{"id":17,"date":"2021-09-03T10:33:02","date_gmt":"2021-09-03T08:33:02","guid":{"rendered":"https:\/\/charlyhayoz.ch\/?page_id=17"},"modified":"2026-03-27T14:48:17","modified_gmt":"2026-03-27T13:48:17","slug":"intelligence-artificielle-cybersecurite","status":"publish","type":"page","link":"https:\/\/charlyhayoz.ch\/en\/","title":{"rendered":"Charly Hayoz - Artificial Intelligence &amp; Cybersecurity"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"17\" class=\"elementor elementor-17\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-21b082b e-flex e-con-boxed e-con e-parent\" data-id=\"21b082b\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-f0a16aa e-con-full e-flex e-con e-child\" data-id=\"f0a16aa\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b592235 elementor-widget elementor-widget-image\" data-id=\"b592235\" 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 - 08-05-2024 *\/\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=\"800\" height=\"383\" src=\"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2024\/09\/dream-software-alone-1024x490.png\" class=\"attachment-large size-large wp-image-458\" alt=\"Consultant en intelligence artificielle et cybers\u00e9curit\u00e9\" srcset=\"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2024\/09\/dream-software-alone-1024x490.png 1024w, https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2024\/09\/dream-software-alone-300x143.png 300w, https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2024\/09\/dream-software-alone-768x367.png 768w, https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2024\/09\/dream-software-alone-1536x734.png 1536w, https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2024\/09\/dream-software-alone-2048x979.png 2048w, https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2024\/09\/dream-software-alone-18x9.png 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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<div class=\"elementor-element elementor-element-de6873d elementor-icon-list--layout-inline elementor-align-center elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"de6873d\" 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\/developpement-intelligence-artificielle-pour-votre-entreprise\/\">\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-circle-notch\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M288 39.056v16.659c0 10.804 7.281 20.159 17.686 23.066C383.204 100.434 440 171.518 440 256c0 101.689-82.295 184-184 184-101.689 0-184-82.295-184-184 0-84.47 56.786-155.564 134.312-177.219C216.719 75.874 224 66.517 224 55.712V39.064c0-15.709-14.834-27.153-30.046-23.234C86.603 43.482 7.394 141.206 8.003 257.332c.72 137.052 111.477 246.956 248.531 246.667C393.255 503.711 504 392.788 504 256c0-115.633-79.14-212.779-186.211-240.236C302.678 11.889 288 23.456 288 39.056z\"><\/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\">D\u00e9veloppement IA<\/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\/ai-agent-agentic-ai\/\">\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-circle-notch\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M288 39.056v16.659c0 10.804 7.281 20.159 17.686 23.066C383.204 100.434 440 171.518 440 256c0 101.689-82.295 184-184 184-101.689 0-184-82.295-184-184 0-84.47 56.786-155.564 134.312-177.219C216.719 75.874 224 66.517 224 55.712V39.064c0-15.709-14.834-27.153-30.046-23.234C86.603 43.482 7.394 141.206 8.003 257.332c.72 137.052 111.477 246.956 248.531 246.667C393.255 503.711 504 392.788 504 256c0-115.633-79.14-212.779-186.211-240.236C302.678 11.889 288 23.456 288 39.056z\"><\/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\">Agentic 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\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\/machine-learning-deep-learning\/\">\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-circle-notch\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M288 39.056v16.659c0 10.804 7.281 20.159 17.686 23.066C383.204 100.434 440 171.518 440 256c0 101.689-82.295 184-184 184-101.689 0-184-82.295-184-184 0-84.47 56.786-155.564 134.312-177.219C216.719 75.874 224 66.517 224 55.712V39.064c0-15.709-14.834-27.153-30.046-23.234C86.603 43.482 7.394 141.206 8.003 257.332c.72 137.052 111.477 246.956 248.531 246.667C393.255 503.711 504 392.788 504 256c0-115.633-79.14-212.779-186.211-240.236C302.678 11.889 288 23.456 288 39.056z\"><\/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\">Machine learning<\/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\/entrainement-modeles-ia-fine-tuning\/\">\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-circle-notch\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M288 39.056v16.659c0 10.804 7.281 20.159 17.686 23.066C383.204 100.434 440 171.518 440 256c0 101.689-82.295 184-184 184-101.689 0-184-82.295-184-184 0-84.47 56.786-155.564 134.312-177.219C216.719 75.874 224 66.517 224 55.712V39.064c0-15.709-14.834-27.153-30.046-23.234C86.603 43.482 7.394 141.206 8.003 257.332c.72 137.052 111.477 246.956 248.531 246.667C393.255 503.711 504 392.788 504 256c0-115.633-79.14-212.779-186.211-240.236C302.678 11.889 288 23.456 288 39.056z\"><\/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\">Fine-tuning<\/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-circle-notch\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M288 39.056v16.659c0 10.804 7.281 20.159 17.686 23.066C383.204 100.434 440 171.518 440 256c0 101.689-82.295 184-184 184-101.689 0-184-82.295-184-184 0-84.47 56.786-155.564 134.312-177.219C216.719 75.874 224 66.517 224 55.712V39.064c0-15.709-14.834-27.153-30.046-23.234C86.603 43.482 7.394 141.206 8.003 257.332c.72 137.052 111.477 246.956 248.531 246.667C393.255 503.711 504 392.788 504 256c0-115.633-79.14-212.779-186.211-240.236C302.678 11.889 288 23.456 288 39.056z\"><\/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\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\/rag-retrieval-augmented-generation\/\">\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-circle-notch\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M288 39.056v16.659c0 10.804 7.281 20.159 17.686 23.066C383.204 100.434 440 171.518 440 256c0 101.689-82.295 184-184 184-101.689 0-184-82.295-184-184 0-84.47 56.786-155.564 134.312-177.219C216.719 75.874 224 66.517 224 55.712V39.064c0-15.709-14.834-27.153-30.046-23.234C86.603 43.482 7.394 141.206 8.003 257.332c.72 137.052 111.477 246.956 248.531 246.667C393.255 503.711 504 392.788 504 256c0-115.633-79.14-212.779-186.211-240.236C302.678 11.889 288 23.456 288 39.056z\"><\/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\">Base documentaire & RAG<\/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-circle-notch\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M288 39.056v16.659c0 10.804 7.281 20.159 17.686 23.066C383.204 100.434 440 171.518 440 256c0 101.689-82.295 184-184 184-101.689 0-184-82.295-184-184 0-84.47 56.786-155.564 134.312-177.219C216.719 75.874 224 66.517 224 55.712V39.064c0-15.709-14.834-27.153-30.046-23.234C86.603 43.482 7.394 141.206 8.003 257.332c.72 137.052 111.477 246.956 248.531 246.667C393.255 503.711 504 392.788 504 256c0-115.633-79.14-212.779-186.211-240.236C302.678 11.889 288 23.456 288 39.056z\"><\/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\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\/deploiement-model-ia-mise-en-production\/\">\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-circle-notch\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M288 39.056v16.659c0 10.804 7.281 20.159 17.686 23.066C383.204 100.434 440 171.518 440 256c0 101.689-82.295 184-184 184-101.689 0-184-82.295-184-184 0-84.47 56.786-155.564 134.312-177.219C216.719 75.874 224 66.517 224 55.712V39.064c0-15.709-14.834-27.153-30.046-23.234C86.603 43.482 7.394 141.206 8.003 257.332c.72 137.052 111.477 246.956 248.531 246.667C393.255 503.711 504 392.788 504 256c0-115.633-79.14-212.779-186.211-240.236C302.678 11.889 288 23.456 288 39.056z\"><\/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\">Mise en production<\/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\/cybersecurite-ia\/\">\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-circle-notch\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M288 39.056v16.659c0 10.804 7.281 20.159 17.686 23.066C383.204 100.434 440 171.518 440 256c0 101.689-82.295 184-184 184-101.689 0-184-82.295-184-184 0-84.47 56.786-155.564 134.312-177.219C216.719 75.874 224 66.517 224 55.712V39.064c0-15.709-14.834-27.153-30.046-23.234C86.603 43.482 7.394 141.206 8.003 257.332c.72 137.052 111.477 246.956 248.531 246.667C393.255 503.711 504 392.788 504 256c0-115.633-79.14-212.779-186.211-240.236C302.678 11.889 288 23.456 288 39.056z\"><\/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\">Cybers\u00e9curit\u00e9<\/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 class=\"elementor-element elementor-element-04b78f3 elementor-widget elementor-widget-heading\" data-id=\"04b78f3\" 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><span class=\"elementor-heading-title elementor-size-default\">Votre seule limite <br><b>votre imagination<\/b><\/span>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3bb7723 elementor-widget elementor-widget-heading\" data-id=\"3bb7723\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<span class=\"elementor-heading-title elementor-size-default\">L\u2019IA n\u2019a pas de fronti\u00e8res. Pourquoi en auriez-vous\u202f?\u200b<\/span>\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-90d6dc6 e-flex e-con-boxed e-con e-parent\" data-id=\"90d6dc6\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-eebb582 e-con-full e-flex e-con e-child\" data-id=\"eebb582\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f052461 elementor-widget elementor-widget-text-editor\" data-id=\"f052461\" 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>Bienvenue, je suis Charly, sp\u00e9cialis\u00e9 dans le domaine de <b>l&rsquo;IT<\/b>, du <b>d\u00e9veloppement<\/b>, l\u2019<b>intelligence artificielle<\/b>, la <b>cybers\u00e9curit\u00e9<\/b>, les <b>mod\u00e8les de langage (<\/b><a href=\"https:\/\/en.wikipedia.org\/wiki\/Large_language_model\" target=\"_blank\" rel=\"noopener\"><b>LLM<\/b><\/a><b>),<\/b>\u00a0les<b> r\u00e9seaux neuronaux (machine \/ deep learning)\u00a0<\/b>ainsi que l&rsquo;exploitation des donn\u00e9es<b>\u00a0(<\/b><a href=\"https:\/\/en.wikipedia.org\/wiki\/Retrieval-augmented_generation\" target=\"_blank\" rel=\"noopener\"><b>RAG<\/b><\/a><b>,\u00a0<\/b><a href=\"https:\/\/en.wikipedia.org\/wiki\/Embedding_(machine_learning)\" target=\"_blank\" rel=\"noopener\"><b>embedding<\/b><\/a><b>,\u00a0<\/b><a href=\"https:\/\/en.wikipedia.org\/wiki\/Knowledge_graph\" target=\"_blank\" rel=\"noopener\"><b>knowledge graph<\/b><\/a><b>)<\/b>.<\/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-77b96f7 elementor-widget elementor-widget-heading\" data-id=\"77b96f7\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Charly Hayoz<\/span>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c929c96 elementor-widget elementor-widget-image\" data-id=\"c929c96\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"300\" height=\"101\" data-src=\"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2024\/02\/signatureCharly-300x101.png\" class=\"attachment-medium size-medium wp-image-216 lazyload\" alt=\"Signature Hayoz Charly\" data-srcset=\"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2024\/02\/signatureCharly-300x101.png 300w, https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2024\/02\/signatureCharly-1024x346.png 1024w, https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2024\/02\/signatureCharly-768x260.png 768w, https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2024\/02\/signatureCharly-1536x519.png 1536w, https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2024\/02\/signatureCharly-2048x692.png 2048w\" data-sizes=\"(max-width: 300px) 100vw, 300px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 300px; --smush-placeholder-aspect-ratio: 300\/101;\" \/>\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<\/div>\n\t\t<div class=\"elementor-element elementor-element-da54d67 e-con-full e-flex e-con e-child\" data-id=\"da54d67\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ecab898 elementor-widget elementor-widget-image\" data-id=\"ecab898\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"800\" data-src=\"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2024\/09\/square-1024x1024.jpg\" class=\"attachment-large size-large wp-image-426 lazyload\" alt=\"Hayoz Charly - Consultant en intelligence artificielle et cybers\u00e9curit\u00e9\" data-srcset=\"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2024\/09\/square-1024x1024.jpg 1024w, https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2024\/09\/square-300x300.jpg 300w, https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2024\/09\/square-150x150.jpg 150w, https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2024\/09\/square-768x768.jpg 768w, https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2024\/09\/square-1536x1536.jpg 1536w, https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2024\/09\/square-2048x2048.jpg 2048w, https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2024\/09\/square-12x12.jpg 12w\" data-sizes=\"(max-width: 800px) 100vw, 800px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 800px; --smush-placeholder-aspect-ratio: 800\/800;\" \/>\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ad67983 e-flex e-con-boxed e-con e-parent\" data-id=\"ad67983\" 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-2bf75c4 elementor-widget elementor-widget-template\" data-id=\"2bf75c4\" 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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d2ef496 e-flex e-con-boxed e-con e-parent\" data-id=\"d2ef496\" 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-64e572b elementor-widget elementor-widget-heading\" data-id=\"64e572b\" 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\">D\u00e9couvrez mes projets de r\u00e9f\u00e9rence<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-dbb31af e-grid e-con-boxed e-con e-child\" data-id=\"dbb31af\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<a class=\"elementor-element elementor-element-7b18abb e-con-full e-flex e-con e-child\" data-id=\"7b18abb\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\" href=\"https:\/\/charlyhayoz.ch\/en\/articles\/opensynaps-lhypnotherapie-combinee-a-lintelligence-artificielle\/\" target=\"_blank\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c4e1d3f elementor-widget elementor-widget-image\" data-id=\"c4e1d3f\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"300\" height=\"239\" data-src=\"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2024\/09\/logo_plein_whiteFichier-3@2x-300x239.png\" class=\"attachment-medium size-medium wp-image-468 lazyload\" alt=\"OpenSynaps Logo - Client consultant intelligence artificielle &amp; 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cybers\u00e9curit\u00e9\" data-srcset=\"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2024\/09\/0HuwLawLogoWhite@2x-300x263.png 300w, https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2024\/09\/0HuwLawLogoWhite@2x-768x672.png 768w, https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2024\/09\/0HuwLawLogoWhite@2x-14x12.png 14w, https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2024\/09\/0HuwLawLogoWhite@2x.png 795w\" data-sizes=\"(max-width: 300px) 100vw, 300px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 300px; --smush-placeholder-aspect-ratio: 300\/263;\" \/>\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<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-59b2dac elementor-align-center elementor-widget elementor-widget-button\" data-id=\"59b2dac\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/charlyhayoz.ch\/en\/realisations\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon elementor-align-icon-right\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-right\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Voir les projets r\u00e9alis\u00e9s<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\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-4f9ce44 e-flex e-con-boxed e-con e-parent\" data-id=\"4f9ce44\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-a23cdc5 e-con-full e-flex e-con e-child\" data-id=\"a23cdc5\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-aed3d67 elementor-widget elementor-widget-heading\" data-id=\"aed3d67\" 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\">Prenons contact\n<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d73f569 elementor-widget elementor-widget-text-editor\" data-id=\"d73f569\" 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>Des questions sur l&rsquo;IA, besoin d&rsquo;aide pour un projet ?<\/p><p>Rentrons maintenant en contact !<\/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-2966300 elementor-align-left elementor-tablet-align-center elementor-widget elementor-widget-button\" data-id=\"2966300\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/charlyhayoz.ch\/en\/contact\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon elementor-align-icon-right\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-right\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Contact<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Specialist in artificial intelligence and cybersecurity. I help companies design reliable and secure AI systems<\/p>","protected":false},"author":1,"featured_media":32548,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"footnotes":""},"class_list":["post-17","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>Charly Hayoz \u2013 Intelligence Artificielle &amp; Cybers\u00e9curit\u00e9<\/title>\n<meta name=\"description\" content=\"Expert en intelligence artificielle et cybers\u00e9curit\u00e9. 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