{"id":32304,"date":"2025-09-12T15:38:57","date_gmt":"2025-09-12T13:38:57","guid":{"rendered":"https:\/\/charlyhayoz.ch\/?page_id=32304"},"modified":"2025-10-31T19:24:09","modified_gmt":"2025-10-31T18:24:09","slug":"edge-ai-local-artificial-intelligence","status":"publish","type":"page","link":"https:\/\/charlyhayoz.ch\/en\/edge-ai-intelligence-artificielle-locale\/","title":{"rendered":"Edge AI - Local artificial intelligence to optimize your costs"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"32304\" class=\"elementor elementor-32304\" 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\">Edge AI \u2013 L\u2019intelligence artificielle locale pour r\u00e9duire vos co\u00fbts et gagner en autonomie<\/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\/edge-ai-intelligence-artificielle-locale\/\">\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\">Edge AI<\/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>L&rsquo;intelligence artificielle locale ou aussi appel\u00e9e Edge AI vous permet de r\u00e9duire vos co\u00fbts, gagner en autonomie et garder un total contr\u00f4le de vos donn\u00e9es.<\/p><p>En effet, traiter toutes les donn\u00e9es dans le cloud n\u2019est pas toujours viable\u202f: latence, d\u00e9pendance r\u00e9seau, co\u00fbts et enjeux de confidentialit\u00e9 peuvent limiter l\u2019efficacit\u00e9. L&rsquo;intelligence artificielle en locale ou Edge AI rapproche l\u2019intelligence artificielle de la source des donn\u00e9es, en permettant une <strong>analyse locale, rapide et s\u00e9curis\u00e9e<\/strong>, directement sur site ou sur appareil connect\u00e9.<\/p><p><!--EndFragment --><\/p><p><!--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-831b717 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"831b717\" 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-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>Architecture modulaire : <\/b>pour s\u2019int\u00e9grer naturellement aux environnements IoT et syst\u00e8mes existants, tout en restant adaptable aux \u00e9volutions <i>futures<\/i>.<\/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-arrow-up\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M34.9 289.5l-22.2-22.2c-9.4-9.4-9.4-24.6 0-33.9L207 39c9.4-9.4 24.6-9.4 33.9 0l194.3 194.3c9.4 9.4 9.4 24.6 0 33.9L413 289.4c-9.5 9.5-25 9.3-34.3-.4L264 168.6V456c0 13.3-10.7 24-24 24h-32c-13.3 0-24-10.7-24-24V168.6L69.2 289.1c-9.3 9.8-24.8 10-34.3.4z\"><\/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\"><b>Int\u00e9gration de mod\u00e8les optimis\u00e9s : <\/b>pour ex\u00e9cuter l\u2019IA en local, m\u00eame sur des ressources limit\u00e9es, et garantir des performances fiables sans d\u00e9pendance permanente au cloud.<\/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-cogs\" viewBox=\"0 0 640 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M512.1 191l-8.2 14.3c-3 5.3-9.4 7.5-15.1 5.4-11.8-4.4-22.6-10.7-32.1-18.6-4.6-3.8-5.8-10.5-2.8-15.7l8.2-14.3c-6.9-8-12.3-17.3-15.9-27.4h-16.5c-6 0-11.2-4.3-12.2-10.3-2-12-2.1-24.6 0-37.1 1-6 6.2-10.4 12.2-10.4h16.5c3.6-10.1 9-19.4 15.9-27.4l-8.2-14.3c-3-5.2-1.9-11.9 2.8-15.7 9.5-7.9 20.4-14.2 32.1-18.6 5.7-2.1 12.1.1 15.1 5.4l8.2 14.3c10.5-1.9 21.2-1.9 31.7 0L552 6.3c3-5.3 9.4-7.5 15.1-5.4 11.8 4.4 22.6 10.7 32.1 18.6 4.6 3.8 5.8 10.5 2.8 15.7l-8.2 14.3c6.9 8 12.3 17.3 15.9 27.4h16.5c6 0 11.2 4.3 12.2 10.3 2 12 2.1 24.6 0 37.1-1 6-6.2 10.4-12.2 10.4h-16.5c-3.6 10.1-9 19.4-15.9 27.4l8.2 14.3c3 5.2 1.9 11.9-2.8 15.7-9.5 7.9-20.4 14.2-32.1 18.6-5.7 2.1-12.1-.1-15.1-5.4l-8.2-14.3c-10.4 1.9-21.2 1.9-31.7 0zm-10.5-58.8c38.5 29.6 82.4-14.3 52.8-52.8-38.5-29.7-82.4 14.3-52.8 52.8zM386.3 286.1l33.7 16.8c10.1 5.8 14.5 18.1 10.5 29.1-8.9 24.2-26.4 46.4-42.6 65.8-7.4 8.9-20.2 11.1-30.3 5.3l-29.1-16.8c-16 13.7-34.6 24.6-54.9 31.7v33.6c0 11.6-8.3 21.6-19.7 23.6-24.6 4.2-50.4 4.4-75.9 0-11.5-2-20-11.9-20-23.6V418c-20.3-7.2-38.9-18-54.9-31.7L74 403c-10 5.8-22.9 3.6-30.3-5.3-16.2-19.4-33.3-41.6-42.2-65.7-4-10.9.4-23.2 10.5-29.1l33.3-16.8c-3.9-20.9-3.9-42.4 0-63.4L12 205.8c-10.1-5.8-14.6-18.1-10.5-29 8.9-24.2 26-46.4 42.2-65.8 7.4-8.9 20.2-11.1 30.3-5.3l29.1 16.8c16-13.7 34.6-24.6 54.9-31.7V57.1c0-11.5 8.2-21.5 19.6-23.5 24.6-4.2 50.5-4.4 76-.1 11.5 2 20 11.9 20 23.6v33.6c20.3 7.2 38.9 18 54.9 31.7l29.1-16.8c10-5.8 22.9-3.6 30.3 5.3 16.2 19.4 33.2 41.6 42.1 65.8 4 10.9.1 23.2-10 29.1l-33.7 16.8c3.9 21 3.9 42.5 0 63.5zm-117.6 21.1c59.2-77-28.7-164.9-105.7-105.7-59.2 77 28.7 164.9 105.7 105.7zm243.4 182.7l-8.2 14.3c-3 5.3-9.4 7.5-15.1 5.4-11.8-4.4-22.6-10.7-32.1-18.6-4.6-3.8-5.8-10.5-2.8-15.7l8.2-14.3c-6.9-8-12.3-17.3-15.9-27.4h-16.5c-6 0-11.2-4.3-12.2-10.3-2-12-2.1-24.6 0-37.1 1-6 6.2-10.4 12.2-10.4h16.5c3.6-10.1 9-19.4 15.9-27.4l-8.2-14.3c-3-5.2-1.9-11.9 2.8-15.7 9.5-7.9 20.4-14.2 32.1-18.6 5.7-2.1 12.1.1 15.1 5.4l8.2 14.3c10.5-1.9 21.2-1.9 31.7 0l8.2-14.3c3-5.3 9.4-7.5 15.1-5.4 11.8 4.4 22.6 10.7 32.1 18.6 4.6 3.8 5.8 10.5 2.8 15.7l-8.2 14.3c6.9 8 12.3 17.3 15.9 27.4h16.5c6 0 11.2 4.3 12.2 10.3 2 12 2.1 24.6 0 37.1-1 6-6.2 10.4-12.2 10.4h-16.5c-3.6 10.1-9 19.4-15.9 27.4l8.2 14.3c3 5.2 1.9 11.9-2.8 15.7-9.5 7.9-20.4 14.2-32.1 18.6-5.7 2.1-12.1-.1-15.1-5.4l-8.2-14.3c-10.4 1.9-21.2 1.9-31.7 0zM501.6 431c38.5 29.6 82.4-14.3 52.8-52.8-38.5-29.6-82.4 14.3-52.8 52.8z\"><\/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>Traitement en temps r\u00e9el : <\/b>pour r\u00e9agir instantan\u00e9ment aux \u00e9v\u00e9nements, capteurs et interactions, y compris dans des environnements \u00e0 faible connectivit\u00e9.<\/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-shield-alt\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M466.5 83.7l-192-80a48.15 48.15 0 0 0-36.9 0l-192 80C27.7 91.1 16 108.6 16 128c0 198.5 114.5 335.7 221.5 380.3 11.8 4.9 25.1 4.9 36.9 0C360.1 472.6 496 349.3 496 128c0-19.4-11.7-36.9-29.5-44.3zM256.1 446.3l-.1-381 175.9 73.3c-3.3 151.4-82.1 261.1-175.8 307.7z\"><\/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>S\u00e9curit\u00e9 renforc\u00e9e : <\/b>pour prot\u00e9ger les donn\u00e9es sensibles et les endpoints gr\u00e2ce \u00e0 l\u2019authentification, au chiffrement et \u00e0 la surveillance proactive.<\/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-toolbox\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M502.63 214.63l-45.25-45.25c-6-6-14.14-9.37-22.63-9.37H384V80c0-26.51-21.49-48-48-48H176c-26.51 0-48 21.49-48 48v80H77.25c-8.49 0-16.62 3.37-22.63 9.37L9.37 214.63c-6 6-9.37 14.14-9.37 22.63V320h128v-16c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v16h128v-16c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v16h128v-82.75c0-8.48-3.37-16.62-9.37-22.62zM320 160H192V96h128v64zm64 208c0 8.84-7.16 16-16 16h-32c-8.84 0-16-7.16-16-16v-16H192v16c0 8.84-7.16 16-16 16h-32c-8.84 0-16-7.16-16-16v-16H0v96c0 17.67 14.33 32 32 32h448c17.67 0 32-14.33 32-32v-96H384v16z\"><\/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>Optimisation avanc\u00e9e : <\/b>pour maximiser la performance tout en r\u00e9duisant l\u2019empreinte, gr\u00e2ce \u00e0 la quantization, au pruning et \u00e0 la compilation adapt\u00e9e (GGUF, ONNX).<\/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-855fe03 elementor-widget elementor-widget-text-editor\" data-id=\"855fe03\" 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\u2019objectif : <strong>apporter l\u2019intelligence artificielle locale l\u00e0 o\u00f9 elle est n\u00e9cessaire, en temps r\u00e9el, tout en garantissant souverainet\u00e9 des donn\u00e9es, r\u00e9silience op\u00e9rationnelle et efficacit\u00e9 \u00e9conomique.<\/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-3fdf210 e-con-full e-flex e-con e-parent\" data-id=\"3fdf210\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ce292ce elementor-widget elementor-widget-template\" data-id=\"ce292ce\" 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>Edge AI lets you run artificial intelligence directly on your local equipment: optimize your costs, control your data<\/p>","protected":false},"author":1,"featured_media":32306,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"footnotes":""},"class_list":["post-32304","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>Edge AI \u2013 L\u2019intelligence artificielle locale pour optimiser vos co\u00fbts<\/title>\n<meta name=\"description\" content=\"L&#039;Edge AI permet d\u2019ex\u00e9cuter l\u2019intelligence artificielle directement sur vos \u00e9quipements en local : optimisez vos co\u00fbts, contr\u00f4lez vos donn\u00e9es\" \/>\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\/edge-ai-local-artificial-intelligence\/\" 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