u00e9mantique facile : Embedding & Knowledge Graph","twitter_description":"Am\u00e9liorez l'acc\u00e8s \u00e0 vos donn\u00e9es gr\u00e2ce \u00e0 la recherche s\u00e9mantique utilisant les embeddings et les graphes de connaissances","twitter_image":"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2025\/09\/embedding-knowledge-graph-ai-semantic-search.jpg","twitter_misc":{"Est. reading time":"8 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/charlyhayoz.ch\/embedding-knowledge-graph-la-recherche-semantique-facile\/","url":"https:\/\/charlyhayoz.ch\/embedding-knowledge-graph-la-recherche-semantique-facile\/","name":"Semantic search made easy: Embedding &amp; Knowledge Graph","isPartOf":{"@id":"https:\/\/charlyhayoz.ch\/#website"},"primaryImageOfPage":{"@id":"https:\/\/charlyhayoz.ch\/embedding-knowledge-graph-la-recherche-semantique-facile\/#primaryimage"},"image":{"@id":"https:\/\/charlyhayoz.ch\/embedding-knowledge-graph-la-recherche-semantique-facile\/#primaryimage"},"thumbnailUrl":"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2025\/09\/embedding-knowledge-graph-ai-semantic-search.jpg","datePublished":"2025-09-17T12:04:49+00:00","dateModified":"2025-10-31T18:33:25+00:00","description":"Improve access to your data with semantic search using embeddings and knowledge graphs","breadcrumb":{"@id":"https:\/\/charlyhayoz.ch\/embedding-knowledge-graph-la-recherche-semantique-facile\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/charlyhayoz.ch\/embedding-knowledge-graph-la-recherche-semantique-facile\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/charlyhayoz.ch\/embedding-knowledge-graph-la-recherche-semantique-facile\/#primaryimage","url":"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2025\/09\/embedding-knowledge-graph-ai-semantic-search.jpg","contentUrl":"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2025\/09\/embedding-knowledge-graph-ai-semantic-search.jpg","width":1920,"height":1440,"caption":"Embedding & Knowledge graph : La recherche s\u00e9mantique \u00e0 votre service\u200b"},{"@type":"BreadcrumbList","@id":"https:\/\/charlyhayoz.ch\/embedding-knowledge-graph-la-recherche-semantique-facile\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Accueil","item":"https:\/\/charlyhayoz.ch\/"},{"@type":"ListItem","position":2,"name":"La recherche s\u00e9mantique facile : Embedding &#038; Knowledge Graph"}]},{"@type":"WebSite","@id":"https:\/\/charlyhayoz.ch\/#website","url":"https:\/\/charlyhayoz.ch\/","name":"Charly Hayoz","description":"My only limit is your imagination","publisher":{"@id":"https:\/\/charlyhayoz.ch\/#\/schema\/person\/3e574e6e75374de64cc525e08ac89233"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/charlyhayoz.ch\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":["Person","Organization"],"@id":"https:\/\/charlyhayoz.ch\/#\/schema\/person\/3e574e6e75374de64cc525e08ac89233","name":"charly.hayoz","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/charlyhayoz.ch\/#\/schema\/person\/image\/","url":"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2021\/09\/LogoComplet@1.5x.png","contentUrl":"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2021\/09\/LogoComplet@1.5x.png","width":145,"height":43,"caption":"charly.hayoz"},"logo":{"@id":"https:\/\/charlyhayoz.ch\/#\/schema\/person\/image\/"},"sameAs":["https:\/\/charlyhayoz.ch"]}]}},"_links":{"self":[{"href":"https:\/\/charlyhayoz.ch\/en\/wp-json\/wp\/v2\/pages\/32368","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/charlyhayoz.ch\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/charlyhayoz.ch\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/charlyhayoz.ch\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/charlyhayoz.ch\/en\/wp-json\/wp\/v2\/comments?post=32368"}],"version-history":[{"count":22,"href":"https:\/\/charlyhayoz.ch\/en\/wp-json\/wp\/v2\/pages\/32368\/revisions"}],"predecessor-version":[{"id":32648,"href":"https:\/\/charlyhayoz.ch\/en\/wp-json\/wp\/v2\/pages\/32368\/revisions\/32648"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/charlyhayoz.ch\/en\/wp-json\/wp\/v2\/media\/32370"}],"wp:attachment":[{"href":"https:\/\/charlyhayoz.ch\/en\/wp-json\/wp\/v2\/media?parent=32368"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}