{"id":7631,"date":"2026-07-09T14:33:17","date_gmt":"2026-07-09T14:33:17","guid":{"rendered":"https:\/\/guenix.digital\/?p=7631"},"modified":"2026-07-18T20:32:46","modified_gmt":"2026-07-18T20:32:46","slug":"gouvernance-de-lia-le-guide-complet-pour-comprendre-les-notions-essentielles","status":"publish","type":"post","link":"https:\/\/guenix.digital\/fr\/gouvernance-de-lia-le-guide-complet-pour-comprendre-les-notions-essentielles\/","title":{"rendered":"Gouvernance de l\u2019IA : le guide complet pour comprendre les notions essentielles"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"7631\" class=\"elementor elementor-7631\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d73a4e0 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"d73a4e0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cb7de04 elementor-nav-menu--dropdown-tablet elementor-nav-menu__text-align-aside elementor-nav-menu--toggle elementor-nav-menu--burger elementor-widget elementor-widget-nav-menu\" data-id=\"cb7de04\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;layout&quot;:&quot;horizontal&quot;,&quot;submenu_icon&quot;:{&quot;value&quot;:&quot;&lt;svg aria-hidden=\\&quot;true\\&quot; class=\\&quot;e-font-icon-svg e-fas-caret-down\\&quot; viewBox=\\&quot;0 0 320 512\\&quot; xmlns=\\&quot;http:\\\/\\\/www.w3.org\\\/2000\\\/svg\\&quot;&gt;&lt;path d=\\&quot;M31.3 192h257.3c17.8 0 26.7 21.5 14.1 34.1L174.1 354.8c-7.8 7.8-20.5 7.8-28.3 0L17.2 226.1C4.6 213.5 13.5 192 31.3 192z\\&quot;&gt;&lt;\\\/path&gt;&lt;\\\/svg&gt;&quot;,&quot;library&quot;:&quot;fa-solid&quot;},&quot;toggle&quot;:&quot;burger&quot;}\" data-widget_type=\"nav-menu.default\">\n\t\t\t\t\t\t\t\t<nav aria-label=\"Menu\" class=\"elementor-nav-menu--main elementor-nav-menu__container elementor-nav-menu--layout-horizontal e--pointer-underline e--animation-fade\">\n\t\t\t\t<ul id=\"menu-1-cb7de04\" class=\"elementor-nav-menu\"><li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-home menu-item-66\"><a href=\"https:\/\/guenix.digital\/fr\/\" class=\"elementor-item menu-link\">Accueil<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-6250\"><a href=\"https:\/\/guenix.digital\/fr\/a-propos\/\" class=\"elementor-item menu-link\">A propos<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-6260\"><a href=\"https:\/\/guenix.digital\/fr\/nos-services-2\/\" class=\"elementor-item menu-link\">Services<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-7401\"><a aria-expanded=\"false\" href=\"https:\/\/guenix.digital\/fr\/ressources\/\" class=\"elementor-item menu-link\">Ressources<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-7767\"><a href=\"https:\/\/guenix.digital\/fr\/analyses\/\" class=\"elementor-sub-item menu-link\">Analyses<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-7384\"><a href=\"https:\/\/guenix.digital\/fr\/diagnostic-ai\/\" class=\"elementor-sub-item menu-link\">Diagnostic IA<\/a><\/li>\n<\/ul>\n<\/li>\n\t\t\t<li class='menu-item'>\n\t\t\t\t<a\n\tdata-wp-interactive='{ \"namespace\": \"surecart\/checkout\" }'\n\tclass=\"menu-link wp-block-surecart-cart-menu-icon-button\"\tdata-wp-context='{\"formId\":2951,\"mode\":\"live\",\"cartMenuAlwaysShown\":true}'\tdata-wp-on--click=\"surecart\/cart::actions.toggle\"\n\tdata-wp-on--keydown=\"surecart\/cart::actions.toggle\"\n\t\ttabindex=\"0\"\n\trole=\"button\"\n\taria-label=\"Open cart\"\n>\n\t<div class=\"sc-cart-icon\">\n\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"24\" height=\"24\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\">\n  <path d=\"M6 2L3 6v14a2 2 0 0 0 2 2h14a2 2 0 0 0 2-2V6l-3-4z\" \/>\n  <line x1=\"3\" y1=\"6\" x2=\"21\" y2=\"6\" \/>\n  <path d=\"M16 10a4 4 0 0 1-8 0\" \/>\n<\/svg>\n\t\t<span\n\t\t\tclass=\"sc-cart-count\"\n\t\t\tdata-wp-text=\"state.itemsCount\"\n\t\t\tdata-wp-bind--hidden=\"!state.hasItems\"\n\t\t\tdata-wp-bind--aria-label=\"state.itemsCountAriaLabel\"\n\t\t\thidden\n\t\t><\/span>\n\t<\/div>\n<\/a>\t\t\t<\/li>\n\t\t<\/ul>\t\t\t<\/nav>\n\t\t\t\t\t<div class=\"elementor-menu-toggle\" role=\"button\" tabindex=\"0\" aria-label=\"Permuter le menu\" aria-expanded=\"false\">\n\t\t\t<svg aria-hidden=\"true\" role=\"presentation\" class=\"elementor-menu-toggle__icon--open e-font-icon-svg e-eicon-menu-bar\" viewBox=\"0 0 1000 1000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M104 333H896C929 333 958 304 958 271S929 208 896 208H104C71 208 42 237 42 271S71 333 104 333ZM104 583H896C929 583 958 554 958 521S929 458 896 458H104C71 458 42 487 42 521S71 583 104 583ZM104 833H896C929 833 958 804 958 771S929 708 896 708H104C71 708 42 737 42 771S71 833 104 833Z\"><\/path><\/svg><svg aria-hidden=\"true\" role=\"presentation\" class=\"elementor-menu-toggle__icon--close e-font-icon-svg e-eicon-close\" viewBox=\"0 0 1000 1000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M742 167L500 408 258 167C246 154 233 150 217 150 196 150 179 158 167 167 154 179 150 196 150 212 150 229 154 242 171 254L408 500 167 742C138 771 138 800 167 829 196 858 225 858 254 829L496 587 738 829C750 842 767 846 783 846 800 846 817 842 829 829 842 817 846 804 846 783 846 767 842 750 829 737L588 500 833 258C863 229 863 200 833 171 804 137 775 137 742 167Z\"><\/path><\/svg>\t\t<\/div>\n\t\t\t\t\t<nav class=\"elementor-nav-menu--dropdown elementor-nav-menu__container\" aria-hidden=\"true\">\n\t\t\t\t<ul id=\"menu-2-cb7de04\" class=\"elementor-nav-menu\"><li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-home menu-item-66\"><a href=\"https:\/\/guenix.digital\/fr\/\" class=\"elementor-item menu-link\" tabindex=\"-1\">Accueil<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-6250\"><a href=\"https:\/\/guenix.digital\/fr\/a-propos\/\" class=\"elementor-item menu-link\" tabindex=\"-1\">A propos<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-6260\"><a href=\"https:\/\/guenix.digital\/fr\/nos-services-2\/\" class=\"elementor-item menu-link\" tabindex=\"-1\">Services<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-7401\"><a aria-expanded=\"false\" href=\"https:\/\/guenix.digital\/fr\/ressources\/\" class=\"elementor-item menu-link\" tabindex=\"-1\">Ressources<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-7767\"><a href=\"https:\/\/guenix.digital\/fr\/analyses\/\" class=\"elementor-sub-item menu-link\" tabindex=\"-1\">Analyses<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-7384\"><a href=\"https:\/\/guenix.digital\/fr\/diagnostic-ai\/\" class=\"elementor-sub-item menu-link\" tabindex=\"-1\">Diagnostic IA<\/a><\/li>\n<\/ul>\n<\/li>\n\t\t\t<li class='menu-item'>\n\t\t\t\t<a\n\tdata-wp-interactive='{ \"namespace\": \"surecart\/checkout\" }'\n\tclass=\"menu-link wp-block-surecart-cart-menu-icon-button\"\tdata-wp-context='{\"formId\":2951,\"mode\":\"live\",\"cartMenuAlwaysShown\":true}'\tdata-wp-on--click=\"surecart\/cart::actions.toggle\"\n\tdata-wp-on--keydown=\"surecart\/cart::actions.toggle\"\n\t\ttabindex=\"0\"\n\trole=\"button\"\n\taria-label=\"Open cart\"\n>\n\t<div class=\"sc-cart-icon\">\n\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"24\" height=\"24\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\">\n  <path d=\"M6 2L3 6v14a2 2 0 0 0 2 2h14a2 2 0 0 0 2-2V6l-3-4z\" \/>\n  <line x1=\"3\" y1=\"6\" x2=\"21\" y2=\"6\" \/>\n  <path d=\"M16 10a4 4 0 0 1-8 0\" \/>\n<\/svg>\n\t\t<span\n\t\t\tclass=\"sc-cart-count\"\n\t\t\tdata-wp-text=\"state.itemsCount\"\n\t\t\tdata-wp-bind--hidden=\"!state.hasItems\"\n\t\t\tdata-wp-bind--aria-label=\"state.itemsCountAriaLabel\"\n\t\t\thidden\n\t\t><\/span>\n\t<\/div>\n<\/a>\t\t\t<\/li>\n\t\t<\/ul>\t\t\t<\/nav>\n\t\t\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-ee70e5e e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"ee70e5e\" data-element_type=\"container\" data-e-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-c6bd00c e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"c6bd00c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3dc20f1 elementor-widget elementor-widget-heading\" data-id=\"3dc20f1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Le glossaire de la gouvernance de L'IA<br><\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ed063d0 elementor-widget elementor-widget-heading\" data-id=\"ed063d0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Les termes essentiels pour piloter, auditer et encadrer les syst\u00e8mes d\u2019intelligence artificielle.\n<\/h3>\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-838582e e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"838582e\" data-element_type=\"container\" data-e-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\t\t<div class=\"elementor-element elementor-element-4d6c410 elementor-widget elementor-widget-spacer\" data-id=\"4d6c410\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\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-2c6b1b3 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"2c6b1b3\" data-element_type=\"container\" data-e-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\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d514e0a e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"d514e0a\" data-element_type=\"container\" data-e-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\t\t<div class=\"elementor-element elementor-element-d70958e elementor-widget elementor-widget-spacer\" data-id=\"d70958e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\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-cc43daa e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"cc43daa\" data-element_type=\"container\" data-e-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\t\t<div class=\"elementor-element elementor-element-03ddffe elementor-widget elementor-widget-heading\" data-id=\"03ddffe\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">1. Les principes fondamentaux de la gouvernance de l'IA <\/h3>\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-9151063 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"9151063\" data-element_type=\"container\" data-e-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\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-266b5bf e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"266b5bf\" data-element_type=\"container\" data-e-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\t\t<div class=\"elementor-element elementor-element-8c845e5 elementor-widget elementor-widget-text-editor\" data-id=\"8c845e5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Avant d\u2019aborder les risques, les audits ou les exigences r\u00e9glementaires, il est essentiel de ma\u00eetriser les principes qui structurent la gouvernance de l\u2019IA.<\/p>\t\t\t\t\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-e4a9bbe e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"e4a9bbe\" data-element_type=\"container\" data-e-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-70bfcc2 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"70bfcc2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-211a321 wpr-advanced-accordion-icon-side-box elementor-widget elementor-widget-wpr-advanced-accordion\" data-id=\"211a321\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;active_item&quot;:1}\" data-widget_type=\"wpr-advanced-accordion.default\">\n\t\t\t\t\t\n            <div class=\"wpr-advanced-accordion\" data-accordion-type=\"accordion\" data-active-index=\"1\" data-accordion-trigger=\"click\" data-interaction-speed=\"0.4\">\n\n\t\t\t\n                \n\t\t\t\t\t<div class=\"wpr-accordion-item-wrap\">\n\t\t\t\t\t\t<button class=\"wpr-acc-button\">\n\t\t\t\t\t\t\t<span class=\"wpr-acc-item-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-icon-box\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-title-icon\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-desktop\"><\/i>\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<h5 class=\"wpr-acc-title-text\">Gouvernance de l'IA<\/h5>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-close\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-open\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t\t<div class=\"wpr-acc-panel\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-panel-content\"><p>La gouvernance de l\u2019IA d\u00e9signe l\u2019ensemble des cadres, pratiques, processus et responsabilit\u00e9s mis en place \u00e0 l\u2019\u00e9chelle d\u2019une organisation pour encadrer la conception, le d\u00e9ploiement, l\u2019utilisation et la supervision des syst\u00e8mes d\u2019IA.<\/p><p>Elle vise \u00e0 garantir un d\u00e9veloppement responsable et \u00e9thique, \u00e0 ma\u00eetriser les risques associ\u00e9s et \u00e0 assurer la conformit\u00e9 avec les exigences l\u00e9gales, r\u00e9glementaires et internes applicables.<\/p><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n                    <\/div>\n\n                \n\t\t\t\t\t<div class=\"wpr-accordion-item-wrap\">\n\t\t\t\t\t\t<button class=\"wpr-acc-button\">\n\t\t\t\t\t\t\t<span class=\"wpr-acc-item-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-icon-box\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-title-icon\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-desktop\"><\/i>\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<h5 class=\"wpr-acc-title-text\">Responsabilit\u00e9 \/ Redevabilit\u00e9<\/h5>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-close\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-open\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t\t<div class=\"wpr-acc-panel\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-panel-content\"><p class=\"isSelectedEnd\">Obligation pour les d\u00e9veloppeurs, d\u00e9ployeurs et distributeurs d\u2019un syst\u00e8me d\u2019IA de s\u2019assurer que celui-ci fonctionne de mani\u00e8re \u00e9thique, \u00e9quitable, transparente et conforme aux r\u00e8gles applicables.<\/p><p class=\"isSelectedEnd\">La responsabilit\u00e9 implique que les actions, d\u00e9cisions et r\u00e9sultats d\u2019un syst\u00e8me d\u2019IA puissent \u00eatre document\u00e9s, expliqu\u00e9s et, lorsque cela est n\u00e9cessaire, retrac\u00e9s jusqu\u2019aux acteurs ou entit\u00e9s concern\u00e9s.<\/p><p>Dans le domaine de la protection des donn\u00e9es, elle suppose \u00e9galement la mise en place de mesures techniques et organisationnelles appropri\u00e9es permettant de d\u00e9montrer la conformit\u00e9 avec les r\u00e9glementations en vigueur, notamment le RGPD.<\/p><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n                    <\/div>\n\n                \n\t\t\t\t\t<div class=\"wpr-accordion-item-wrap\">\n\t\t\t\t\t\t<button class=\"wpr-acc-button\">\n\t\t\t\t\t\t\t<span class=\"wpr-acc-item-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-icon-box\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-title-icon\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"fab fa-telegram-plane\"><\/i>\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<h5 class=\"wpr-acc-title-text\">Transparence<\/h5>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-close\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-open\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t\t<div class=\"wpr-acc-panel\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-panel-content\"><p><strong>Transparence<\/strong><\/p><p>Principe selon lequel le fonctionnement, les finalit\u00e9s, les limites et les conditions d\u2019utilisation d\u2019un syst\u00e8me d\u2019IA doivent \u00eatre compr\u00e9hensibles et accessibles aux parties prenantes concern\u00e9es.<\/p><p>La transparence peut porter sur les informations disponibles \u00e0 propos du syst\u00e8me, sa documentation technique et non technique, les donn\u00e9es utilis\u00e9es, les crit\u00e8res influen\u00e7ant ses r\u00e9sultats, ou encore l\u2019accessibilit\u00e9 du code source dans un contexte open source.<\/p><p>Dans le cadre de la protection des donn\u00e9es, elle implique de fournir aux personnes concern\u00e9es des informations claires, concises, intelligibles et facilement accessibles sur le traitement de leurs donn\u00e9es.<\/p><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n                    <\/div>\n\n                \n\t\t\t\t\t<div class=\"wpr-accordion-item-wrap\">\n\t\t\t\t\t\t<button class=\"wpr-acc-button\">\n\t\t\t\t\t\t\t<span class=\"wpr-acc-item-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-icon-box\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-title-icon\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-layer-group\"><\/i>\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<h5 class=\"wpr-acc-title-text\">\u00c9quit\u00e9 <\/h5>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-close\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-open\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t\t<div class=\"wpr-acc-panel\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-panel-content\"><p class=\"isSelectedEnd\">Principe selon lequel un syst\u00e8me d\u2019IA doit produire des r\u00e9sultats justes, coh\u00e9rents et non discriminatoires pour les individus ou groupes concern\u00e9s.<\/p><p class=\"isSelectedEnd\">L\u2019\u00e9quit\u00e9 implique d\u2019identifier, de mesurer et de limiter les biais susceptibles d\u2019entra\u00eener un traitement d\u00e9favorable fond\u00e9 sur des caract\u00e9ristiques sensibles ou prot\u00e9g\u00e9es, telles que l\u2019origine, le genre, l\u2019\u00e2ge, la religion, l\u2019\u00e9tat de sant\u00e9 ou toute autre situation pouvant conduire \u00e0 une discrimination.<\/p><p>Dans le cadre de la protection des donn\u00e9es, cette notion se rapproche du principe de loyaut\u00e9 du RGPD, qui exige que les traitements soient r\u00e9alis\u00e9s de mani\u00e8re honn\u00eate, pr\u00e9visible et compr\u00e9hensible pour les personnes concern\u00e9es.<\/p><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n                    <\/div>\n\n                \n\t\t\t\t\t<div class=\"wpr-accordion-item-wrap\">\n\t\t\t\t\t\t<button class=\"wpr-acc-button\">\n\t\t\t\t\t\t\t<span class=\"wpr-acc-item-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-icon-box\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-title-icon\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-layer-group\"><\/i>\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<h5 class=\"wpr-acc-title-text\">Explicabilit\u00e9<\/h5>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-close\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-open\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t\t<div class=\"wpr-acc-panel\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-panel-content\"><p class=\"isSelectedEnd\">Capacit\u00e9 d\u2019un syst\u00e8me d\u2019IA \u00e0 fournir des explications compr\u00e9hensibles sur les r\u00e9sultats, d\u00e9cisions ou recommandations qu\u2019il produit.<\/p><p class=\"isSelectedEnd\">L\u2019explicabilit\u00e9 vise \u00e0 permettre aux utilisateurs, aux \u00e9quipes m\u00e9tiers, aux auditeurs ou aux autorit\u00e9s de comprendre les principaux facteurs ayant influenc\u00e9 le r\u00e9sultat d\u2019un syst\u00e8me d\u2019IA, sans n\u00e9cessairement exposer toute sa complexit\u00e9 technique.<\/p><p>Elle est particuli\u00e8rement importante lorsque les d\u00e9cisions produites par l\u2019IA peuvent avoir un impact sur les droits, les opportunit\u00e9s, la s\u00e9curit\u00e9 ou le bien-\u00eatre des personnes.<\/p><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n                    <\/div>\n\n                \n\t\t\t\t\t<div class=\"wpr-accordion-item-wrap\">\n\t\t\t\t\t\t<button class=\"wpr-acc-button\">\n\t\t\t\t\t\t\t<span class=\"wpr-acc-item-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-icon-box\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-title-icon\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-layer-group\"><\/i>\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<h5 class=\"wpr-acc-title-text\">Interpr\u00e9tabilit\u00e9<\/h5>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-close\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-open\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t\t<div class=\"wpr-acc-panel\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-panel-content\"><p class=\"isSelectedEnd\">Capacit\u00e9 \u00e0 comprendre le fonctionnement interne d\u2019un mod\u00e8le d\u2019IA et les principaux facteurs qui influencent ses r\u00e9sultats.<\/p><p class=\"isSelectedEnd\">Contrairement \u00e0 l\u2019explicabilit\u00e9, qui vise souvent \u00e0 fournir une explication apr\u00e8s une d\u00e9cision, l\u2019interpr\u00e9tabilit\u00e9 repose sur des mod\u00e8les ou des m\u00e9thodes dont la structure facilite directement la compr\u00e9hension par l\u2019humain.<\/p><p>Elle est particuli\u00e8rement importante dans les contextes sensibles, lorsque les r\u00e9sultats d\u2019un syst\u00e8me d\u2019IA doivent pouvoir \u00eatre analys\u00e9s, v\u00e9rifi\u00e9s ou justifi\u00e9s par des experts.<\/p><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n                    <\/div>\n\n                \n\t\t\t\t\t<div class=\"wpr-accordion-item-wrap\">\n\t\t\t\t\t\t<button class=\"wpr-acc-button\">\n\t\t\t\t\t\t\t<span class=\"wpr-acc-item-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-icon-box\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-title-icon\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-layer-group\"><\/i>\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<h5 class=\"wpr-acc-title-text\">IA digne de confiance<\/h5>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-close\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-open\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t\t<div class=\"wpr-acc-panel\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-panel-content\"><p class=\"isSelectedEnd\">Approche de d\u00e9veloppement, de d\u00e9ploiement et de gouvernance de l\u2019IA visant \u00e0 garantir que les syst\u00e8mes d\u2019IA soient s\u00fbrs, robustes, transparents, explicables, responsables, respectueux de la vie priv\u00e9e et non discriminatoires.<\/p><p class=\"isSelectedEnd\">L\u2019IA digne de confiance repose sur une combinaison de principes techniques, \u00e9thiques, organisationnels et juridiques permettant de limiter les risques, de prot\u00e9ger les personnes concern\u00e9es et de favoriser une utilisation responsable de l\u2019IA.<\/p><p>Cette notion est proche de celles d\u2019IA responsable et d\u2019IA \u00e9thique, mais elle insiste particuli\u00e8rement sur la fiabilit\u00e9, la s\u00e9curit\u00e9, la conformit\u00e9 et la confiance que les parties prenantes peuvent accorder au syst\u00e8me.<\/p><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n                    <\/div>\n\n                \n\t\t\t\t\t<div class=\"wpr-accordion-item-wrap\">\n\t\t\t\t\t\t<button class=\"wpr-acc-button\">\n\t\t\t\t\t\t\t<span class=\"wpr-acc-item-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-icon-box\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-title-icon\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-layer-group\"><\/i>\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<h5 class=\"wpr-acc-title-text\">IA centr\u00e9e sur l'humain<\/h5>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-close\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-open\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t\t<div class=\"wpr-acc-panel\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-panel-content\"><p class=\"isSelectedEnd\">Approche de conception, de d\u00e9veloppement et de d\u00e9ploiement de l\u2019IA qui place le bien-\u00eatre humain, l\u2019autonomie, les droits, les valeurs et les besoins des individus au c\u0153ur du syst\u00e8me.<\/p><p class=\"isSelectedEnd\">L\u2019objectif est de d\u00e9velopper des syst\u00e8mes d\u2019IA qui soutiennent, amplifient ou augmentent les capacit\u00e9s humaines, plut\u00f4t que de remplacer enti\u00e8rement le jugement, la responsabilit\u00e9 ou l\u2019intervention humaine.<\/p><p>Cette approche implique une attention particuli\u00e8re \u00e0 la s\u00e9curit\u00e9, \u00e0 l\u2019accessibilit\u00e9, \u00e0 la supervision humaine, \u00e0 la protection des droits fondamentaux et aux impacts sociaux des syst\u00e8mes d\u2019IA.<\/p><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n                    <\/div>\n\n                \n\t\t\t\t\t<div class=\"wpr-accordion-item-wrap\">\n\t\t\t\t\t\t<button class=\"wpr-acc-button\">\n\t\t\t\t\t\t\t<span class=\"wpr-acc-item-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-icon-box\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-title-icon\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-layer-group\"><\/i>\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<h5 class=\"wpr-acc-title-text\">Autonomie<\/h5>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-close\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-open\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t\t<div class=\"wpr-acc-panel\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-panel-content\"><p><strong>Autonomie<\/strong><\/p><p>Capacit\u00e9 d\u2019un syst\u00e8me d\u2019IA \u00e0 fonctionner, prendre des d\u00e9cisions ou ex\u00e9cuter certaines actions avec un degr\u00e9 limit\u00e9 d\u2019intervention humaine directe.<\/p><p>L\u2019autonomie peut varier selon les syst\u00e8mes : certains assistent simplement l\u2019humain dans une t\u00e2che, tandis que d\u2019autres peuvent agir de mani\u00e8re plus ind\u00e9pendante dans un cadre pr\u00e9d\u00e9fini.<\/p><p>Dans une perspective de gouvernance, l\u2019autonomie doit \u00eatre encadr\u00e9e par des m\u00e9canismes de supervision, de contr\u00f4le, de tra\u00e7abilit\u00e9 et, lorsque n\u00e9cessaire, d\u2019intervention humaine.<\/p><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n                    <\/div>\n\n                            <\/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-608b438 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"608b438\" data-element_type=\"container\" data-e-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\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b4622ce e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"b4622ce\" data-element_type=\"container\" data-e-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\t\t<div class=\"elementor-element elementor-element-cde439f elementor-widget elementor-widget-heading\" data-id=\"cde439f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">2. Les principaux risques techniques \u00e0 conna\u00eetre<\/h3>\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-c9d8185 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"c9d8185\" data-element_type=\"container\" data-e-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\t\t<div class=\"elementor-element elementor-element-28a477c elementor-widget elementor-widget-text-editor\" data-id=\"28a477c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p class=\"isSelectedEnd\">La gouvernance de l\u2019IA suppose d\u2019identifier les risques d\u00e8s la conception du syst\u00e8me, puis de les suivre tout au long de son cycle de vie.<\/p><h3>\u00a0<\/h3>\t\t\t\t\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-bb6d1b0 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"bb6d1b0\" data-element_type=\"container\" data-e-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-86d7aa0 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"86d7aa0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0597b59 wpr-advanced-accordion-icon-side-box elementor-widget elementor-widget-wpr-advanced-accordion\" data-id=\"0597b59\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;active_item&quot;:1}\" data-widget_type=\"wpr-advanced-accordion.default\">\n\t\t\t\t\t\n            <div class=\"wpr-advanced-accordion\" data-accordion-type=\"accordion\" data-active-index=\"1\" data-accordion-trigger=\"click\" data-interaction-speed=\"0.4\">\n\n\t\t\t\n                \n\t\t\t\t\t<div class=\"wpr-accordion-item-wrap\">\n\t\t\t\t\t\t<button class=\"wpr-acc-button\">\n\t\t\t\t\t\t\t<span class=\"wpr-acc-item-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-icon-box\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-title-icon\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-desktop\"><\/i>\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<span class=\"wpr-acc-title-text\">Biais<\/span>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-close\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-open\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t\t<div class=\"wpr-acc-panel\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-panel-content\"><p class=\"isSelectedEnd\">Erreur syst\u00e9matique pouvant conduire un syst\u00e8me d\u2019IA \u00e0 produire des r\u00e9sultats injustes, inexacts ou discriminatoires.<\/p><p class=\"isSelectedEnd\">Un biais peut provenir des donn\u00e9es d\u2019entra\u00eenement, des hypoth\u00e8ses du mod\u00e8le, des choix de conception, ou encore de biais cognitifs et soci\u00e9taux pr\u00e9sents dans les donn\u00e9es utilis\u00e9es.<\/p><p>Ces biais peuvent affecter les droits des personnes concern\u00e9es, renforcer des in\u00e9galit\u00e9s existantes et constituer un risque \u00e9thique, op\u00e9rationnel et r\u00e9glementaire majeur, notamment dans le cadre du R\u00e8glement europ\u00e9en sur l\u2019IA.<\/p><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n                    <\/div>\n\n                \n\t\t\t\t\t<div class=\"wpr-accordion-item-wrap\">\n\t\t\t\t\t\t<button class=\"wpr-acc-button\">\n\t\t\t\t\t\t\t<span class=\"wpr-acc-item-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-icon-box\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-title-icon\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-desktop\"><\/i>\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<span class=\"wpr-acc-title-text\">Hallucinations<\/span>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-close\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-open\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t\t<div class=\"wpr-acc-panel\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-panel-content\"><p class=\"isSelectedEnd\">Les hallucinations d\u00e9signent les situations dans lesquelles un mod\u00e8le d\u2019IA g\u00e9n\u00e9rative produit des r\u00e9sultats apparemment plausibles, mais factuellement incorrects, invent\u00e9s ou non v\u00e9rifi\u00e9s.<\/p><p class=\"isSelectedEnd\">Ce ph\u00e9nom\u00e8ne, parfois appel\u00e9 confabulation, est particuli\u00e8rement critique dans les contextes o\u00f9 la fiabilit\u00e9 de l\u2019information est essentielle, notamment dans les secteurs m\u00e9dical, juridique, financier ou r\u00e9glementaire.<\/p><p>Dans une perspective de gouvernance, les hallucinations doivent \u00eatre anticip\u00e9es par des m\u00e9canismes de v\u00e9rification, de supervision humaine, de documentation des limites du syst\u00e8me et de contr\u00f4le des usages \u00e0 risque.<\/p><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n                    <\/div>\n\n                \n\t\t\t\t\t<div class=\"wpr-accordion-item-wrap\">\n\t\t\t\t\t\t<button class=\"wpr-acc-button\">\n\t\t\t\t\t\t\t<span class=\"wpr-acc-item-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-icon-box\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-title-icon\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"fab fa-telegram-plane\"><\/i>\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<span class=\"wpr-acc-title-text\">Attaque adversariale<\/span>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-close\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-open\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t\t<div class=\"wpr-acc-panel\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-panel-content\"><p class=\"isSelectedEnd\">Une attaque adversariale est une technique visant \u00e0 manipuler les donn\u00e9es d\u2019entr\u00e9e d\u2019un mod\u00e8le d\u2019IA afin de provoquer une erreur, un contournement ou un comportement incorrect.<\/p><p class=\"isSelectedEnd\">Elle peut par exemple consister \u00e0 modifier subtilement une image, un texte, un signal ou une donn\u00e9e utilis\u00e9e par le syst\u00e8me, de mani\u00e8re \u00e0 induire le mod\u00e8le en erreur.<\/p><p class=\"isSelectedEnd\">Ces attaques repr\u00e9sentent un risque de s\u00e9curit\u00e9 important, notamment pour les syst\u00e8mes d\u2019IA utilis\u00e9s dans des contextes sensibles comme les v\u00e9hicules autonomes, la cybers\u00e9curit\u00e9, la sant\u00e9, la finance ou le contr\u00f4le d\u2019acc\u00e8s.<\/p><p>Dans une perspective de gouvernance, elles doivent \u00eatre anticip\u00e9es par des tests de robustesse, une surveillance continue des performances, des m\u00e9canismes de d\u00e9tection et des mesures de s\u00e9curit\u00e9 adapt\u00e9es.<\/p><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n                    <\/div>\n\n                \n\t\t\t\t\t<div class=\"wpr-accordion-item-wrap\">\n\t\t\t\t\t\t<button class=\"wpr-acc-button\">\n\t\t\t\t\t\t\t<span class=\"wpr-acc-item-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-icon-box\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-title-icon\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-layer-group\"><\/i>\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<span class=\"wpr-acc-title-text\">Responsabilit\u00e9<\/span>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-close\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-open\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t\t<div class=\"wpr-acc-panel\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-panel-content\"><p class=\"isSelectedEnd\">La responsabilit\u00e9 en mati\u00e8re d\u2019IA d\u00e9signe l\u2019obligation d\u2019identifier les acteurs responsables de la conception, du d\u00e9ploiement, de l\u2019utilisation et de la supervision d\u2019un syst\u00e8me d\u2019IA.<\/p><p class=\"isSelectedEnd\">Elle implique que les d\u00e9cisions, actions et r\u00e9sultats produits par un syst\u00e8me d\u2019IA puissent \u00eatre document\u00e9s, expliqu\u00e9s et, lorsque n\u00e9cessaire, retrac\u00e9s jusqu\u2019aux personnes, \u00e9quipes ou organisations concern\u00e9es.<\/p><p>Dans une perspective de gouvernance, la responsabilit\u00e9 permet de clarifier qui doit r\u00e9pondre des risques, des erreurs, des biais, des dommages \u00e9ventuels et du respect des exigences \u00e9thiques, r\u00e9glementaires et organisationnelles.<\/p><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n                    <\/div>\n\n                \n\t\t\t\t\t<div class=\"wpr-accordion-item-wrap\">\n\t\t\t\t\t\t<button class=\"wpr-acc-button\">\n\t\t\t\t\t\t\t<span class=\"wpr-acc-item-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-icon-box\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-title-icon\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-layer-group\"><\/i>\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<span class=\"wpr-acc-title-text\">Empoisonnement des donn\u00e9es (Data Poisoning)<\/span>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-close\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-open\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t\t<div class=\"wpr-acc-panel\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-panel-content\"><p class=\"isSelectedEnd\">L\u2019empoisonnement des donn\u00e9es est une attaque visant \u00e0 introduire des donn\u00e9es fausses, biais\u00e9es ou manipul\u00e9es dans les jeux de donn\u00e9es utilis\u00e9s pour entra\u00eener, ajuster ou mettre \u00e0 jour un mod\u00e8le d\u2019IA.<\/p><p class=\"isSelectedEnd\">L\u2019objectif est de corrompre le processus d\u2019apprentissage afin d\u2019influencer le comportement du mod\u00e8le et de produire des r\u00e9sultats incorrects, trompeurs, discriminatoires ou dangereux.<\/p><p>Dans une perspective de gouvernance, ce risque doit \u00eatre anticip\u00e9 par des contr\u00f4les de qualit\u00e9 des donn\u00e9es, une tra\u00e7abilit\u00e9 des sources, des m\u00e9canismes de validation et une surveillance continue des performances du mod\u00e8le.<\/p><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n                    <\/div>\n\n                \n\t\t\t\t\t<div class=\"wpr-accordion-item-wrap\">\n\t\t\t\t\t\t<button class=\"wpr-acc-button\">\n\t\t\t\t\t\t\t<span class=\"wpr-acc-item-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-icon-box\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-title-icon\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-layer-group\"><\/i>\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<span class=\"wpr-acc-title-text\">D\u00e9rive des donn\u00e9es (Data Drift)<\/span>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-close\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-open\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t\t<div class=\"wpr-acc-panel\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-panel-content\"><p class=\"isSelectedEnd\">La d\u00e9rive des donn\u00e9es survient lorsque les donn\u00e9es utilis\u00e9es en entr\u00e9e d\u2019un syst\u00e8me d\u2019IA \u00e9voluent dans le temps au point de ne plus correspondre statistiquement aux donn\u00e9es sur lesquelles le mod\u00e8le a \u00e9t\u00e9 entra\u00een\u00e9.<\/p><p class=\"isSelectedEnd\">Ce ph\u00e9nom\u00e8ne peut entra\u00eener une d\u00e9gradation des performances, des r\u00e9sultats moins fiables ou des d\u00e9cisions erron\u00e9es.<\/p><p>Dans une perspective de gouvernance, la d\u00e9rive des donn\u00e9es doit \u00eatre surveill\u00e9e tout au long du cycle de vie du syst\u00e8me afin de d\u00e9tecter les changements significatifs, r\u00e9\u00e9valuer les performances du mod\u00e8le et, si n\u00e9cessaire, proc\u00e9der \u00e0 son ajustement ou \u00e0 son r\u00e9entra\u00eenement.<\/p><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n                    <\/div>\n\n                \n\t\t\t\t\t<div class=\"wpr-accordion-item-wrap\">\n\t\t\t\t\t\t<button class=\"wpr-acc-button\">\n\t\t\t\t\t\t\t<span class=\"wpr-acc-item-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-icon-box\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-title-icon\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-layer-group\"><\/i>\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<span class=\"wpr-acc-title-text\">Deepfakes et d\u00e9sinformation<\/span>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-close\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-open\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t\t<div class=\"wpr-acc-panel\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-panel-content\"><p class=\"isSelectedEnd\">Les deepfakes sont des contenus audio, vid\u00e9o ou visuels alt\u00e9r\u00e9s ou g\u00e9n\u00e9r\u00e9s par l\u2019IA, souvent de mani\u00e8re tr\u00e8s r\u00e9aliste.<\/p><p class=\"isSelectedEnd\">Ils peuvent \u00eatre utilis\u00e9s pour cr\u00e9er de faux discours, de fausses images, de fausses vid\u00e9os ou de fausses preuves, avec un risque important de manipulation, d\u2019atteinte \u00e0 la r\u00e9putation, de fraude ou de diffusion de d\u00e9sinformation.<\/p><p class=\"isSelectedEnd\">La d\u00e9sinformation d\u00e9signe la diffusion intentionnelle de contenus faux ou trompeurs. \u00c0 l\u2019inverse, la m\u00e9sinformation d\u00e9signe la diffusion de contenus inexacts ou trompeurs sans intention d\u00e9lib\u00e9r\u00e9e de nuire.<\/p><p>Dans une perspective de gouvernance, ces risques doivent \u00eatre anticip\u00e9s par des m\u00e9canismes de v\u00e9rification, de tra\u00e7abilit\u00e9, de d\u00e9tection des contenus g\u00e9n\u00e9r\u00e9s par IA et de sensibilisation des utilisateurs.<\/p><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n                    <\/div>\n\n                            <\/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-8734702 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"8734702\" data-element_type=\"container\" data-e-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\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-42387c7 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"42387c7\" data-element_type=\"container\" data-e-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\t\t<div class=\"elementor-element elementor-element-9672f0a elementor-widget elementor-widget-heading\" data-id=\"9672f0a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">3. Les outils d\u2019\u00e9valuation et d\u2019audit des syst\u00e8mes d\u2019IA<\/h3>\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-300881b e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"300881b\" data-element_type=\"container\" data-e-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\t\t<div class=\"elementor-element elementor-element-47c879c elementor-widget elementor-widget-text-editor\" data-id=\"47c879c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Les outils de gouvernance permettent de documenter, contr\u00f4ler et am\u00e9liorer les syst\u00e8mes d\u2019IA avant et apr\u00e8s leur mise en production.<\/p>\t\t\t\t\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-ed45105 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"ed45105\" data-element_type=\"container\" data-e-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-3092aab e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"3092aab\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f138e76 wpr-advanced-accordion-icon-side-box elementor-widget elementor-widget-wpr-advanced-accordion\" data-id=\"f138e76\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;active_item&quot;:1}\" data-widget_type=\"wpr-advanced-accordion.default\">\n\t\t\t\t\t\n            <div class=\"wpr-advanced-accordion\" data-accordion-type=\"accordion\" data-active-index=\"1\" data-accordion-trigger=\"click\" data-interaction-speed=\"0.4\">\n\n\t\t\t\n                \n\t\t\t\t\t<div class=\"wpr-accordion-item-wrap\">\n\t\t\t\t\t\t<button class=\"wpr-acc-button\">\n\t\t\t\t\t\t\t<span class=\"wpr-acc-item-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-icon-box\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-title-icon\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-desktop\"><\/i>\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<span class=\"wpr-acc-title-text\">Audit de l'IA (AI Audit)<\/span>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-close\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-open\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t\t<div class=\"wpr-acc-panel\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-panel-content\"><p class=\"isSelectedEnd\">Un audit de l\u2019IA est une \u00e9valuation syst\u00e9matique d\u2019un syst\u00e8me d\u2019IA, ou d\u2019un portefeuille de syst\u00e8mes d\u2019IA, visant \u00e0 v\u00e9rifier son fonctionnement, sa performance, sa conformit\u00e9 et sa ma\u00eetrise des risques.<\/p><p class=\"isSelectedEnd\">Il permet d\u2019examiner si le syst\u00e8me fonctionne comme pr\u00e9vu, respecte les lois, r\u00e9glementations, normes et politiques internes applicables, et dispose d\u2019une documentation suffisante pour \u00eatre compris, contr\u00f4l\u00e9 et supervis\u00e9.<\/p><p>L\u2019audit de l\u2019IA peut \u00e9galement identifier des risques non d\u00e9tect\u00e9s lors des phases de conception ou de d\u00e9veloppement, notamment en mati\u00e8re de biais, de s\u00e9curit\u00e9, de transparence, de robustesse ou d\u2019impact sur les droits des personnes.<\/p><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n                    <\/div>\n\n                \n\t\t\t\t\t<div class=\"wpr-accordion-item-wrap\">\n\t\t\t\t\t\t<button class=\"wpr-acc-button\">\n\t\t\t\t\t\t\t<span class=\"wpr-acc-item-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-icon-box\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-title-icon\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-desktop\"><\/i>\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<span class=\"wpr-acc-title-text\">Assurance IA<\/span>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-close\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-open\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t\t<div class=\"wpr-acc-panel\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-panel-content\"><p class=\"isSelectedEnd\">L\u2019assurance IA d\u00e9signe l\u2019ensemble des cadres, politiques, processus et contr\u00f4les permettant d\u2019\u00e9valuer, de d\u00e9montrer et de renforcer la s\u00e9curit\u00e9, la fiabilit\u00e9 et la conformit\u00e9 des syst\u00e8mes d\u2019IA.<\/p><p class=\"isSelectedEnd\">Elle vise \u00e0 apporter un niveau de confiance raisonnable dans le fait qu\u2019un syst\u00e8me d\u2019IA fonctionne comme pr\u00e9vu, que ses risques sont ma\u00eetris\u00e9s et qu\u2019il respecte les exigences applicables.<\/p><p>Les dispositifs d\u2019assurance IA peuvent inclure des \u00e9valuations de conformit\u00e9, des \u00e9valuations d\u2019impact, des audits, des certifications, des tests de robustesse, des contr\u00f4les documentaires et des m\u00e9canismes de suivi continu.<\/p><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n                    <\/div>\n\n                \n\t\t\t\t\t<div class=\"wpr-accordion-item-wrap\">\n\t\t\t\t\t\t<button class=\"wpr-acc-button\">\n\t\t\t\t\t\t\t<span class=\"wpr-acc-item-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-icon-box\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-title-icon\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"fab fa-telegram-plane\"><\/i>\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<span class=\"wpr-acc-title-text\">\u00c9valuation de l'impact de l'IA <\/span>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-close\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-open\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t\t<div class=\"wpr-acc-panel\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-panel-content\"><p class=\"isSelectedEnd\">L\u2019\u00e9valuation d\u2019impact de l\u2019IA est un processus d\u2019analyse visant \u00e0 identifier, comprendre, \u00e9valuer et att\u00e9nuer les effets potentiels d\u2019un syst\u00e8me d\u2019IA sur les individus, l\u2019organisation et la soci\u00e9t\u00e9.<\/p><p class=\"isSelectedEnd\">Elle peut couvrir les implications \u00e9thiques, juridiques, \u00e9conomiques, sociales, organisationnelles et op\u00e9rationnelles du syst\u00e8me, notamment en mati\u00e8re de droits fondamentaux, de s\u00e9curit\u00e9, de non-discrimination, de transparence et de protection des donn\u00e9es.<\/p><p>Elle se distingue de l\u2019\u00e9valuation des risques, qui se concentre davantage sur l\u2019identification, la probabilit\u00e9, la gravit\u00e9 et les mesures de ma\u00eetrise des risques associ\u00e9s au syst\u00e8me.<\/p><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n                    <\/div>\n\n                \n\t\t\t\t\t<div class=\"wpr-accordion-item-wrap\">\n\t\t\t\t\t\t<button class=\"wpr-acc-button\">\n\t\t\t\t\t\t\t<span class=\"wpr-acc-item-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-icon-box\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-title-icon\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-layer-group\"><\/i>\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<span class=\"wpr-acc-title-text\">\u00c9valuation de la conformit\u00e9<\/span>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-close\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-open\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t\t<div class=\"wpr-acc-panel\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-panel-content\"><p class=\"isSelectedEnd\">L\u2019\u00e9valuation de la conformit\u00e9 est une analyse visant \u00e0 d\u00e9terminer si un syst\u00e8me d\u2019IA respecte les exigences applicables avant sa mise sur le march\u00e9, son d\u00e9ploiement ou son utilisation.<\/p><p class=\"isSelectedEnd\">Elle peut \u00eatre r\u00e9alis\u00e9e par l\u2019organisation elle-m\u00eame ou, dans certains cas, par une entit\u00e9 ind\u00e9pendante, selon le niveau de risque du syst\u00e8me et les exigences r\u00e9glementaires applicables.<\/p><p>Cette \u00e9valuation peut porter notamment sur le syst\u00e8me de gestion des risques, la gouvernance des donn\u00e9es, la documentation technique, la tenue des registres, la transparence, la supervision humaine, la robustesse, la cybers\u00e9curit\u00e9 et le suivi post-d\u00e9ploiement.<\/p><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n                    <\/div>\n\n                \n\t\t\t\t\t<div class=\"wpr-accordion-item-wrap\">\n\t\t\t\t\t\t<button class=\"wpr-acc-button\">\n\t\t\t\t\t\t\t<span class=\"wpr-acc-item-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-icon-box\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-title-icon\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-layer-group\"><\/i>\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<span class=\"wpr-acc-title-text\">Fiche mod\u00e8le (Model Card)<\/span>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-close\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-open\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t\t<div class=\"wpr-acc-panel\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-panel-content\"><p class=\"isSelectedEnd\">Une fiche mod\u00e8le est un document synth\u00e9tique qui d\u00e9crit les principales caract\u00e9ristiques d\u2019un mod\u00e8le d\u2019IA, notamment son usage pr\u00e9vu, ses donn\u00e9es d\u2019entra\u00eenement, ses performances, ses limites, ses conditions d\u2019utilisation et ses risques connus.<\/p><p class=\"isSelectedEnd\">Elle peut \u00e9galement pr\u00e9senter des m\u00e9triques de performance et des r\u00e9sultats d\u2019\u00e9valuation selon diff\u00e9rents contextes, populations ou groupes concern\u00e9s, afin d\u2019identifier d\u2019\u00e9ventuelles variations de fiabilit\u00e9, de pr\u00e9cision ou d\u2019\u00e9quit\u00e9.<\/p><p>Dans une perspective de gouvernance, la fiche mod\u00e8le facilite la transparence, la documentation, l\u2019auditabilit\u00e9 et l\u2019\u00e9valuation des risques li\u00e9s au mod\u00e8le.<\/p><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n                    <\/div>\n\n                \n\t\t\t\t\t<div class=\"wpr-accordion-item-wrap\">\n\t\t\t\t\t\t<button class=\"wpr-acc-button\">\n\t\t\t\t\t\t\t<span class=\"wpr-acc-item-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-icon-box\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-title-icon\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-layer-group\"><\/i>\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<span class=\"wpr-acc-title-text\">Fiche syst\u00e8me (System Card)<\/span>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-close\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-open\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t\t<div class=\"wpr-acc-panel\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-panel-content\"><p class=\"isSelectedEnd\">Une fiche syst\u00e8me est un document synth\u00e9tique qui d\u00e9crit le fonctionnement global d\u2019un syst\u00e8me d\u2019IA, au-del\u00e0 du seul mod\u00e8le utilis\u00e9.<\/p><p class=\"isSelectedEnd\">Elle pr\u00e9sente notamment la finalit\u00e9 du syst\u00e8me, ses composants, les mod\u00e8les int\u00e9gr\u00e9s, les donn\u00e9es utilis\u00e9es, les utilisateurs concern\u00e9s, les conditions d\u2019utilisation, les limites connues, les contr\u00f4les mis en place et les risques associ\u00e9s.<\/p><p>Dans une perspective de gouvernance, la fiche syst\u00e8me facilite la transparence, l\u2019explicabilit\u00e9, l\u2019auditabilit\u00e9 et la supervision du syst\u00e8me d\u2019IA dans son ensemble.<\/p><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n                    <\/div>\n\n                \n\t\t\t\t\t<div class=\"wpr-accordion-item-wrap\">\n\t\t\t\t\t\t<button class=\"wpr-acc-button\">\n\t\t\t\t\t\t\t<span class=\"wpr-acc-item-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-icon-box\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-title-icon\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-layer-group\"><\/i>\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<span class=\"wpr-acc-title-text\">Humain dans la boucle (Human in the Loop \u2014 HITL)<\/span>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-close\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-open\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t\t<div class=\"wpr-acc-panel\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-panel-content\"><p class=\"isSelectedEnd\">L\u2019humain dans la boucle d\u00e9signe une approche de conception dans laquelle une supervision, une intervention ou une validation humaine est int\u00e9gr\u00e9e au fonctionnement d\u2019un syst\u00e8me d\u2019IA.<\/p><p class=\"isSelectedEnd\">Ce m\u00e9canisme permet \u00e0 une personne de contr\u00f4ler, corriger, confirmer ou interrompre certaines d\u00e9cisions ou actions produites par le syst\u00e8me, notamment lorsque celles-ci peuvent avoir un impact significatif.<\/p><p>Dans une perspective de gouvernance, l\u2019humain dans la boucle contribue \u00e0 renforcer la responsabilit\u00e9, la s\u00e9curit\u00e9, la ma\u00eetrise des risques et la confiance dans les syst\u00e8mes d\u2019IA.<\/p><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n                    <\/div>\n\n                \n\t\t\t\t\t<div class=\"wpr-accordion-item-wrap\">\n\t\t\t\t\t\t<button class=\"wpr-acc-button\">\n\t\t\t\t\t\t\t<span class=\"wpr-acc-item-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-icon-box\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-title-icon\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-layer-group\"><\/i>\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<span class=\"wpr-acc-title-text\">Plan de secours \/ plan de repli<\/span>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-close\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-open\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t\t<div class=\"wpr-acc-panel\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-panel-content\"><p class=\"isSelectedEnd\">Un plan de secours est un dispositif pr\u00e9vu pour \u00eatre activ\u00e9 lorsqu\u2019un syst\u00e8me d\u2019IA se comporte de mani\u00e8re inattendue, d\u00e9faillante ou dangereuse.<\/p><p class=\"isSelectedEnd\">Il peut pr\u00e9voir l\u2019arr\u00eat temporaire du syst\u00e8me, le basculement vers une proc\u00e9dure manuelle, l\u2019utilisation d\u2019un syst\u00e8me alternatif ou l\u2019activation de m\u00e9canismes de redondance technique.<\/p><p>Dans une perspective de gouvernance, le plan de secours contribue \u00e0 renforcer la s\u00e9curit\u00e9, la robustesse, la continuit\u00e9 d\u2019activit\u00e9 et la ma\u00eetrise des risques li\u00e9s aux syst\u00e8mes d\u2019IA.<\/p><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n                    <\/div>\n\n                            <\/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-95dbb9e e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"95dbb9e\" data-element_type=\"container\" data-e-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\t\t<div class=\"elementor-element elementor-element-8a78dac elementor-widget elementor-widget-heading\" data-id=\"8a78dac\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">4. Les fondements conceptuels de l\u2019intelligence artificielle<\/h3>\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-a9b6db7 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"a9b6db7\" data-element_type=\"container\" data-e-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\t\t<div class=\"elementor-element elementor-element-411f4d9 elementor-widget elementor-widget-text-editor\" data-id=\"411f4d9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Comprendre la gouvernance de l\u2019IA suppose \u00e9galement de ma\u00eetriser certains concepts techniques de base.<\/p>\t\t\t\t\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-d67dd49 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"d67dd49\" data-element_type=\"container\" data-e-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-04729d6 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"04729d6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4e62f0a wpr-advanced-accordion-icon-side-box elementor-widget elementor-widget-wpr-advanced-accordion\" data-id=\"4e62f0a\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;active_item&quot;:1}\" data-widget_type=\"wpr-advanced-accordion.default\">\n\t\t\t\t\t\n            <div class=\"wpr-advanced-accordion\" data-accordion-type=\"accordion\" data-active-index=\"1\" data-accordion-trigger=\"click\" data-interaction-speed=\"0.4\">\n\n\t\t\t\n                \n\t\t\t\t\t<div class=\"wpr-accordion-item-wrap\">\n\t\t\t\t\t\t<button class=\"wpr-acc-button\">\n\t\t\t\t\t\t\t<span class=\"wpr-acc-item-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-icon-box\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-title-icon\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-desktop\"><\/i>\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<span class=\"wpr-acc-title-text\">Intelligence artificielle (IA)<\/span>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-close\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-open\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t\t<div class=\"wpr-acc-panel\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-panel-content\"><p>Ensemble de technologies permettant \u00e0 des syst\u00e8mes informatiques d\u2019effectuer des t\u00e2ches n\u00e9cessitant habituellement des capacit\u00e9s humaines, comme l\u2019analyse, la pr\u00e9diction, la classification ou la g\u00e9n\u00e9ration de contenu.<\/p><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n                    <\/div>\n\n                \n\t\t\t\t\t<div class=\"wpr-accordion-item-wrap\">\n\t\t\t\t\t\t<button class=\"wpr-acc-button\">\n\t\t\t\t\t\t\t<span class=\"wpr-acc-item-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-icon-box\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-title-icon\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-desktop\"><\/i>\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<span class=\"wpr-acc-title-text\">Intelligence artificielle g\u00e9n\u00e9rale (IAG)<\/span>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-close\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-open\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t\t<div class=\"wpr-acc-panel\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-panel-content\"><p>Concept d\u2019une IA capable d\u2019ex\u00e9cuter une grande vari\u00e9t\u00e9 de t\u00e2ches intellectuelles avec un niveau d\u2019adaptation comparable ou sup\u00e9rieur \u00e0 celui d\u2019un humain.<\/p><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n                    <\/div>\n\n                \n\t\t\t\t\t<div class=\"wpr-accordion-item-wrap\">\n\t\t\t\t\t\t<button class=\"wpr-acc-button\">\n\t\t\t\t\t\t\t<span class=\"wpr-acc-item-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-icon-box\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-title-icon\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"fab fa-telegram-plane\"><\/i>\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<span class=\"wpr-acc-title-text\">Apprentissage automatique (Machine Learning \u2014 ML)<\/span>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-close\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-open\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t\t<div class=\"wpr-acc-panel\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-panel-content\"><p>M\u00e9thode permettant \u00e0 un syst\u00e8me d\u2019am\u00e9liorer ses performances \u00e0 partir de donn\u00e9es, sans \u00eatre explicitement programm\u00e9 pour chaque r\u00e8gle de d\u00e9cision.<\/p><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n                    <\/div>\n\n                \n\t\t\t\t\t<div class=\"wpr-accordion-item-wrap\">\n\t\t\t\t\t\t<button class=\"wpr-acc-button\">\n\t\t\t\t\t\t\t<span class=\"wpr-acc-item-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-icon-box\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-title-icon\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-layer-group\"><\/i>\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<span class=\"wpr-acc-title-text\">Apprentissage profond (Deep Learning)<\/span>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-close\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-open\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t\t<div class=\"wpr-acc-panel\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-panel-content\"><p class=\"isSelectedEnd\">L\u2019apprentissage profond est un sous-domaine de l\u2019intelligence artificielle et de l\u2019apprentissage automatique qui utilise des r\u00e9seaux de neurones artificiels compos\u00e9s de plusieurs couches.<\/p><p class=\"isSelectedEnd\">Ces couches permettent au mod\u00e8le d\u2019identifier progressivement des motifs complexes dans de grands volumes de donn\u00e9es.<\/p><p>L\u2019apprentissage profond est particuli\u00e8rement utilis\u00e9 pour traiter des donn\u00e9es non structur\u00e9es, comme les images, le langage naturel, la voix ou la vid\u00e9o.<\/p><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n                    <\/div>\n\n                \n\t\t\t\t\t<div class=\"wpr-accordion-item-wrap\">\n\t\t\t\t\t\t<button class=\"wpr-acc-button\">\n\t\t\t\t\t\t\t<span class=\"wpr-acc-item-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-icon-box\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-title-icon\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-layer-group\"><\/i>\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<span class=\"wpr-acc-title-text\">R\u00e9seaux de neurones (Neural Networks)<\/span>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-close\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-open\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t\t<div class=\"wpr-acc-panel\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-panel-content\"><p class=\"isSelectedEnd\">Un r\u00e9seau de neurones est un type de mod\u00e8le d\u2019IA inspir\u00e9 de mani\u00e8re simplifi\u00e9e du fonctionnement des neurones biologiques.<\/p><p class=\"isSelectedEnd\">Il est compos\u00e9 de couches de n\u0153uds interconnect\u00e9s qui traitent les donn\u00e9es et permettent d\u2019identifier des relations complexes, notamment non lin\u00e9aires.<\/p><p>Les r\u00e9seaux de neurones sont largement utilis\u00e9s en apprentissage profond, par exemple pour la reconnaissance d\u2019images, le traitement du langage naturel, la reconnaissance vocale ou certaines applications m\u00e9dicales.<\/p><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n                    <\/div>\n\n                \n\t\t\t\t\t<div class=\"wpr-accordion-item-wrap\">\n\t\t\t\t\t\t<button class=\"wpr-acc-button\">\n\t\t\t\t\t\t\t<span class=\"wpr-acc-item-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-icon-box\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-title-icon\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-layer-group\"><\/i>\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<span class=\"wpr-acc-title-text\">Algorithme<\/span>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-close\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-open\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t\t<div class=\"wpr-acc-panel\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-panel-content\"><p class=\"isSelectedEnd\">Un algorithme est un ensemble d\u2019instructions, de r\u00e8gles ou d\u2019\u00e9tapes permettant \u00e0 un syst\u00e8me informatique d\u2019effectuer une t\u00e2che, de r\u00e9soudre un probl\u00e8me ou de produire un r\u00e9sultat \u00e0 partir de donn\u00e9es.<\/p><p>Dans le domaine de l\u2019IA, les algorithmes peuvent \u00eatre utilis\u00e9s pour analyser des donn\u00e9es, d\u00e9tecter des motifs, effectuer des pr\u00e9dictions ou entra\u00eener un mod\u00e8le d\u2019apprentissage automatique.<\/p><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n                    <\/div>\n\n                \n\t\t\t\t\t<div class=\"wpr-accordion-item-wrap\">\n\t\t\t\t\t\t<button class=\"wpr-acc-button\">\n\t\t\t\t\t\t\t<span class=\"wpr-acc-item-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-icon-box\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-title-icon\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-layer-group\"><\/i>\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<span class=\"wpr-acc-title-text\">Puissance de calcul<\/span>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-close\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t<span class=\"wpr-toggle-icon wpr-ti-open\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t\t<div class=\"wpr-acc-panel\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-acc-panel-content\"><p class=\"isSelectedEnd\">La puissance de calcul d\u00e9signe les ressources mat\u00e9rielles utilis\u00e9es pour entra\u00eener, ex\u00e9cuter ou d\u00e9ployer un syst\u00e8me d\u2019IA, notamment les processeurs centraux, les processeurs graphiques et les autres acc\u00e9l\u00e9rateurs sp\u00e9cialis\u00e9s.<\/p><p class=\"isSelectedEnd\">Elle influence la capacit\u00e9 d\u2019un mod\u00e8le \u00e0 traiter de grands volumes de donn\u00e9es, \u00e0 effectuer des calculs complexes et \u00e0 produire des r\u00e9sultats en phase d\u2019entra\u00eenement ou d\u2019inf\u00e9rence.<\/p><p>Dans une perspective de gouvernance, la puissance de calcul peut avoir des implications en mati\u00e8re de co\u00fbts, de performance, de consommation \u00e9nerg\u00e9tique, de s\u00e9curit\u00e9 et d\u2019acc\u00e8s aux capacit\u00e9s n\u00e9cessaires pour d\u00e9velopper ou utiliser certains syst\u00e8mes d\u2019IA.<\/p><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n                    <\/div>\n\n                            <\/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-e4f768b e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"e4f768b\" data-element_type=\"container\" data-e-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\t\t<div class=\"elementor-element elementor-element-60be7b8 elementor-widget elementor-widget-heading\" data-id=\"60be7b8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">5. Les types d\u2019apprentissage automatique \n<br>et leurs implications pour la gouvernance<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e63ffd6 elementor-widget elementor-widget-spacer\" data-id=\"e63ffd6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\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-5178bdd e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"5178bdd\" data-element_type=\"container\" data-e-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\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8ce57e7 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"8ce57e7\" data-element_type=\"container\" data-e-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\t\t<div class=\"elementor-element elementor-element-cd19c5b elementor-widget elementor-widget-text-editor\" data-id=\"cd19c5b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Comprendre les diff\u00e9rentes m\u00e9thodes d\u2019apprentissage est indispensable pour \u00e9valuer les risques de biais, les besoins en donn\u00e9es et les exigences de supervision.<\/p>\t\t\t\t\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-4d118fa e-grid e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"4d118fa\" data-element_type=\"container\" data-e-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\t\t<div class=\"elementor-element elementor-element-ff06bd0 elementor-widget elementor-widget-heading\" data-id=\"ff06bd0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><br>Type d'apprentissage<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0d814aa elementor-widget elementor-widget-heading\" data-id=\"0d814aa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><br>Description synth\u00e9tique<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d763b35 elementor-widget elementor-widget-heading\" data-id=\"d763b35\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><b><strong class=\"font-semibold\">Implication pour la gouvernance<\/strong><\/b><\/h4>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ce30bf3 elementor-widget elementor-widget-text-editor\" data-id=\"ce30bf3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><b><strong class=\"font-semibold\">Supervis\u00e9 (supervised learning)<\/strong><\/b><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a3afb07 elementor-widget elementor-widget-text-editor\" data-id=\"a3afb07\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Mod\u00e8le entra\u00een\u00e9 sur des donn\u00e9es \u00e9tiquet\u00e9es avec des sorties connues.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4fa4b2c elementor-widget elementor-widget-text-editor\" data-id=\"4fa4b2c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Tra\u00e7abilit\u00e9 et qualit\u00e9 des donn\u00e9es d\u2019entra\u00eenement essentielles.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a0f35fc elementor-widget elementor-widget-text-editor\" data-id=\"a0f35fc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><b><strong class=\"font-semibold\">Non supervis\u00e9 (unsupervised learning)<\/strong><\/b><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-520b6f8 elementor-widget elementor-widget-text-editor\" data-id=\"520b6f8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Mod\u00e8le entra\u00een\u00e9 sur des donn\u00e9es non \u00e9tiquet\u00e9es pour d\u00e9tecter des structures.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-520c160 elementor-widget elementor-widget-text-editor\" data-id=\"520c160\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Risques de biais ou de regroupements probl\u00e9matiques plus difficiles \u00e0 d\u00e9tecter.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6b55ad8 elementor-widget elementor-widget-text-editor\" data-id=\"6b55ad8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><b><strong class=\"font-semibold\">Semi-supervis\u00e9 (semi-supervised learning)<\/strong><\/b><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f5932ea elementor-widget elementor-widget-text-editor\" data-id=\"f5932ea\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Mod\u00e8le entra\u00een\u00e9 avec une combinaison de donn\u00e9es \u00e9tiquet\u00e9es et non \u00e9tiquet\u00e9es.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7f18fa3 elementor-widget elementor-widget-text-editor\" data-id=\"7f18fa3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Provenance, qualit\u00e9 et documentation des donn\u00e9es \u00e0 contr\u00f4ler.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b9f4428 elementor-widget elementor-widget-text-editor\" data-id=\"b9f4428\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><b><strong class=\"font-semibold\">Par renforcement (reinforcement learning)<\/strong><\/b><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5726c77 elementor-widget elementor-widget-text-editor\" data-id=\"5726c77\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Mod\u00e8le entra\u00een\u00e9 par essais, erreurs, r\u00e9compenses et p\u00e9nalit\u00e9s.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-61ccf4a elementor-widget elementor-widget-text-editor\" data-id=\"61ccf4a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Comportements impr\u00e9vus possibles si les objectifs sont mal d\u00e9finis.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-afa310e elementor-widget elementor-widget-text-editor\" data-id=\"afa310e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><b><strong class=\"font-semibold\">F\u00e9d\u00e9r\u00e9<\/strong><\/b><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e49e4ee elementor-widget elementor-widget-text-editor\" data-id=\"e49e4ee\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Apprentissage distribu\u00e9 sans centralisation des donn\u00e9es brutes.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6bd95d2 elementor-widget elementor-widget-text-editor\" data-id=\"6bd95d2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Renforce la protection de la vie priv\u00e9e, mais exige une gouvernance technique solide.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1f0a76c elementor-widget elementor-widget-text-editor\" data-id=\"1f0a76c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><b><strong class=\"font-semibold\">Actif<\/strong><\/b><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-62b4c78 elementor-widget elementor-widget-text-editor\" data-id=\"62b4c78\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Le mod\u00e8le s\u00e9lectionne les donn\u00e9es les plus utiles pour am\u00e9liorer son apprentissage.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-993a724 elementor-widget elementor-widget-text-editor\" data-id=\"993a724\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Supervision humaine requise dans la s\u00e9lection et la validation des donn\u00e9es.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fbeb167 elementor-widget elementor-widget-text-editor\" data-id=\"fbeb167\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><b><strong class=\"font-semibold\">Par transfert<\/strong><\/b><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-79b9c59 elementor-widget elementor-widget-text-editor\" data-id=\"79b9c59\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p class=\"text-md leading-[24px] font-regular pt-[9px] pb-0.5\">Connaissances acquises sur une t\u00e2che r\u00e9utilis\u00e9es pour une autre.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3610c6d elementor-widget elementor-widget-text-editor\" data-id=\"3610c6d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Risque de biais, limites ou erreurs h\u00e9rit\u00e9s du mod\u00e8le source.<\/p>\t\t\t\t\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-lxeileo e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"lxeileo\" data-element_type=\"container\" data-e-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-1bb4ead e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"1bb4ead\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d71d50c e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"d71d50c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5342662 elementor-widget elementor-widget-text-editor\" data-id=\"5342662\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"font-semibold pdf-heading-class-replace pb-0.5 text-xl leading-[40px] [&amp;:not(:first-child)]:pt-[21px] [&amp;_.underline]:underline-offset-[6px] [&amp;_a]:underline-offset-[6px]\"><span style=\"color: #000080;\">Points cl\u00e9s \u00e0 retenir<\/span><\/h2><ul class=\"pt-[9px] pb-0.5 m-0 list-outside list-disc p-0 pt-[5px]\"><li class=\"text-md leading-[24px] font-regular mx-8 my-[5px] [&amp;&gt;ol]:!pt-0 [&amp;&gt;ol]:!pb-0 [&amp;&gt;ul]:!pt-0 [&amp;&gt;ul]:!pb-0\" value=\"1\"><p class=\"isSelectedEnd\">La <b>gouvernance de l\u2019IA<\/b> repose sur des cadres structur\u00e9s qui couvrent les dimensions techniques, \u00e9thiques, organisationnelles et r\u00e9glementaires des syst\u00e8mes d\u2019IA.<\/p><\/li><li value=\"1\">Les notions d\u2019auditabilit\u00e9, de transparence, d\u2019explicabilit\u00e9 et de responsabilit\u00e9 sont au c\u0153ur des exigences actuelles, notamment dans le cadre du R\u00e8glement europ\u00e9en sur l\u2019IA.<\/li><li value=\"1\">Les <strong>risques li\u00e9s<\/strong> aux <strong>biais<\/strong>, aux <strong>hallucinations<\/strong>, aux <strong>attaques adversariales<\/strong> ou \u00e0 la <strong>d\u00e9rive des donn\u00e9es<\/strong> doivent \u00eatre anticip\u00e9s d\u00e8s la conception et suivis tout au long du cycle de vie du syst\u00e8me.<\/li><li value=\"1\">Des concepts comme l&#8217;<b><strong class=\"font-semibold\">auditabilit\u00e9<\/strong><\/b>, la <b><strong class=\"font-semibold\">transparence<\/strong><\/b> et la <b><strong class=\"font-semibold\">responsabilit\u00e9<\/strong><\/b> sont au c\u0153ur des exigences de l&#8217;EU AI Act.<\/li><li class=\"text-md leading-[24px] font-regular mx-8 my-[5px] [&amp;&gt;ol]:!pt-0 [&amp;&gt;ol]:!pb-0 [&amp;&gt;ul]:!pt-0 [&amp;&gt;ul]:!pb-0\" value=\"3\">Les risques tels que les <b><strong class=\"font-semibold\">biais<\/strong><\/b>, les <b><strong class=\"font-semibold\">hallucinations<\/strong><\/b> et les <b><strong class=\"font-semibold\">attaques adversariales<\/strong><\/b> doivent \u00eatre anticip\u00e9s d\u00e8s la conception du syst\u00e8me.<\/li><li class=\"text-md leading-[24px] font-regular mx-8 my-[5px] [&amp;&gt;ol]:!pt-0 [&amp;&gt;ol]:!pb-0 [&amp;&gt;ul]:!pt-0 [&amp;&gt;ul]:!pb-0\" value=\"5\"><strong>Ma\u00eetriser un vocabulaire commun<\/strong> permet aux \u00e9quipes dirigeantes, juridiques, conformit\u00e9, m\u00e9tiers et techniques de mieux collaborer, d\u2019\u00e9valuer les risques avec m\u00e9thode et de piloter l\u2019IA de mani\u00e8re plus responsable.<\/li><\/ul>\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-11f63ad e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"11f63ad\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f6ecc00 elementor-widget elementor-widget-image\" data-id=\"f6ecc00\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/guenix.digital\/wp-content\/uploads\/2026\/06\/pexels-photo-35175633-35175633-1-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-image-7637\" alt=\"A vintage weather vane atop a historic building with a peaceful sky background.\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Comprendre les diff\u00e9rentes m\u00e9thodes d\u2019apprentissage est indispensable pour \u00e9valuer les risques de biais, les besoins en donn\u00e9es et les exigences de supervision.<\/p>\n","protected":false},"author":1,"featured_media":6944,"comment_status":"closed","ping_status":"open","sticky":false,"template":"elementor_canvas","format":"standard","meta":{"_acf_changed":false,"_surecart_dashboard_logo_width":"180px","_surecart_dashboard_show_logo":true,"_surecart_dashboard_navigation_orders":true,"_surecart_dashboard_navigation_invoices":true,"_surecart_dashboard_navigation_subscriptions":true,"_surecart_dashboard_navigation_downloads":true,"_surecart_dashboard_navigation_billing":true,"_surecart_dashboard_navigation_account":true,"_uag_custom_page_level_css":"","_monsterinsights_skip_tracking":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[1],"tags":[],"class_list":["post-7631","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-actualites"],"acf":[],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.9 - aioseo.com -->\n\t<meta name=\"description\" content=\"Comprendre les diff\u00e9rentes m\u00e9thodes d\u2019apprentissage est indispensable pour \u00e9valuer les risques de biais, les besoins en donn\u00e9es et les exigences de supervision.\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"anastasie\"\/>\n\t<meta name=\"google-site-verification\" content=\"BGZSiq4naAYxwfpvRIG1-xIN-8S-Q3L5naG5cbAT2RE\" \/>\n\t<link rel=\"canonical\" href=\"https:\/\/guenix.digital\/fr\/gouvernance-de-lia-le-guide-complet-pour-comprendre-les-notions-essentielles\/\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 4.9.9\" \/>\n\t\t<meta property=\"og:locale\" content=\"fr_FR\" \/>\n\t\t<meta property=\"og:site_name\" content=\"Guenix Digital - Responsible digital and AI adoption for institutions where decisions matters.\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"Gouvernance de l\u2019IA : le guide complet pour comprendre les notions essentielles - Guenix Digital\" \/>\n\t\t<meta property=\"og:description\" content=\"Comprendre les diff\u00e9rentes m\u00e9thodes d\u2019apprentissage est indispensable pour \u00e9valuer les risques de biais, les besoins en donn\u00e9es et les exigences de supervision.\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/guenix.digital\/fr\/gouvernance-de-lia-le-guide-complet-pour-comprendre-les-notions-essentielles\/\" \/>\n\t\t<meta property=\"og:image\" content=\"https:\/\/guenix.digital\/wp-content\/uploads\/2025\/10\/cropped-favicone.png\" \/>\n\t\t<meta property=\"og:image:secure_url\" content=\"https:\/\/guenix.digital\/wp-content\/uploads\/2025\/10\/cropped-favicone.png\" \/>\n\t\t<meta property=\"og:image:width\" content=\"1918\" \/>\n\t\t<meta property=\"og:image:height\" content=\"640\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2026-07-09T14:33:17+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2026-07-18T20:32:46+00:00\" \/>\n\t\t<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n\t\t<meta name=\"twitter:title\" content=\"Gouvernance de l\u2019IA : le guide complet pour comprendre les notions essentielles - Guenix Digital\" \/>\n\t\t<meta name=\"twitter:description\" content=\"Comprendre les diff\u00e9rentes m\u00e9thodes d\u2019apprentissage est indispensable pour \u00e9valuer les risques de biais, les besoins en donn\u00e9es et les exigences de supervision.\" \/>\n\t\t<meta name=\"twitter:image\" content=\"https:\/\/guenix.digital\/wp-content\/uploads\/2025\/10\/cropped-favicone.png\" \/>\n\t\t<script type=\"application\/ld+json\" class=\"aioseo-schema\">\n\t\t\t{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"BlogPosting\",\"@id\":\"https:\\\/\\\/guenix.digital\\\/fr\\\/gouvernance-de-lia-le-guide-complet-pour-comprendre-les-notions-essentielles\\\/#blogposting\",\"name\":\"Gouvernance de l\\u2019IA : le guide complet pour comprendre les notions essentielles - Guenix Digital\",\"headline\":\"Gouvernance de l\\u2019IA : le guide complet pour comprendre les notions essentielles\",\"author\":{\"@id\":\"https:\\\/\\\/guenix.digital\\\/fr\\\/author\\\/anastasie\\\/#author\"},\"publisher\":{\"@id\":\"https:\\\/\\\/guenix.digital\\\/fr\\\/#organization\"},\"image\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/guenix.digital\\\/wp-content\\\/uploads\\\/2025\\\/10\\\/AI-Governance.jpg\",\"width\":1000,\"height\":625,\"caption\":\"AI Governance\"},\"datePublished\":\"2026-07-09T14:33:17+00:00\",\"dateModified\":\"2026-07-18T20:32:46+00:00\",\"inLanguage\":\"fr-FR\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/guenix.digital\\\/fr\\\/gouvernance-de-lia-le-guide-complet-pour-comprendre-les-notions-essentielles\\\/#webpage\"},\"isPartOf\":{\"@id\":\"https:\\\/\\\/guenix.digital\\\/fr\\\/gouvernance-de-lia-le-guide-complet-pour-comprendre-les-notions-essentielles\\\/#webpage\"},\"articleSection\":\"Actualit\\u00e9s\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/guenix.digital\\\/fr\\\/gouvernance-de-lia-le-guide-complet-pour-comprendre-les-notions-essentielles\\\/#breadcrumblist\",\"itemListElement\":[{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/guenix.digital\\\/fr#listItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/guenix.digital\\\/fr\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/guenix.digital\\\/fr\\\/category\\\/actualites\\\/#listItem\",\"name\":\"Actualit\\u00e9s\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/guenix.digital\\\/fr\\\/category\\\/actualites\\\/#listItem\",\"position\":2,\"name\":\"Actualit\\u00e9s\",\"item\":\"https:\\\/\\\/guenix.digital\\\/fr\\\/category\\\/actualites\\\/\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/guenix.digital\\\/fr\\\/gouvernance-de-lia-le-guide-complet-pour-comprendre-les-notions-essentielles\\\/#listItem\",\"name\":\"Gouvernance de l\\u2019IA : le guide complet pour comprendre les notions essentielles\"},\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/guenix.digital\\\/fr#listItem\",\"name\":\"Home\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/guenix.digital\\\/fr\\\/gouvernance-de-lia-le-guide-complet-pour-comprendre-les-notions-essentielles\\\/#listItem\",\"position\":3,\"name\":\"Gouvernance de l\\u2019IA : le guide complet pour comprendre les notions essentielles\",\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/guenix.digital\\\/fr\\\/category\\\/actualites\\\/#listItem\",\"name\":\"Actualit\\u00e9s\"}}]},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/guenix.digital\\\/fr\\\/#organization\",\"name\":\"Guenix Digital Responsible digital and AI adoption for institutions where decisions matters.\",\"description\":\"Guenix Digital is a governance-first consulting firm based in Nantes, France, specializing in responsible digital and AI adoption for mission-driven organizations. Founded by Anastasie Guemtchuing Teuguia, an advisor in Governance &amp; Responsible AI with an Audencia background, the firm works with NGOs, public institutions, impact programs, SMEs, and educational organizations.\",\"url\":\"https:\\\/\\\/guenix.digital\\\/fr\\\/\",\"telephone\":\"+33768911618\",\"logo\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/guenix.digital\\\/wp-content\\\/uploads\\\/2026\\\/06\\\/cropped-Logo-Guenix-blanc.webp\",\"@id\":\"https:\\\/\\\/guenix.digital\\\/fr\\\/gouvernance-de-lia-le-guide-complet-pour-comprendre-les-notions-essentielles\\\/#organizationLogo\",\"width\":1920,\"height\":748,\"caption\":\"LOGO GUENIX DIGITAL\"},\"image\":{\"@id\":\"https:\\\/\\\/guenix.digital\\\/fr\\\/gouvernance-de-lia-le-guide-complet-pour-comprendre-les-notions-essentielles\\\/#organizationLogo\"},\"sameAs\":[\"https:\\\/\\\/www.tiktok.com\\\/@guenix_digital\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/guenixdigital\\\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/guenix.digital\\\/fr\\\/author\\\/anastasie\\\/#author\",\"url\":\"https:\\\/\\\/guenix.digital\\\/fr\\\/author\\\/anastasie\\\/\",\"name\":\"anastasie\",\"image\":{\"@type\":\"ImageObject\",\"@id\":\"https:\\\/\\\/guenix.digital\\\/fr\\\/gouvernance-de-lia-le-guide-complet-pour-comprendre-les-notions-essentielles\\\/#authorImage\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/739fed28702b9a7f14c4cad4d32634cc898a1eda14b512a99803ec03d04e0b6c?s=96&d=mm&r=g\",\"width\":96,\"height\":96,\"caption\":\"anastasie\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/guenix.digital\\\/fr\\\/gouvernance-de-lia-le-guide-complet-pour-comprendre-les-notions-essentielles\\\/#webpage\",\"url\":\"https:\\\/\\\/guenix.digital\\\/fr\\\/gouvernance-de-lia-le-guide-complet-pour-comprendre-les-notions-essentielles\\\/\",\"name\":\"Gouvernance de l\\u2019IA : le guide complet pour comprendre les notions essentielles - Guenix Digital\",\"description\":\"Comprendre les diff\\u00e9rentes m\\u00e9thodes d\\u2019apprentissage est indispensable pour \\u00e9valuer les risques de biais, les besoins en donn\\u00e9es et les exigences de supervision.\",\"inLanguage\":\"fr-FR\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/guenix.digital\\\/fr\\\/#website\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/guenix.digital\\\/fr\\\/gouvernance-de-lia-le-guide-complet-pour-comprendre-les-notions-essentielles\\\/#breadcrumblist\"},\"author\":{\"@id\":\"https:\\\/\\\/guenix.digital\\\/fr\\\/author\\\/anastasie\\\/#author\"},\"creator\":{\"@id\":\"https:\\\/\\\/guenix.digital\\\/fr\\\/author\\\/anastasie\\\/#author\"},\"image\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/guenix.digital\\\/wp-content\\\/uploads\\\/2025\\\/10\\\/AI-Governance.jpg\",\"@id\":\"https:\\\/\\\/guenix.digital\\\/fr\\\/gouvernance-de-lia-le-guide-complet-pour-comprendre-les-notions-essentielles\\\/#mainImage\",\"width\":1000,\"height\":625,\"caption\":\"AI Governance\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/guenix.digital\\\/fr\\\/gouvernance-de-lia-le-guide-complet-pour-comprendre-les-notions-essentielles\\\/#mainImage\"},\"datePublished\":\"2026-07-09T14:33:17+00:00\",\"dateModified\":\"2026-07-18T20:32:46+00:00\"},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/guenix.digital\\\/fr\\\/#website\",\"url\":\"https:\\\/\\\/guenix.digital\\\/fr\\\/\",\"name\":\"Guenix Digital\",\"description\":\"Responsible digital and AI adoption for institutions where decisions matters.\",\"inLanguage\":\"fr-FR\",\"publisher\":{\"@id\":\"https:\\\/\\\/guenix.digital\\\/fr\\\/#organization\"}}]}\n\t\t<\/script>\n\t\t<!-- All in One SEO -->\n\n","aioseo_head_json":{"title":"Gouvernance de l\u2019IA : le guide complet pour comprendre les notions essentielles - Guenix Digital","description":"Comprendre les diff\u00e9rentes m\u00e9thodes d\u2019apprentissage est indispensable pour \u00e9valuer les risques de biais, les besoins en donn\u00e9es et les exigences de supervision.","canonical_url":"https:\/\/guenix.digital\/fr\/gouvernance-de-lia-le-guide-complet-pour-comprendre-les-notions-essentielles\/","robots":"max-image-preview:large","keywords":"","webmasterTools":{"google-site-verification":"BGZSiq4naAYxwfpvRIG1-xIN-8S-Q3L5naG5cbAT2RE","miscellaneous":""},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"BlogPosting","@id":"https:\/\/guenix.digital\/fr\/gouvernance-de-lia-le-guide-complet-pour-comprendre-les-notions-essentielles\/#blogposting","name":"Gouvernance de l\u2019IA : le guide complet pour comprendre les notions essentielles - Guenix Digital","headline":"Gouvernance de l\u2019IA : le guide complet pour comprendre les notions essentielles","author":{"@id":"https:\/\/guenix.digital\/fr\/author\/anastasie\/#author"},"publisher":{"@id":"https:\/\/guenix.digital\/fr\/#organization"},"image":{"@type":"ImageObject","url":"https:\/\/guenix.digital\/wp-content\/uploads\/2025\/10\/AI-Governance.jpg","width":1000,"height":625,"caption":"AI Governance"},"datePublished":"2026-07-09T14:33:17+00:00","dateModified":"2026-07-18T20:32:46+00:00","inLanguage":"fr-FR","mainEntityOfPage":{"@id":"https:\/\/guenix.digital\/fr\/gouvernance-de-lia-le-guide-complet-pour-comprendre-les-notions-essentielles\/#webpage"},"isPartOf":{"@id":"https:\/\/guenix.digital\/fr\/gouvernance-de-lia-le-guide-complet-pour-comprendre-les-notions-essentielles\/#webpage"},"articleSection":"Actualit\u00e9s"},{"@type":"BreadcrumbList","@id":"https:\/\/guenix.digital\/fr\/gouvernance-de-lia-le-guide-complet-pour-comprendre-les-notions-essentielles\/#breadcrumblist","itemListElement":[{"@type":"ListItem","@id":"https:\/\/guenix.digital\/fr#listItem","position":1,"name":"Home","item":"https:\/\/guenix.digital\/fr","nextItem":{"@type":"ListItem","@id":"https:\/\/guenix.digital\/fr\/category\/actualites\/#listItem","name":"Actualit\u00e9s"}},{"@type":"ListItem","@id":"https:\/\/guenix.digital\/fr\/category\/actualites\/#listItem","position":2,"name":"Actualit\u00e9s","item":"https:\/\/guenix.digital\/fr\/category\/actualites\/","nextItem":{"@type":"ListItem","@id":"https:\/\/guenix.digital\/fr\/gouvernance-de-lia-le-guide-complet-pour-comprendre-les-notions-essentielles\/#listItem","name":"Gouvernance de l\u2019IA : le guide complet pour comprendre les notions essentielles"},"previousItem":{"@type":"ListItem","@id":"https:\/\/guenix.digital\/fr#listItem","name":"Home"}},{"@type":"ListItem","@id":"https:\/\/guenix.digital\/fr\/gouvernance-de-lia-le-guide-complet-pour-comprendre-les-notions-essentielles\/#listItem","position":3,"name":"Gouvernance de l\u2019IA : le guide complet pour comprendre les notions essentielles","previousItem":{"@type":"ListItem","@id":"https:\/\/guenix.digital\/fr\/category\/actualites\/#listItem","name":"Actualit\u00e9s"}}]},{"@type":"Organization","@id":"https:\/\/guenix.digital\/fr\/#organization","name":"Guenix Digital Responsible digital and AI adoption for institutions where decisions matters.","description":"Guenix Digital is a governance-first consulting firm based in Nantes, France, specializing in responsible digital and AI adoption for mission-driven organizations. Founded by Anastasie Guemtchuing Teuguia, an advisor in Governance &amp; Responsible AI with an Audencia background, the firm works with NGOs, public institutions, impact programs, SMEs, and educational organizations.","url":"https:\/\/guenix.digital\/fr\/","telephone":"+33768911618","logo":{"@type":"ImageObject","url":"https:\/\/guenix.digital\/wp-content\/uploads\/2026\/06\/cropped-Logo-Guenix-blanc.webp","@id":"https:\/\/guenix.digital\/fr\/gouvernance-de-lia-le-guide-complet-pour-comprendre-les-notions-essentielles\/#organizationLogo","width":1920,"height":748,"caption":"LOGO GUENIX DIGITAL"},"image":{"@id":"https:\/\/guenix.digital\/fr\/gouvernance-de-lia-le-guide-complet-pour-comprendre-les-notions-essentielles\/#organizationLogo"},"sameAs":["https:\/\/www.tiktok.com\/@guenix_digital","https:\/\/www.linkedin.com\/company\/guenixdigital\/"]},{"@type":"Person","@id":"https:\/\/guenix.digital\/fr\/author\/anastasie\/#author","url":"https:\/\/guenix.digital\/fr\/author\/anastasie\/","name":"anastasie","image":{"@type":"ImageObject","@id":"https:\/\/guenix.digital\/fr\/gouvernance-de-lia-le-guide-complet-pour-comprendre-les-notions-essentielles\/#authorImage","url":"https:\/\/secure.gravatar.com\/avatar\/739fed28702b9a7f14c4cad4d32634cc898a1eda14b512a99803ec03d04e0b6c?s=96&d=mm&r=g","width":96,"height":96,"caption":"anastasie"}},{"@type":"WebPage","@id":"https:\/\/guenix.digital\/fr\/gouvernance-de-lia-le-guide-complet-pour-comprendre-les-notions-essentielles\/#webpage","url":"https:\/\/guenix.digital\/fr\/gouvernance-de-lia-le-guide-complet-pour-comprendre-les-notions-essentielles\/","name":"Gouvernance de l\u2019IA : le guide complet pour comprendre les notions essentielles - Guenix Digital","description":"Comprendre les diff\u00e9rentes m\u00e9thodes d\u2019apprentissage est indispensable pour \u00e9valuer les risques de biais, les besoins en donn\u00e9es et les exigences de supervision.","inLanguage":"fr-FR","isPartOf":{"@id":"https:\/\/guenix.digital\/fr\/#website"},"breadcrumb":{"@id":"https:\/\/guenix.digital\/fr\/gouvernance-de-lia-le-guide-complet-pour-comprendre-les-notions-essentielles\/#breadcrumblist"},"author":{"@id":"https:\/\/guenix.digital\/fr\/author\/anastasie\/#author"},"creator":{"@id":"https:\/\/guenix.digital\/fr\/author\/anastasie\/#author"},"image":{"@type":"ImageObject","url":"https:\/\/guenix.digital\/wp-content\/uploads\/2025\/10\/AI-Governance.jpg","@id":"https:\/\/guenix.digital\/fr\/gouvernance-de-lia-le-guide-complet-pour-comprendre-les-notions-essentielles\/#mainImage","width":1000,"height":625,"caption":"AI Governance"},"primaryImageOfPage":{"@id":"https:\/\/guenix.digital\/fr\/gouvernance-de-lia-le-guide-complet-pour-comprendre-les-notions-essentielles\/#mainImage"},"datePublished":"2026-07-09T14:33:17+00:00","dateModified":"2026-07-18T20:32:46+00:00"},{"@type":"WebSite","@id":"https:\/\/guenix.digital\/fr\/#website","url":"https:\/\/guenix.digital\/fr\/","name":"Guenix Digital","description":"Responsible digital and AI adoption for institutions where decisions matters.","inLanguage":"fr-FR","publisher":{"@id":"https:\/\/guenix.digital\/fr\/#organization"}}]},"og:locale":"fr_FR","og:site_name":"Guenix Digital - Responsible digital and AI adoption for institutions where decisions matters.","og:type":"article","og:title":"Gouvernance de l\u2019IA : le guide complet pour comprendre les notions essentielles - Guenix Digital","og:description":"Comprendre les diff\u00e9rentes m\u00e9thodes d\u2019apprentissage est indispensable pour \u00e9valuer les risques de biais, les besoins en donn\u00e9es et les exigences de supervision.","og:url":"https:\/\/guenix.digital\/fr\/gouvernance-de-lia-le-guide-complet-pour-comprendre-les-notions-essentielles\/","og:image":"https:\/\/guenix.digital\/wp-content\/uploads\/2025\/10\/cropped-favicone.png","og:image:secure_url":"https:\/\/guenix.digital\/wp-content\/uploads\/2025\/10\/cropped-favicone.png","og:image:width":1918,"og:image:height":640,"article:published_time":"2026-07-09T14:33:17+00:00","article:modified_time":"2026-07-18T20:32:46+00:00","twitter:card":"summary_large_image","twitter:title":"Gouvernance de l\u2019IA : le guide complet pour comprendre les notions essentielles - Guenix Digital","twitter:description":"Comprendre les diff\u00e9rentes m\u00e9thodes d\u2019apprentissage est indispensable pour \u00e9valuer les risques de biais, les besoins en donn\u00e9es et les exigences de supervision.","twitter:image":"https:\/\/guenix.digital\/wp-content\/uploads\/2025\/10\/cropped-favicone.png"},"aioseo_meta_data":{"post_id":"7631","title":null,"description":null,"keywords":null,"keyphrases":{"focus":{"keyphrase":"Gouvernance de l'IA","score":60,"analysis":{"keyphraseInTitle":{"score":9,"maxScore":9,"error":0},"keyphraseInDescription":{"score":3,"maxScore":9,"error":1},"keyphraseLength":{"score":9,"maxScore":9,"error":0,"length":3},"keyphraseInURL":{"score":5,"maxScore":5,"error":0},"keyphraseInIntroduction":{"score":9,"maxScore":9,"error":0},"keyphraseInSubHeadings":{"score":3,"maxScore":9,"error":1},"keyphraseInImageAlt":{"score":3,"maxScore":9,"error":1},"keywordDensity":{"score":0,"type":"low","maxScore":9,"error":1}}},"additional":[]},"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_url":null,"og_image_width":null,"og_image_height":null,"og_image_custom_url":null,"og_image_custom_fields":null,"og_video":"","og_custom_url":null,"og_article_section":null,"og_article_tags":null,"twitter_use_og":false,"twitter_card":"default","twitter_image_type":"default","twitter_image_url":null,"twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_title":null,"twitter_description":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"BlogPosting","isEnabled":true},"graphs":[]},"schema_type":"default","schema_type_options":null,"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":"-1","robots_max_videopreview":"-1","robots_max_imagepreview":"large","priority":null,"frequency":"default","local_seo":null,"breadcrumb_settings":null,"limit_modified_date":false,"ai":{"faqs":[],"keyPoints":[],"schemas":[],"titles":[],"descriptions":[],"socialPosts":{"email":[],"linkedin":[],"twitter":[],"facebook":[],"instagram":[]}},"created":"2026-06-30 08:56:43","updated":"2026-07-18 21:08:16","seo_analyzer_scan_date":null},"aioseo_breadcrumb":"<div class=\"aioseo-breadcrumbs\"><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/guenix.digital\/fr\" title=\"Home\">Home<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/guenix.digital\/fr\/category\/actualites\/\" title=\"Actualit\u00e9s\">Actualit\u00e9s<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\tGouvernance de l\u2019IA : le guide complet pour comprendre les notions essentielles\n\t\t<\/span><\/div>","aioseo_breadcrumb_json":[{"label":"Home","link":"https:\/\/guenix.digital\/fr"},{"label":"Actualit\u00e9s","link":"https:\/\/guenix.digital\/fr\/category\/actualites\/"},{"label":"Gouvernance de l\u2019IA : le guide complet pour comprendre les notions essentielles","link":"https:\/\/guenix.digital\/fr\/gouvernance-de-lia-le-guide-complet-pour-comprendre-les-notions-essentielles\/"}],"spectra_custom_meta":{"_uagb_previous_block_counts":["a:90:{s:21:\"uagb\/advanced-heading\";i:0;s:15:\"uagb\/blockquote\";i:0;s:12:\"uagb\/buttons\";i:0;s:18:\"uagb\/buttons-child\";i:0;s:19:\"uagb\/call-to-action\";i:0;s:15:\"uagb\/cf7-styler\";i:0;s:11:\"uagb\/column\";i:0;s:12:\"uagb\/columns\";i:0;s:14:\"uagb\/container\";i:0;s:21:\"uagb\/content-timeline\";i:0;s:27:\"uagb\/content-timeline-child\";i:0;s:14:\"uagb\/countdown\";i:0;s:12:\"uagb\/counter\";i:0;s:8:\"uagb\/faq\";i:0;s:14:\"uagb\/faq-child\";i:0;s:10:\"uagb\/forms\";i:0;s:17:\"uagb\/forms-accept\";i:0;s:19:\"uagb\/forms-checkbox\";i:0;s:15:\"uagb\/forms-date\";i:0;s:16:\"uagb\/forms-email\";i:0;s:17:\"uagb\/forms-hidden\";i:0;s:15:\"uagb\/forms-name\";i:0;s:16:\"uagb\/forms-phone\";i:0;s:16:\"uagb\/forms-radio\";i:0;s:17:\"uagb\/forms-select\";i:0;s:19:\"uagb\/forms-textarea\";i:0;s:17:\"uagb\/forms-toggle\";i:0;s:14:\"uagb\/forms-url\";i:0;s:14:\"uagb\/gf-styler\";i:0;s:15:\"uagb\/google-map\";i:0;s:11:\"uagb\/how-to\";i:0;s:16:\"uagb\/how-to-step\";i:0;s:9:\"uagb\/icon\";i:0;s:14:\"uagb\/icon-list\";i:0;s:20:\"uagb\/icon-list-child\";i:0;s:10:\"uagb\/image\";i:0;s:18:\"uagb\/image-gallery\";i:0;s:13:\"uagb\/info-box\";i:0;s:18:\"uagb\/inline-notice\";i:0;s:11:\"uagb\/lottie\";i:0;s:21:\"uagb\/marketing-button\";i:0;s:10:\"uagb\/modal\";i:0;s:18:\"uagb\/popup-builder\";i:0;s:16:\"uagb\/post-button\";i:0;s:18:\"uagb\/post-carousel\";i:0;s:17:\"uagb\/post-excerpt\";i:0;s:14:\"uagb\/post-grid\";i:0;s:15:\"uagb\/post-image\";i:0;s:17:\"uagb\/post-masonry\";i:0;s:14:\"uagb\/post-meta\";i:0;s:18:\"uagb\/post-taxonomy\";i:0;s:18:\"uagb\/post-timeline\";i:0;s:15:\"uagb\/post-title\";i:0;s:20:\"uagb\/restaurant-menu\";i:0;s:26:\"uagb\/restaurant-menu-child\";i:0;s:11:\"uagb\/review\";i:0;s:12:\"uagb\/section\";i:0;s:14:\"uagb\/separator\";i:0;s:11:\"uagb\/slider\";i:0;s:17:\"uagb\/slider-child\";i:0;s:17:\"uagb\/social-share\";i:0;s:23:\"uagb\/social-share-child\";i:0;s:16:\"uagb\/star-rating\";i:0;s:23:\"uagb\/sure-cart-checkout\";i:0;s:22:\"uagb\/sure-cart-product\";i:0;s:15:\"uagb\/sure-forms\";i:0;s:22:\"uagb\/table-of-contents\";i:0;s:9:\"uagb\/tabs\";i:0;s:15:\"uagb\/tabs-child\";i:0;s:18:\"uagb\/taxonomy-list\";i:0;s:9:\"uagb\/team\";i:0;s:16:\"uagb\/testimonial\";i:0;s:14:\"uagb\/wp-search\";i:0;s:19:\"uagb\/instagram-feed\";i:0;s:10:\"uagb\/login\";i:0;s:17:\"uagb\/loop-builder\";i:0;s:18:\"uagb\/loop-category\";i:0;s:20:\"uagb\/loop-pagination\";i:0;s:15:\"uagb\/loop-reset\";i:0;s:16:\"uagb\/loop-search\";i:0;s:14:\"uagb\/loop-sort\";i:0;s:17:\"uagb\/loop-wrapper\";i:0;s:13:\"uagb\/register\";i:0;s:19:\"uagb\/register-email\";i:0;s:24:\"uagb\/register-first-name\";i:0;s:23:\"uagb\/register-last-name\";i:0;s:22:\"uagb\/register-password\";i:0;s:30:\"uagb\/register-reenter-password\";i:0;s:19:\"uagb\/register-terms\";i:0;s:22:\"uagb\/register-username\";i:0;}"],"_edit_lock":["1784410411:1"],"_elementor_edit_mode":["builder"],"_elementor_template_type":["wp-post"],"_elementor_version":["4.1.4"],"_elementor_pro_version":["4.1.1"],"_elementor_page_settings":["a:3:{s:10:\"hide_title\";s:3:\"yes\";s:21:\"background_background\";s:7:\"classic\";s:11:\"__globals__\";a:1:{s:16:\"background_color\";s:26:\"globals\/colors?id=22070044\";}}"],"_thumbnail_id":["6944"],"_wp_page_template":["elementor_canvas"],"_elementor_data":["[{\"id\":\"d73a4e0\",\"elType\":\"container\",\"settings\":{\"flex_direction\":\"column\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"0dffbfd\"}],\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40},\"_id\":\"3163ebc\"},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20},\"_id\":\"4e85047\"}]},\"elements\":[{\"id\":\"cb7de04\",\"elType\":\"widget\",\"settings\":{\"menu_name\":\"Menu\",\"menu\":\"menu\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"aff7637\"}]},\"elements\":[],\"widgetType\":\"nav-menu\"}],\"isInner\":false},{\"id\":\"ee70e5e\",\"elType\":\"container\",\"settings\":{\"background_background\":\"classic\",\"background_image\":{\"url\":\"https:\\\/\\\/guenix.digital\\\/wp-content\\\/uploads\\\/2026\\\/06\\\/technology.jpg\",\"id\":7604,\"alt\":\"\",\"source\":\"library\",\"size\":\"\"},\"flex_gap\":{\"size\":0,\"column\":\"0\",\"row\":\"0\",\"unit\":\"px\"},\"min_height\":{\"unit\":\"vh\",\"size\":71,\"sizes\":[]},\"background_position\":\"center center\",\"background_attachment\":\"fixed\",\"background_repeat\":\"no-repeat\",\"background_size\":\"cover\",\"background_slideshow_gallery\":[{\"id\":\"19\",\"url\":\"https:\\\/\\\/websitedemos.net\\\/media-agency-04\\\/wp-content\\\/uploads\\\/sites\\\/599\\\/2020\\\/06\\\/bg-07-free-img.jpg\"},{\"id\":\"20\",\"url\":\"https:\\\/\\\/websitedemos.net\\\/media-agency-04\\\/wp-content\\\/uploads\\\/sites\\\/599\\\/2020\\\/06\\\/bg-08-free-img.jpg\"},{\"id\":\"13\",\"url\":\"https:\\\/\\\/websitedemos.net\\\/media-agency-04\\\/wp-content\\\/uploads\\\/sites\\\/599\\\/2020\\\/06\\\/bg-01-free-img.jpg\"},{\"id\":\"22\",\"url\":\"https:\\\/\\\/websitedemos.net\\\/media-agency-04\\\/wp-content\\\/uploads\\\/sites\\\/599\\\/2020\\\/06\\\/bg-10-free-img.jpg\"}],\"background_slideshow_slide_duration\":\"2000\",\"background_slideshow_transition_duration\":\"900\",\"background_overlay_background\":\"gradient\",\"background_overlay_color\":\"#00000080\",\"background_overlay_color_stop\":{\"unit\":\"%\",\"size\":\"50\",\"sizes\":[]},\"background_overlay_opacity\":{\"unit\":\"px\",\"size\":\"1\",\"sizes\":[]},\"min_height_tablet\":{\"unit\":\"vh\",\"size\":\"80\",\"sizes\":[]},\"min_height_mobile\":{\"unit\":\"px\",\"size\":429,\"sizes\":[]},\"padding_tablet\":{\"unit\":\"px\",\"top\":\"0\",\"right\":\"40\",\"bottom\":\"0\",\"left\":\"40\",\"isLinked\":\"\"},\"padding_mobile\":{\"unit\":\"px\",\"top\":\"50\",\"right\":\"30\",\"bottom\":\"0\",\"left\":\"30\",\"isLinked\":\"\"},\"__globals__\":{\"background_overlay_color_b\":\"globals\\\/colors?id=astglobalcolor7\",\"background_color\":\"globals\\\/colors?id=primary\"},\"flex_direction\":\"row\",\"flex_align_items\":\"stretch\",\"flex_justify_content\":\"center\",\"padding\":{\"unit\":\"px\",\"top\":\"0\",\"right\":\"0\",\"bottom\":\"0\",\"left\":\"0\",\"isLinked\":false},\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"afdc551\"}],\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40},\"_id\":\"cb07acb\"},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20},\"_id\":\"d6884f6\"}]},\"elements\":[{\"id\":\"c6bd00c\",\"elType\":\"container\",\"settings\":{\"_column_size\":\"100\",\"margin\":{\"unit\":\"%\",\"top\":\"\",\"right\":\"\",\"bottom\":\"\",\"left\":\"\",\"isLinked\":\"1\"},\"margin_tablet\":{\"unit\":\"%\",\"top\":\"0\",\"right\":\"0\",\"bottom\":\"0\",\"left\":\"0\",\"isLinked\":\"1\"},\"margin_mobile\":{\"unit\":\"px\",\"top\":\"0\",\"right\":\"0\",\"bottom\":\"0\",\"left\":\"0\",\"isLinked\":\"1\"},\"padding_tablet\":{\"unit\":\"px\",\"top\":\"0\",\"right\":\"0\",\"bottom\":\"0\",\"left\":\"0\",\"isLinked\":\"1\"},\"padding_mobile\":{\"unit\":\"px\",\"top\":\"0\",\"right\":\"0\",\"bottom\":\"0\",\"left\":\"0\",\"isLinked\":\"1\"},\"content_width\":\"full\",\"flex_justify_content\":\"center\",\"padding\":{\"unit\":\"px\",\"top\":\"0\",\"right\":\"0\",\"bottom\":\"0\",\"left\":\"0\",\"isLinked\":false},\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"52d0bac\"}],\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40},\"_id\":\"1a59b83\"},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20},\"_id\":\"3b7b02e\"}]},\"elements\":[{\"id\":\"3dc20f1\",\"elType\":\"widget\",\"settings\":{\"title\":\"Le glossaire de la gouvernance de L'IA<br>\",\"header_size\":\"h1\",\"typography_typography\":\"custom\",\"typography_font_size\":{\"unit\":\"px\",\"size\":112,\"sizes\":[]},\"typography_font_size_tablet\":{\"unit\":\"px\",\"size\":\"150\",\"sizes\":[]},\"typography_font_size_mobile\":{\"unit\":\"px\",\"size\":\"65\",\"sizes\":[]},\"blend_mode\":\"difference\",\"content_width\":\"full\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"61005fa\"}],\"typography_font_family\":\"Ubuntu\"},\"elements\":[],\"widgetType\":\"heading\"},{\"id\":\"ed063d0\",\"elType\":\"widget\",\"settings\":{\"title\":\"Les termes essentiels pour piloter, auditer et encadrer les syst\\u00e8mes d\\u2019intelligence artificielle.\\n\",\"header_size\":\"h3\",\"_margin\":{\"unit\":\"%\",\"top\":\"0\",\"right\":\"0\",\"bottom\":\"0\",\"left\":\"50\",\"isLinked\":\"\"},\"_margin_mobile\":{\"unit\":\"px\",\"top\":\"0\",\"right\":\"0\",\"bottom\":\"0\",\"left\":\"0\",\"isLinked\":\"\"},\"content_width\":\"full\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"50aa6a8\"}],\"typography_typography\":\"custom\",\"typography_font_family\":\"Ubuntu\"},\"elements\":[],\"widgetType\":\"heading\"},{\"id\":\"1b53375\",\"elType\":\"widget\",\"settings\":{\"title\":\"\",\"header_size\":\"h5\",\"_margin\":{\"unit\":\"%\",\"top\":\"0\",\"right\":\"0\",\"bottom\":\"0\",\"left\":\"50\",\"isLinked\":\"\"},\"_margin_mobile\":{\"unit\":\"px\",\"top\":\"0\",\"right\":\"0\",\"bottom\":\"0\",\"left\":\"0\",\"isLinked\":\"\"},\"content_width\":\"full\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"50aa6a8\"}],\"typography_typography\":\"custom\",\"typography_font_family\":\"Ubuntu\",\"typography_font_size\":{\"unit\":\"px\",\"size\":30,\"sizes\":[]},\"typography_line_height\":{\"unit\":\"px\",\"size\":40,\"sizes\":[]}},\"elements\":[],\"widgetType\":\"heading\"}],\"isInner\":true}],\"isInner\":false},{\"id\":\"838582e\",\"elType\":\"container\",\"settings\":{\"flex_direction\":\"column\",\"background_background\":\"classic\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"7310292\"}],\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40},\"_id\":\"959d10b\"},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20},\"_id\":\"5a3a7e8\"}],\"__globals__\":{\"background_color\":\"\"},\"background_color\":\"#0F172A\"},\"elements\":[{\"id\":\"4d6c410\",\"elType\":\"widget\",\"settings\":{\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"4b008f4\"}]},\"elements\":[],\"widgetType\":\"spacer\"}],\"isInner\":false},{\"id\":\"2c6b1b3\",\"elType\":\"container\",\"settings\":{\"flex_direction\":\"column\",\"background_background\":\"classic\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"8f7e4f6\"}],\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40},\"_id\":\"0f4deac\"},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20},\"_id\":\"275c15f\"}],\"__globals__\":{\"background_color\":\"globals\\\/colors?id=22070044\"}},\"elements\":[{\"id\":\"02df8a4\",\"elType\":\"widget\",\"settings\":{\"editor\":\"\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"fd6a07c\"}],\"__globals__\":{\"text_color\":\"globals\\\/colors?id=53a0e3b4\"},\"typography_typography\":\"custom\",\"typography_font_family\":\"Ubuntu\",\"typography_font_size\":{\"unit\":\"px\",\"size\":24,\"sizes\":[]},\"typography_line_height\":{\"unit\":\"px\",\"size\":39,\"sizes\":[]}},\"elements\":[],\"widgetType\":\"text-editor\"}],\"isInner\":false},{\"id\":\"d514e0a\",\"elType\":\"container\",\"settings\":{\"flex_direction\":\"column\",\"background_background\":\"classic\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"4f36bf0\"}],\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40},\"_id\":\"fa3164f\"},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20},\"_id\":\"c75b49d\"}],\"__globals__\":{\"background_color\":\"globals\\\/colors?id=22070044\"}},\"elements\":[{\"id\":\"d70958e\",\"elType\":\"widget\",\"settings\":{\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"c1aaf37\"}]},\"elements\":[],\"widgetType\":\"spacer\"}],\"isInner\":false},{\"id\":\"cc43daa\",\"elType\":\"container\",\"settings\":{\"flex_direction\":\"column\",\"background_background\":\"classic\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"a41a79e\"}],\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40},\"_id\":\"cc1c908\"},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20},\"_id\":\"7637086\"}],\"__globals__\":{\"background_color\":\"globals\\\/colors?id=53a0e3b4\"}},\"elements\":[{\"id\":\"03ddffe\",\"elType\":\"widget\",\"settings\":{\"title\":\"1. Les principes fondamentaux de la gouvernance de l'IA \",\"header_size\":\"h3\",\"align\":\"center\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"8d52695\"}],\"__globals__\":{\"title_color\":\"globals\\\/colors?id=7098e6d5\"}},\"elements\":[],\"widgetType\":\"heading\"}],\"isInner\":false},{\"id\":\"9151063\",\"elType\":\"container\",\"settings\":{\"flex_direction\":\"column\",\"background_background\":\"classic\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"f43b936\"}],\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40},\"_id\":\"a970f83\"},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20},\"_id\":\"8cc9552\"}],\"__globals__\":{\"background_color\":\"globals\\\/colors?id=53a0e3b4\"}},\"elements\":[{\"id\":\"6fe2e87\",\"elType\":\"widget\",\"settings\":{\"editor\":\"\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"c79abc9\"}],\"__globals__\":{\"text_color\":\"globals\\\/colors?id=301c96da\"}},\"elements\":[],\"widgetType\":\"text-editor\"}],\"isInner\":false},{\"id\":\"266b5bf\",\"elType\":\"container\",\"settings\":{\"flex_direction\":\"column\",\"background_background\":\"classic\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"f43b936\"}],\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40},\"_id\":\"a970f83\"},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20},\"_id\":\"8cc9552\"}],\"__globals__\":{\"background_color\":\"globals\\\/colors?id=53a0e3b4\"}},\"elements\":[{\"id\":\"8c845e5\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<p>Avant d\\u2019aborder les risques, les audits ou les exigences r\\u00e9glementaires, il est essentiel de ma\\u00eetriser les principes qui structurent la gouvernance de l\\u2019IA.<\\\/p>\",\"align\":\"center\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"c79abc9\"}],\"__globals__\":{\"text_color\":\"globals\\\/colors?id=301c96da\"}},\"elements\":[],\"widgetType\":\"text-editor\"}],\"isInner\":false},{\"id\":\"e4a9bbe\",\"elType\":\"container\",\"settings\":{\"flex_direction\":\"column\",\"background_background\":\"classic\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"7c8ad71\"}],\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40},\"_id\":\"c29957b\"},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20},\"_id\":\"3dd90bf\"}],\"__globals__\":{\"background_color\":\"globals\\\/colors?id=53a0e3b4\"}},\"elements\":[{\"id\":\"70bfcc2\",\"elType\":\"container\",\"settings\":{\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40},\"_id\":\"2c04245\"},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20},\"_id\":\"b78307e\"}],\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"3c7329b\",\"display_condition_date\":\"30-06-2026\",\"display_condition_date_range\":\"30-06-2026 to 02-07-2026\",\"display_condition_advanced_date\":\"30-06-2026\"}],\"content_width\":\"full\"},\"elements\":[{\"id\":\"211a321\",\"elType\":\"widget\",\"settings\":{\"advanced_accordion\":[{\"accordion_title\":\"Gouvernance de l'IA\",\"accordion_icon\":{\"value\":\"fas fa-desktop\",\"library\":\"solid\"},\"accordion_content\":\"<p>La gouvernance de l\\u2019IA d\\u00e9signe l\\u2019ensemble des cadres, pratiques, processus et responsabilit\\u00e9s mis en place \\u00e0 l\\u2019\\u00e9chelle d\\u2019une organisation pour encadrer la conception, le d\\u00e9ploiement, l\\u2019utilisation et la supervision des syst\\u00e8mes d\\u2019IA.<\\\/p><p>Elle vise \\u00e0 garantir un d\\u00e9veloppement responsable et \\u00e9thique, \\u00e0 ma\\u00eetriser les risques associ\\u00e9s et \\u00e0 assurer la conformit\\u00e9 avec les exigences l\\u00e9gales, r\\u00e9glementaires et internes applicables.<\\\/p>\",\"_id\":\"57063e5\"},{\"accordion_title\":\"Responsabilit\\u00e9 \\\/ Redevabilit\\u00e9\",\"accordion_icon\":{\"value\":\"fas fa-desktop\",\"library\":\"solid\"},\"accordion_content\":\"<p class=\\\"isSelectedEnd\\\">Obligation pour les d\\u00e9veloppeurs, d\\u00e9ployeurs et distributeurs d\\u2019un syst\\u00e8me d\\u2019IA de s\\u2019assurer que celui-ci fonctionne de mani\\u00e8re \\u00e9thique, \\u00e9quitable, transparente et conforme aux r\\u00e8gles applicables.<\\\/p><p class=\\\"isSelectedEnd\\\">La responsabilit\\u00e9 implique que les actions, d\\u00e9cisions et r\\u00e9sultats d\\u2019un syst\\u00e8me d\\u2019IA puissent \\u00eatre document\\u00e9s, expliqu\\u00e9s et, lorsque cela est n\\u00e9cessaire, retrac\\u00e9s jusqu\\u2019aux acteurs ou entit\\u00e9s concern\\u00e9s.<\\\/p><p>Dans le domaine de la protection des donn\\u00e9es, elle suppose \\u00e9galement la mise en place de mesures techniques et organisationnelles appropri\\u00e9es permettant de d\\u00e9montrer la conformit\\u00e9 avec les r\\u00e9glementations en vigueur, notamment le RGPD.<\\\/p>\",\"_id\":\"b2245e6\"},{\"accordion_title\":\"Transparence\",\"accordion_icon\":{\"value\":\"fab fa-telegram-plane\",\"library\":\"brands\"},\"accordion_content\":\"<p><strong>Transparence<\\\/strong><\\\/p><p>Principe selon lequel le fonctionnement, les finalit\\u00e9s, les limites et les conditions d\\u2019utilisation d\\u2019un syst\\u00e8me d\\u2019IA doivent \\u00eatre compr\\u00e9hensibles et accessibles aux parties prenantes concern\\u00e9es.<\\\/p><p>La transparence peut porter sur les informations disponibles \\u00e0 propos du syst\\u00e8me, sa documentation technique et non technique, les donn\\u00e9es utilis\\u00e9es, les crit\\u00e8res influen\\u00e7ant ses r\\u00e9sultats, ou encore l\\u2019accessibilit\\u00e9 du code source dans un contexte open source.<\\\/p><p>Dans le cadre de la protection des donn\\u00e9es, elle implique de fournir aux personnes concern\\u00e9es des informations claires, concises, intelligibles et facilement accessibles sur le traitement de leurs donn\\u00e9es.<\\\/p>\",\"_id\":\"3bb81eb\"},{\"accordion_title\":\"\\u00c9quit\\u00e9 \",\"accordion_icon\":{\"value\":\"fas fa-layer-group\",\"library\":\"solid\"},\"accordion_content\":\"<p class=\\\"isSelectedEnd\\\">Principe selon lequel un syst\\u00e8me d\\u2019IA doit produire des r\\u00e9sultats justes, coh\\u00e9rents et non discriminatoires pour les individus ou groupes concern\\u00e9s.<\\\/p><p class=\\\"isSelectedEnd\\\">L\\u2019\\u00e9quit\\u00e9 implique d\\u2019identifier, de mesurer et de limiter les biais susceptibles d\\u2019entra\\u00eener un traitement d\\u00e9favorable fond\\u00e9 sur des caract\\u00e9ristiques sensibles ou prot\\u00e9g\\u00e9es, telles que l\\u2019origine, le genre, l\\u2019\\u00e2ge, la religion, l\\u2019\\u00e9tat de sant\\u00e9 ou toute autre situation pouvant conduire \\u00e0 une discrimination.<\\\/p><p>Dans le cadre de la protection des donn\\u00e9es, cette notion se rapproche du principe de loyaut\\u00e9 du RGPD, qui exige que les traitements soient r\\u00e9alis\\u00e9s de mani\\u00e8re honn\\u00eate, pr\\u00e9visible et compr\\u00e9hensible pour les personnes concern\\u00e9es.<\\\/p>\",\"_id\":\"a34e671\"},{\"accordion_title\":\"Explicabilit\\u00e9\",\"accordion_icon\":{\"value\":\"fas fa-layer-group\",\"library\":\"solid\"},\"accordion_content\":\"<p class=\\\"isSelectedEnd\\\">Capacit\\u00e9 d\\u2019un syst\\u00e8me d\\u2019IA \\u00e0 fournir des explications compr\\u00e9hensibles sur les r\\u00e9sultats, d\\u00e9cisions ou recommandations qu\\u2019il produit.<\\\/p><p class=\\\"isSelectedEnd\\\">L\\u2019explicabilit\\u00e9 vise \\u00e0 permettre aux utilisateurs, aux \\u00e9quipes m\\u00e9tiers, aux auditeurs ou aux autorit\\u00e9s de comprendre les principaux facteurs ayant influenc\\u00e9 le r\\u00e9sultat d\\u2019un syst\\u00e8me d\\u2019IA, sans n\\u00e9cessairement exposer toute sa complexit\\u00e9 technique.<\\\/p><p>Elle est particuli\\u00e8rement importante lorsque les d\\u00e9cisions produites par l\\u2019IA peuvent avoir un impact sur les droits, les opportunit\\u00e9s, la s\\u00e9curit\\u00e9 ou le bien-\\u00eatre des personnes.<\\\/p>\",\"_id\":\"e779580\"},{\"accordion_title\":\"Interpr\\u00e9tabilit\\u00e9\",\"accordion_icon\":{\"value\":\"fas fa-layer-group\",\"library\":\"solid\"},\"accordion_content\":\"<p class=\\\"isSelectedEnd\\\">Capacit\\u00e9 \\u00e0 comprendre le fonctionnement interne d\\u2019un mod\\u00e8le d\\u2019IA et les principaux facteurs qui influencent ses r\\u00e9sultats.<\\\/p><p class=\\\"isSelectedEnd\\\">Contrairement \\u00e0 l\\u2019explicabilit\\u00e9, qui vise souvent \\u00e0 fournir une explication apr\\u00e8s une d\\u00e9cision, l\\u2019interpr\\u00e9tabilit\\u00e9 repose sur des mod\\u00e8les ou des m\\u00e9thodes dont la structure facilite directement la compr\\u00e9hension par l\\u2019humain.<\\\/p><p>Elle est particuli\\u00e8rement importante dans les contextes sensibles, lorsque les r\\u00e9sultats d\\u2019un syst\\u00e8me d\\u2019IA doivent pouvoir \\u00eatre analys\\u00e9s, v\\u00e9rifi\\u00e9s ou justifi\\u00e9s par des experts.<\\\/p>\",\"_id\":\"282ece1\"},{\"accordion_title\":\"IA digne de confiance\",\"accordion_icon\":{\"value\":\"fas fa-layer-group\",\"library\":\"solid\"},\"accordion_content\":\"<p class=\\\"isSelectedEnd\\\">Approche de d\\u00e9veloppement, de d\\u00e9ploiement et de gouvernance de l\\u2019IA visant \\u00e0 garantir que les syst\\u00e8mes d\\u2019IA soient s\\u00fbrs, robustes, transparents, explicables, responsables, respectueux de la vie priv\\u00e9e et non discriminatoires.<\\\/p><p class=\\\"isSelectedEnd\\\">L\\u2019IA digne de confiance repose sur une combinaison de principes techniques, \\u00e9thiques, organisationnels et juridiques permettant de limiter les risques, de prot\\u00e9ger les personnes concern\\u00e9es et de favoriser une utilisation responsable de l\\u2019IA.<\\\/p><p>Cette notion est proche de celles d\\u2019IA responsable et d\\u2019IA \\u00e9thique, mais elle insiste particuli\\u00e8rement sur la fiabilit\\u00e9, la s\\u00e9curit\\u00e9, la conformit\\u00e9 et la confiance que les parties prenantes peuvent accorder au syst\\u00e8me.<\\\/p>\",\"_id\":\"cfc8f35\"},{\"accordion_title\":\"IA centr\\u00e9e sur l'humain\",\"accordion_icon\":{\"value\":\"fas fa-layer-group\",\"library\":\"solid\"},\"accordion_content\":\"<p class=\\\"isSelectedEnd\\\">Approche de conception, de d\\u00e9veloppement et de d\\u00e9ploiement de l\\u2019IA qui place le bien-\\u00eatre humain, l\\u2019autonomie, les droits, les valeurs et les besoins des individus au c\\u0153ur du syst\\u00e8me.<\\\/p><p class=\\\"isSelectedEnd\\\">L\\u2019objectif est de d\\u00e9velopper des syst\\u00e8mes d\\u2019IA qui soutiennent, amplifient ou augmentent les capacit\\u00e9s humaines, plut\\u00f4t que de remplacer enti\\u00e8rement le jugement, la responsabilit\\u00e9 ou l\\u2019intervention humaine.<\\\/p><p>Cette approche implique une attention particuli\\u00e8re \\u00e0 la s\\u00e9curit\\u00e9, \\u00e0 l\\u2019accessibilit\\u00e9, \\u00e0 la supervision humaine, \\u00e0 la protection des droits fondamentaux et aux impacts sociaux des syst\\u00e8mes d\\u2019IA.<\\\/p>\",\"_id\":\"78ff2d6\"},{\"accordion_title\":\"Autonomie\",\"accordion_icon\":{\"value\":\"fas fa-layer-group\",\"library\":\"solid\"},\"accordion_content\":\"<p><strong>Autonomie<\\\/strong><\\\/p><p>Capacit\\u00e9 d\\u2019un syst\\u00e8me d\\u2019IA \\u00e0 fonctionner, prendre des d\\u00e9cisions ou ex\\u00e9cuter certaines actions avec un degr\\u00e9 limit\\u00e9 d\\u2019intervention humaine directe.<\\\/p><p>L\\u2019autonomie peut varier selon les syst\\u00e8mes : certains assistent simplement l\\u2019humain dans une t\\u00e2che, tandis que d\\u2019autres peuvent agir de mani\\u00e8re plus ind\\u00e9pendante dans un cadre pr\\u00e9d\\u00e9fini.<\\\/p><p>Dans une perspective de gouvernance, l\\u2019autonomie doit \\u00eatre encadr\\u00e9e par des m\\u00e9canismes de supervision, de contr\\u00f4le, de tra\\u00e7abilit\\u00e9 et, lorsque n\\u00e9cessaire, d\\u2019intervention humaine.<\\\/p>\",\"_id\":\"f9318be\"}],\"show_acc_search\":\"\",\"acc_search_placeholder\":\"Search...\",\"input_typography_typography\":\"custom\",\"input_typography_font_family\":\"Ubuntu\",\"input_typography_font_weight\":\"normal\",\"tab_typography_font_family\":\"Ubuntu\",\"tab_typography_font_weight\":\"600\",\"icon_box_color\":\"#4054B2\",\"tab_main_icon_size\":{\"unit\":\"px\",\"size\":0,\"sizes\":[]},\"tab_toggle_icon_size\":{\"unit\":\"px\",\"size\":0,\"sizes\":[]},\"__globals__\":{\"icon_box_color\":\"globals\\\/colors?id=7098e6d5\",\"tab_color\":\"globals\\\/colors?id=7098e6d5\",\"content_color\":\"globals\\\/colors?id=accent\"},\"accordion_title\":\"Pourquoi r\\u00e9aliser un diagnostic avant un projet d'IA ?\",\"accordion_content\":\"<p class=\\\"isSelectedEnd\\\">Un projet d'IA ne repose pas uniquement sur la technologie. Il d\\u00e9pend aussi de la qualit\\u00e9 de vos donn\\u00e9es, de vos processus, de votre gouvernance et de la clart\\u00e9 des responsabilit\\u00e9s.<\\\/p><p>Le diagnostic permet d'identifier les points de fragilit\\u00e9 susceptibles de compromettre vos initiatives, de prioriser les actions \\u00e0 mener et de construire des bases solides avant tout investissement ou d\\u00e9ploiement d'une solution d'IA.<\\\/p>\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"9cc9196\",\"display_condition_date\":\"30-06-2026\",\"display_condition_date_range\":\"30-06-2026 to 02-07-2026\",\"display_condition_advanced_date\":\"30-06-2026\"}],\"accordion_title_tag\":\"h5\",\"accordion_title_icon_box_width\":{\"unit\":\"px\",\"size\":8,\"sizes\":[]}},\"elements\":[],\"widgetType\":\"wpr-advanced-accordion\"}],\"isInner\":true}],\"isInner\":false},{\"id\":\"608b438\",\"elType\":\"container\",\"settings\":{\"flex_direction\":\"column\",\"background_background\":\"classic\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"f43b936\"}],\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40},\"_id\":\"a970f83\"},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20},\"_id\":\"8cc9552\"}],\"__globals__\":{\"background_color\":\"globals\\\/colors?id=53a0e3b4\"}},\"elements\":[{\"id\":\"7c72b9b\",\"elType\":\"widget\",\"settings\":{\"editor\":\"\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"c79abc9\"}],\"__globals__\":{\"text_color\":\"globals\\\/colors?id=301c96da\"}},\"elements\":[],\"widgetType\":\"text-editor\"}],\"isInner\":false},{\"id\":\"b4622ce\",\"elType\":\"container\",\"settings\":{\"flex_direction\":\"column\",\"background_background\":\"classic\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"a41a79e\"}],\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40},\"_id\":\"cc1c908\"},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20},\"_id\":\"7637086\"}],\"__globals__\":{\"background_color\":\"globals\\\/colors?id=53a0e3b4\"}},\"elements\":[{\"id\":\"cde439f\",\"elType\":\"widget\",\"settings\":{\"title\":\"2. Les principaux risques techniques \\u00e0 conna\\u00eetre\",\"header_size\":\"h3\",\"align\":\"center\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"8d52695\"}],\"__globals__\":{\"title_color\":\"globals\\\/colors?id=7098e6d5\"}},\"elements\":[],\"widgetType\":\"heading\"}],\"isInner\":false},{\"id\":\"c9d8185\",\"elType\":\"container\",\"settings\":{\"flex_direction\":\"column\",\"background_background\":\"classic\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"f43b936\"}],\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40},\"_id\":\"a970f83\"},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20},\"_id\":\"8cc9552\"}],\"__globals__\":{\"background_color\":\"globals\\\/colors?id=53a0e3b4\"}},\"elements\":[{\"id\":\"28a477c\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<p class=\\\"isSelectedEnd\\\">La gouvernance de l\\u2019IA suppose d\\u2019identifier les risques d\\u00e8s la conception du syst\\u00e8me, puis de les suivre tout au long de son cycle de vie.<\\\/p><h3>\\u00a0<\\\/h3>\",\"align\":\"center\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"c79abc9\"}],\"__globals__\":{\"text_color\":\"globals\\\/colors?id=301c96da\"}},\"elements\":[],\"widgetType\":\"text-editor\"}],\"isInner\":false},{\"id\":\"bb6d1b0\",\"elType\":\"container\",\"settings\":{\"flex_direction\":\"column\",\"background_background\":\"classic\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"7c8ad71\"}],\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40},\"_id\":\"c29957b\"},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20},\"_id\":\"3dd90bf\"}],\"__globals__\":{\"background_color\":\"globals\\\/colors?id=53a0e3b4\"}},\"elements\":[{\"id\":\"86d7aa0\",\"elType\":\"container\",\"settings\":{\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40},\"_id\":\"2c04245\"},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20},\"_id\":\"b78307e\"}],\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"3c7329b\",\"display_condition_date\":\"30-06-2026\",\"display_condition_date_range\":\"30-06-2026 to 02-07-2026\",\"display_condition_advanced_date\":\"30-06-2026\"}],\"content_width\":\"full\"},\"elements\":[{\"id\":\"0597b59\",\"elType\":\"widget\",\"settings\":{\"advanced_accordion\":[{\"accordion_title\":\"Biais\",\"accordion_icon\":{\"value\":\"fas fa-desktop\",\"library\":\"solid\"},\"accordion_content\":\"<p class=\\\"isSelectedEnd\\\">Erreur syst\\u00e9matique pouvant conduire un syst\\u00e8me d\\u2019IA \\u00e0 produire des r\\u00e9sultats injustes, inexacts ou discriminatoires.<\\\/p><p class=\\\"isSelectedEnd\\\">Un biais peut provenir des donn\\u00e9es d\\u2019entra\\u00eenement, des hypoth\\u00e8ses du mod\\u00e8le, des choix de conception, ou encore de biais cognitifs et soci\\u00e9taux pr\\u00e9sents dans les donn\\u00e9es utilis\\u00e9es.<\\\/p><p>Ces biais peuvent affecter les droits des personnes concern\\u00e9es, renforcer des in\\u00e9galit\\u00e9s existantes et constituer un risque \\u00e9thique, op\\u00e9rationnel et r\\u00e9glementaire majeur, notamment dans le cadre du R\\u00e8glement europ\\u00e9en sur l\\u2019IA.<\\\/p>\",\"_id\":\"57063e5\"},{\"accordion_title\":\"Hallucinations\",\"accordion_icon\":{\"value\":\"fas fa-desktop\",\"library\":\"solid\"},\"accordion_content\":\"<p class=\\\"isSelectedEnd\\\">Les hallucinations d\\u00e9signent les situations dans lesquelles un mod\\u00e8le d\\u2019IA g\\u00e9n\\u00e9rative produit des r\\u00e9sultats apparemment plausibles, mais factuellement incorrects, invent\\u00e9s ou non v\\u00e9rifi\\u00e9s.<\\\/p><p class=\\\"isSelectedEnd\\\">Ce ph\\u00e9nom\\u00e8ne, parfois appel\\u00e9 confabulation, est particuli\\u00e8rement critique dans les contextes o\\u00f9 la fiabilit\\u00e9 de l\\u2019information est essentielle, notamment dans les secteurs m\\u00e9dical, juridique, financier ou r\\u00e9glementaire.<\\\/p><p>Dans une perspective de gouvernance, les hallucinations doivent \\u00eatre anticip\\u00e9es par des m\\u00e9canismes de v\\u00e9rification, de supervision humaine, de documentation des limites du syst\\u00e8me et de contr\\u00f4le des usages \\u00e0 risque.<\\\/p>\",\"_id\":\"b2245e6\"},{\"accordion_title\":\"Attaque adversariale\",\"accordion_icon\":{\"value\":\"fab fa-telegram-plane\",\"library\":\"brands\"},\"accordion_content\":\"<p class=\\\"isSelectedEnd\\\">Une attaque adversariale est une technique visant \\u00e0 manipuler les donn\\u00e9es d\\u2019entr\\u00e9e d\\u2019un mod\\u00e8le d\\u2019IA afin de provoquer une erreur, un contournement ou un comportement incorrect.<\\\/p><p class=\\\"isSelectedEnd\\\">Elle peut par exemple consister \\u00e0 modifier subtilement une image, un texte, un signal ou une donn\\u00e9e utilis\\u00e9e par le syst\\u00e8me, de mani\\u00e8re \\u00e0 induire le mod\\u00e8le en erreur.<\\\/p><p class=\\\"isSelectedEnd\\\">Ces attaques repr\\u00e9sentent un risque de s\\u00e9curit\\u00e9 important, notamment pour les syst\\u00e8mes d\\u2019IA utilis\\u00e9s dans des contextes sensibles comme les v\\u00e9hicules autonomes, la cybers\\u00e9curit\\u00e9, la sant\\u00e9, la finance ou le contr\\u00f4le d\\u2019acc\\u00e8s.<\\\/p><p>Dans une perspective de gouvernance, elles doivent \\u00eatre anticip\\u00e9es par des tests de robustesse, une surveillance continue des performances, des m\\u00e9canismes de d\\u00e9tection et des mesures de s\\u00e9curit\\u00e9 adapt\\u00e9es.<\\\/p>\",\"_id\":\"3bb81eb\"},{\"accordion_title\":\"Responsabilit\\u00e9\",\"accordion_icon\":{\"value\":\"fas fa-layer-group\",\"library\":\"solid\"},\"accordion_content\":\"<p class=\\\"isSelectedEnd\\\">La responsabilit\\u00e9 en mati\\u00e8re d\\u2019IA d\\u00e9signe l\\u2019obligation d\\u2019identifier les acteurs responsables de la conception, du d\\u00e9ploiement, de l\\u2019utilisation et de la supervision d\\u2019un syst\\u00e8me d\\u2019IA.<\\\/p><p class=\\\"isSelectedEnd\\\">Elle implique que les d\\u00e9cisions, actions et r\\u00e9sultats produits par un syst\\u00e8me d\\u2019IA puissent \\u00eatre document\\u00e9s, expliqu\\u00e9s et, lorsque n\\u00e9cessaire, retrac\\u00e9s jusqu\\u2019aux personnes, \\u00e9quipes ou organisations concern\\u00e9es.<\\\/p><p>Dans une perspective de gouvernance, la responsabilit\\u00e9 permet de clarifier qui doit r\\u00e9pondre des risques, des erreurs, des biais, des dommages \\u00e9ventuels et du respect des exigences \\u00e9thiques, r\\u00e9glementaires et organisationnelles.<\\\/p>\",\"_id\":\"a34e671\"},{\"accordion_title\":\"Empoisonnement des donn\\u00e9es (Data Poisoning)\",\"accordion_icon\":{\"value\":\"fas fa-layer-group\",\"library\":\"solid\"},\"accordion_content\":\"<p class=\\\"isSelectedEnd\\\">L\\u2019empoisonnement des donn\\u00e9es est une attaque visant \\u00e0 introduire des donn\\u00e9es fausses, biais\\u00e9es ou manipul\\u00e9es dans les jeux de donn\\u00e9es utilis\\u00e9s pour entra\\u00eener, ajuster ou mettre \\u00e0 jour un mod\\u00e8le d\\u2019IA.<\\\/p><p class=\\\"isSelectedEnd\\\">L\\u2019objectif est de corrompre le processus d\\u2019apprentissage afin d\\u2019influencer le comportement du mod\\u00e8le et de produire des r\\u00e9sultats incorrects, trompeurs, discriminatoires ou dangereux.<\\\/p><p>Dans une perspective de gouvernance, ce risque doit \\u00eatre anticip\\u00e9 par des contr\\u00f4les de qualit\\u00e9 des donn\\u00e9es, une tra\\u00e7abilit\\u00e9 des sources, des m\\u00e9canismes de validation et une surveillance continue des performances du mod\\u00e8le.<\\\/p>\",\"_id\":\"e779580\"},{\"accordion_title\":\"D\\u00e9rive des donn\\u00e9es (Data Drift)\",\"accordion_icon\":{\"value\":\"fas fa-layer-group\",\"library\":\"solid\"},\"accordion_content\":\"<p class=\\\"isSelectedEnd\\\">La d\\u00e9rive des donn\\u00e9es survient lorsque les donn\\u00e9es utilis\\u00e9es en entr\\u00e9e d\\u2019un syst\\u00e8me d\\u2019IA \\u00e9voluent dans le temps au point de ne plus correspondre statistiquement aux donn\\u00e9es sur lesquelles le mod\\u00e8le a \\u00e9t\\u00e9 entra\\u00een\\u00e9.<\\\/p><p class=\\\"isSelectedEnd\\\">Ce ph\\u00e9nom\\u00e8ne peut entra\\u00eener une d\\u00e9gradation des performances, des r\\u00e9sultats moins fiables ou des d\\u00e9cisions erron\\u00e9es.<\\\/p><p>Dans une perspective de gouvernance, la d\\u00e9rive des donn\\u00e9es doit \\u00eatre surveill\\u00e9e tout au long du cycle de vie du syst\\u00e8me afin de d\\u00e9tecter les changements significatifs, r\\u00e9\\u00e9valuer les performances du mod\\u00e8le et, si n\\u00e9cessaire, proc\\u00e9der \\u00e0 son ajustement ou \\u00e0 son r\\u00e9entra\\u00eenement.<\\\/p>\",\"_id\":\"282ece1\"},{\"accordion_title\":\"Deepfakes et d\\u00e9sinformation\",\"accordion_icon\":{\"value\":\"fas fa-layer-group\",\"library\":\"solid\"},\"accordion_content\":\"<p class=\\\"isSelectedEnd\\\">Les deepfakes sont des contenus audio, vid\\u00e9o ou visuels alt\\u00e9r\\u00e9s ou g\\u00e9n\\u00e9r\\u00e9s par l\\u2019IA, souvent de mani\\u00e8re tr\\u00e8s r\\u00e9aliste.<\\\/p><p class=\\\"isSelectedEnd\\\">Ils peuvent \\u00eatre utilis\\u00e9s pour cr\\u00e9er de faux discours, de fausses images, de fausses vid\\u00e9os ou de fausses preuves, avec un risque important de manipulation, d\\u2019atteinte \\u00e0 la r\\u00e9putation, de fraude ou de diffusion de d\\u00e9sinformation.<\\\/p><p class=\\\"isSelectedEnd\\\">La d\\u00e9sinformation d\\u00e9signe la diffusion intentionnelle de contenus faux ou trompeurs. \\u00c0 l\\u2019inverse, la m\\u00e9sinformation d\\u00e9signe la diffusion de contenus inexacts ou trompeurs sans intention d\\u00e9lib\\u00e9r\\u00e9e de nuire.<\\\/p><p>Dans une perspective de gouvernance, ces risques doivent \\u00eatre anticip\\u00e9s par des m\\u00e9canismes de v\\u00e9rification, de tra\\u00e7abilit\\u00e9, de d\\u00e9tection des contenus g\\u00e9n\\u00e9r\\u00e9s par IA et de sensibilisation des utilisateurs.<\\\/p>\",\"_id\":\"cfc8f35\"}],\"show_acc_search\":\"\",\"acc_search_placeholder\":\"Search...\",\"input_typography_typography\":\"custom\",\"input_typography_font_family\":\"Ubuntu\",\"input_typography_font_weight\":\"normal\",\"tab_typography_font_family\":\"Ubuntu\",\"tab_typography_font_weight\":\"600\",\"icon_box_color\":\"#4054B2\",\"tab_main_icon_size\":{\"unit\":\"px\",\"size\":0,\"sizes\":[]},\"tab_toggle_icon_size\":{\"unit\":\"px\",\"size\":0,\"sizes\":[]},\"__globals__\":{\"icon_box_color\":\"globals\\\/colors?id=7098e6d5\",\"tab_color\":\"globals\\\/colors?id=7098e6d5\"},\"accordion_title\":\"Audit IA\",\"accordion_content\":\"<p>Examen syst\\u00e9matique d'un syst\\u00e8me d'IA ou d'un portefeuille de syst\\u00e8mes d'IA pour s'assurer qu'il fonctionne comme pr\\u00e9vu et qu'il est conforme aux lois, r\\u00e9glementations et normes applicables. Un audit IA peut permettre d'identifier et de cartographier des risques impr\\u00e9vus lors des phases d'\\u00e9valuation d'impact et de d\\u00e9veloppement.<\\\/p>\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"9cc9196\",\"display_condition_date\":\"30-06-2026\",\"display_condition_date_range\":\"30-06-2026 to 02-07-2026\",\"display_condition_advanced_date\":\"30-06-2026\"}],\"accordion_title_icon_box_width\":{\"unit\":\"px\",\"size\":8,\"sizes\":[]}},\"elements\":[],\"widgetType\":\"wpr-advanced-accordion\"}],\"isInner\":true}],\"isInner\":false},{\"id\":\"8734702\",\"elType\":\"container\",\"settings\":{\"flex_direction\":\"column\",\"background_background\":\"classic\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"f43b936\"}],\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40},\"_id\":\"a970f83\"},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20},\"_id\":\"8cc9552\"}],\"__globals__\":{\"background_color\":\"globals\\\/colors?id=53a0e3b4\"}},\"elements\":[{\"id\":\"0e18a1b\",\"elType\":\"widget\",\"settings\":{\"editor\":\"\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"c79abc9\"}],\"__globals__\":{\"text_color\":\"globals\\\/colors?id=301c96da\"}},\"elements\":[],\"widgetType\":\"text-editor\"}],\"isInner\":false},{\"id\":\"42387c7\",\"elType\":\"container\",\"settings\":{\"flex_direction\":\"column\",\"background_background\":\"classic\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"a41a79e\"}],\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40},\"_id\":\"cc1c908\"},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20},\"_id\":\"7637086\"}],\"__globals__\":{\"background_color\":\"globals\\\/colors?id=53a0e3b4\"}},\"elements\":[{\"id\":\"9672f0a\",\"elType\":\"widget\",\"settings\":{\"title\":\"3. Les outils d\\u2019\\u00e9valuation et d\\u2019audit des syst\\u00e8mes d\\u2019IA\",\"header_size\":\"h3\",\"align\":\"center\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"8d52695\"}],\"__globals__\":{\"title_color\":\"globals\\\/colors?id=7098e6d5\"}},\"elements\":[],\"widgetType\":\"heading\"}],\"isInner\":false},{\"id\":\"300881b\",\"elType\":\"container\",\"settings\":{\"flex_direction\":\"column\",\"background_background\":\"classic\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"f43b936\"}],\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40},\"_id\":\"a970f83\"},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20},\"_id\":\"8cc9552\"}],\"__globals__\":{\"background_color\":\"globals\\\/colors?id=53a0e3b4\"}},\"elements\":[{\"id\":\"47c879c\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<p>Les outils de gouvernance permettent de documenter, contr\\u00f4ler et am\\u00e9liorer les syst\\u00e8mes d\\u2019IA avant et apr\\u00e8s leur mise en production.<\\\/p>\",\"align\":\"center\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"c79abc9\"}],\"__globals__\":{\"text_color\":\"globals\\\/colors?id=301c96da\"}},\"elements\":[],\"widgetType\":\"text-editor\"}],\"isInner\":false},{\"id\":\"ed45105\",\"elType\":\"container\",\"settings\":{\"flex_direction\":\"column\",\"background_background\":\"classic\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"7c8ad71\"}],\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40},\"_id\":\"c29957b\"},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20},\"_id\":\"3dd90bf\"}],\"__globals__\":{\"background_color\":\"globals\\\/colors?id=53a0e3b4\"}},\"elements\":[{\"id\":\"3092aab\",\"elType\":\"container\",\"settings\":{\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40},\"_id\":\"2c04245\"},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20},\"_id\":\"b78307e\"}],\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"3c7329b\",\"display_condition_date\":\"30-06-2026\",\"display_condition_date_range\":\"30-06-2026 to 02-07-2026\",\"display_condition_advanced_date\":\"30-06-2026\"}],\"content_width\":\"full\"},\"elements\":[{\"id\":\"f138e76\",\"elType\":\"widget\",\"settings\":{\"advanced_accordion\":[{\"accordion_title\":\"Audit de l'IA (AI Audit)\",\"accordion_icon\":{\"value\":\"fas fa-desktop\",\"library\":\"solid\"},\"accordion_content\":\"<p class=\\\"isSelectedEnd\\\">Un audit de l\\u2019IA est une \\u00e9valuation syst\\u00e9matique d\\u2019un syst\\u00e8me d\\u2019IA, ou d\\u2019un portefeuille de syst\\u00e8mes d\\u2019IA, visant \\u00e0 v\\u00e9rifier son fonctionnement, sa performance, sa conformit\\u00e9 et sa ma\\u00eetrise des risques.<\\\/p><p class=\\\"isSelectedEnd\\\">Il permet d\\u2019examiner si le syst\\u00e8me fonctionne comme pr\\u00e9vu, respecte les lois, r\\u00e9glementations, normes et politiques internes applicables, et dispose d\\u2019une documentation suffisante pour \\u00eatre compris, contr\\u00f4l\\u00e9 et supervis\\u00e9.<\\\/p><p>L\\u2019audit de l\\u2019IA peut \\u00e9galement identifier des risques non d\\u00e9tect\\u00e9s lors des phases de conception ou de d\\u00e9veloppement, notamment en mati\\u00e8re de biais, de s\\u00e9curit\\u00e9, de transparence, de robustesse ou d\\u2019impact sur les droits des personnes.<\\\/p>\",\"_id\":\"57063e5\"},{\"accordion_title\":\"Assurance IA\",\"accordion_icon\":{\"value\":\"fas fa-desktop\",\"library\":\"solid\"},\"accordion_content\":\"<p class=\\\"isSelectedEnd\\\">L\\u2019assurance IA d\\u00e9signe l\\u2019ensemble des cadres, politiques, processus et contr\\u00f4les permettant d\\u2019\\u00e9valuer, de d\\u00e9montrer et de renforcer la s\\u00e9curit\\u00e9, la fiabilit\\u00e9 et la conformit\\u00e9 des syst\\u00e8mes d\\u2019IA.<\\\/p><p class=\\\"isSelectedEnd\\\">Elle vise \\u00e0 apporter un niveau de confiance raisonnable dans le fait qu\\u2019un syst\\u00e8me d\\u2019IA fonctionne comme pr\\u00e9vu, que ses risques sont ma\\u00eetris\\u00e9s et qu\\u2019il respecte les exigences applicables.<\\\/p><p>Les dispositifs d\\u2019assurance IA peuvent inclure des \\u00e9valuations de conformit\\u00e9, des \\u00e9valuations d\\u2019impact, des audits, des certifications, des tests de robustesse, des contr\\u00f4les documentaires et des m\\u00e9canismes de suivi continu.<\\\/p>\",\"_id\":\"b2245e6\"},{\"accordion_title\":\"\\u00c9valuation de l'impact de l'IA \",\"accordion_icon\":{\"value\":\"fab fa-telegram-plane\",\"library\":\"brands\"},\"accordion_content\":\"<p class=\\\"isSelectedEnd\\\">L\\u2019\\u00e9valuation d\\u2019impact de l\\u2019IA est un processus d\\u2019analyse visant \\u00e0 identifier, comprendre, \\u00e9valuer et att\\u00e9nuer les effets potentiels d\\u2019un syst\\u00e8me d\\u2019IA sur les individus, l\\u2019organisation et la soci\\u00e9t\\u00e9.<\\\/p><p class=\\\"isSelectedEnd\\\">Elle peut couvrir les implications \\u00e9thiques, juridiques, \\u00e9conomiques, sociales, organisationnelles et op\\u00e9rationnelles du syst\\u00e8me, notamment en mati\\u00e8re de droits fondamentaux, de s\\u00e9curit\\u00e9, de non-discrimination, de transparence et de protection des donn\\u00e9es.<\\\/p><p>Elle se distingue de l\\u2019\\u00e9valuation des risques, qui se concentre davantage sur l\\u2019identification, la probabilit\\u00e9, la gravit\\u00e9 et les mesures de ma\\u00eetrise des risques associ\\u00e9s au syst\\u00e8me.<\\\/p>\",\"_id\":\"3bb81eb\"},{\"accordion_title\":\"\\u00c9valuation de la conformit\\u00e9\",\"accordion_icon\":{\"value\":\"fas fa-layer-group\",\"library\":\"solid\"},\"accordion_content\":\"<p class=\\\"isSelectedEnd\\\">L\\u2019\\u00e9valuation de la conformit\\u00e9 est une analyse visant \\u00e0 d\\u00e9terminer si un syst\\u00e8me d\\u2019IA respecte les exigences applicables avant sa mise sur le march\\u00e9, son d\\u00e9ploiement ou son utilisation.<\\\/p><p class=\\\"isSelectedEnd\\\">Elle peut \\u00eatre r\\u00e9alis\\u00e9e par l\\u2019organisation elle-m\\u00eame ou, dans certains cas, par une entit\\u00e9 ind\\u00e9pendante, selon le niveau de risque du syst\\u00e8me et les exigences r\\u00e9glementaires applicables.<\\\/p><p>Cette \\u00e9valuation peut porter notamment sur le syst\\u00e8me de gestion des risques, la gouvernance des donn\\u00e9es, la documentation technique, la tenue des registres, la transparence, la supervision humaine, la robustesse, la cybers\\u00e9curit\\u00e9 et le suivi post-d\\u00e9ploiement.<\\\/p>\",\"_id\":\"a34e671\"},{\"accordion_title\":\"Fiche mod\\u00e8le (Model Card)\",\"accordion_icon\":{\"value\":\"fas fa-layer-group\",\"library\":\"solid\"},\"accordion_content\":\"<p class=\\\"isSelectedEnd\\\">Une fiche mod\\u00e8le est un document synth\\u00e9tique qui d\\u00e9crit les principales caract\\u00e9ristiques d\\u2019un mod\\u00e8le d\\u2019IA, notamment son usage pr\\u00e9vu, ses donn\\u00e9es d\\u2019entra\\u00eenement, ses performances, ses limites, ses conditions d\\u2019utilisation et ses risques connus.<\\\/p><p class=\\\"isSelectedEnd\\\">Elle peut \\u00e9galement pr\\u00e9senter des m\\u00e9triques de performance et des r\\u00e9sultats d\\u2019\\u00e9valuation selon diff\\u00e9rents contextes, populations ou groupes concern\\u00e9s, afin d\\u2019identifier d\\u2019\\u00e9ventuelles variations de fiabilit\\u00e9, de pr\\u00e9cision ou d\\u2019\\u00e9quit\\u00e9.<\\\/p><p>Dans une perspective de gouvernance, la fiche mod\\u00e8le facilite la transparence, la documentation, l\\u2019auditabilit\\u00e9 et l\\u2019\\u00e9valuation des risques li\\u00e9s au mod\\u00e8le.<\\\/p>\",\"_id\":\"e779580\"},{\"accordion_title\":\"Fiche syst\\u00e8me (System Card)\",\"accordion_icon\":{\"value\":\"fas fa-layer-group\",\"library\":\"solid\"},\"accordion_content\":\"<p class=\\\"isSelectedEnd\\\">Une fiche syst\\u00e8me est un document synth\\u00e9tique qui d\\u00e9crit le fonctionnement global d\\u2019un syst\\u00e8me d\\u2019IA, au-del\\u00e0 du seul mod\\u00e8le utilis\\u00e9.<\\\/p><p class=\\\"isSelectedEnd\\\">Elle pr\\u00e9sente notamment la finalit\\u00e9 du syst\\u00e8me, ses composants, les mod\\u00e8les int\\u00e9gr\\u00e9s, les donn\\u00e9es utilis\\u00e9es, les utilisateurs concern\\u00e9s, les conditions d\\u2019utilisation, les limites connues, les contr\\u00f4les mis en place et les risques associ\\u00e9s.<\\\/p><p>Dans une perspective de gouvernance, la fiche syst\\u00e8me facilite la transparence, l\\u2019explicabilit\\u00e9, l\\u2019auditabilit\\u00e9 et la supervision du syst\\u00e8me d\\u2019IA dans son ensemble.<\\\/p>\",\"_id\":\"282ece1\"},{\"accordion_title\":\"Humain dans la boucle (Human in the Loop \\u2014 HITL)\",\"accordion_icon\":{\"value\":\"fas fa-layer-group\",\"library\":\"solid\"},\"accordion_content\":\"<p class=\\\"isSelectedEnd\\\">L\\u2019humain dans la boucle d\\u00e9signe une approche de conception dans laquelle une supervision, une intervention ou une validation humaine est int\\u00e9gr\\u00e9e au fonctionnement d\\u2019un syst\\u00e8me d\\u2019IA.<\\\/p><p class=\\\"isSelectedEnd\\\">Ce m\\u00e9canisme permet \\u00e0 une personne de contr\\u00f4ler, corriger, confirmer ou interrompre certaines d\\u00e9cisions ou actions produites par le syst\\u00e8me, notamment lorsque celles-ci peuvent avoir un impact significatif.<\\\/p><p>Dans une perspective de gouvernance, l\\u2019humain dans la boucle contribue \\u00e0 renforcer la responsabilit\\u00e9, la s\\u00e9curit\\u00e9, la ma\\u00eetrise des risques et la confiance dans les syst\\u00e8mes d\\u2019IA.<\\\/p>\",\"_id\":\"cfc8f35\"},{\"accordion_title\":\"Plan de secours \\\/ plan de repli\",\"accordion_icon\":{\"value\":\"fas fa-layer-group\",\"library\":\"solid\"},\"accordion_content\":\"<p class=\\\"isSelectedEnd\\\">Un plan de secours est un dispositif pr\\u00e9vu pour \\u00eatre activ\\u00e9 lorsqu\\u2019un syst\\u00e8me d\\u2019IA se comporte de mani\\u00e8re inattendue, d\\u00e9faillante ou dangereuse.<\\\/p><p class=\\\"isSelectedEnd\\\">Il peut pr\\u00e9voir l\\u2019arr\\u00eat temporaire du syst\\u00e8me, le basculement vers une proc\\u00e9dure manuelle, l\\u2019utilisation d\\u2019un syst\\u00e8me alternatif ou l\\u2019activation de m\\u00e9canismes de redondance technique.<\\\/p><p>Dans une perspective de gouvernance, le plan de secours contribue \\u00e0 renforcer la s\\u00e9curit\\u00e9, la robustesse, la continuit\\u00e9 d\\u2019activit\\u00e9 et la ma\\u00eetrise des risques li\\u00e9s aux syst\\u00e8mes d\\u2019IA.<\\\/p>\",\"_id\":\"78ff2d6\"}],\"show_acc_search\":\"\",\"acc_search_placeholder\":\"Search...\",\"input_typography_typography\":\"custom\",\"input_typography_font_family\":\"Ubuntu\",\"input_typography_font_weight\":\"normal\",\"tab_typography_font_family\":\"Ubuntu\",\"tab_typography_font_weight\":\"600\",\"icon_box_color\":\"#4054B2\",\"tab_main_icon_size\":{\"unit\":\"px\",\"size\":0,\"sizes\":[]},\"tab_toggle_icon_size\":{\"unit\":\"px\",\"size\":0,\"sizes\":[]},\"__globals__\":{\"icon_box_color\":\"globals\\\/colors?id=7098e6d5\",\"tab_color\":\"globals\\\/colors?id=7098e6d5\"},\"accordion_title\":\"Audit IA\",\"accordion_content\":\"<p>Examen syst\\u00e9matique d'un syst\\u00e8me d'IA ou d'un portefeuille de syst\\u00e8mes d'IA pour s'assurer qu'il fonctionne comme pr\\u00e9vu et qu'il est conforme aux lois, r\\u00e9glementations et normes applicables. Un audit IA peut permettre d'identifier et de cartographier des risques impr\\u00e9vus lors des phases d'\\u00e9valuation d'impact et de d\\u00e9veloppement.<\\\/p>\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"9cc9196\",\"display_condition_date\":\"30-06-2026\",\"display_condition_date_range\":\"30-06-2026 to 02-07-2026\",\"display_condition_advanced_date\":\"30-06-2026\"}],\"accordion_title_icon_box_width\":{\"unit\":\"px\",\"size\":8,\"sizes\":[]}},\"elements\":[],\"widgetType\":\"wpr-advanced-accordion\"}],\"isInner\":true}],\"isInner\":false},{\"id\":\"95dbb9e\",\"elType\":\"container\",\"settings\":{\"flex_direction\":\"column\",\"background_background\":\"classic\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"a41a79e\"}],\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40},\"_id\":\"cc1c908\"},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20},\"_id\":\"7637086\"}],\"__globals__\":{\"background_color\":\"globals\\\/colors?id=53a0e3b4\"}},\"elements\":[{\"id\":\"8a78dac\",\"elType\":\"widget\",\"settings\":{\"title\":\"4. Les fondements conceptuels de l\\u2019intelligence artificielle\",\"header_size\":\"h3\",\"align\":\"center\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"8d52695\"}],\"__globals__\":{\"title_color\":\"globals\\\/colors?id=7098e6d5\"}},\"elements\":[],\"widgetType\":\"heading\"}],\"isInner\":false},{\"id\":\"a9b6db7\",\"elType\":\"container\",\"settings\":{\"flex_direction\":\"column\",\"background_background\":\"classic\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"f43b936\"}],\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40},\"_id\":\"a970f83\"},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20},\"_id\":\"8cc9552\"}],\"__globals__\":{\"background_color\":\"globals\\\/colors?id=53a0e3b4\"}},\"elements\":[{\"id\":\"411f4d9\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<p>Comprendre la gouvernance de l\\u2019IA suppose \\u00e9galement de ma\\u00eetriser certains concepts techniques de base.<\\\/p>\",\"align\":\"center\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"c79abc9\"}],\"__globals__\":{\"text_color\":\"globals\\\/colors?id=301c96da\"}},\"elements\":[],\"widgetType\":\"text-editor\"}],\"isInner\":false},{\"id\":\"d67dd49\",\"elType\":\"container\",\"settings\":{\"flex_direction\":\"column\",\"background_background\":\"classic\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"7c8ad71\"}],\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40},\"_id\":\"c29957b\"},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20},\"_id\":\"3dd90bf\"}],\"__globals__\":{\"background_color\":\"globals\\\/colors?id=53a0e3b4\"}},\"elements\":[{\"id\":\"04729d6\",\"elType\":\"container\",\"settings\":{\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40},\"_id\":\"2c04245\"},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20},\"_id\":\"b78307e\"}],\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"3c7329b\",\"display_condition_date\":\"30-06-2026\",\"display_condition_date_range\":\"30-06-2026 to 02-07-2026\",\"display_condition_advanced_date\":\"30-06-2026\"}],\"content_width\":\"full\"},\"elements\":[{\"id\":\"4e62f0a\",\"elType\":\"widget\",\"settings\":{\"advanced_accordion\":[{\"accordion_title\":\"Intelligence artificielle (IA)\",\"accordion_icon\":{\"value\":\"fas fa-desktop\",\"library\":\"solid\"},\"accordion_content\":\"<p>Ensemble de technologies permettant \\u00e0 des syst\\u00e8mes informatiques d\\u2019effectuer des t\\u00e2ches n\\u00e9cessitant habituellement des capacit\\u00e9s humaines, comme l\\u2019analyse, la pr\\u00e9diction, la classification ou la g\\u00e9n\\u00e9ration de contenu.<\\\/p>\",\"_id\":\"57063e5\"},{\"accordion_title\":\"Intelligence artificielle g\\u00e9n\\u00e9rale (IAG)\",\"accordion_icon\":{\"value\":\"fas fa-desktop\",\"library\":\"solid\"},\"accordion_content\":\"<p>Concept d\\u2019une IA capable d\\u2019ex\\u00e9cuter une grande vari\\u00e9t\\u00e9 de t\\u00e2ches intellectuelles avec un niveau d\\u2019adaptation comparable ou sup\\u00e9rieur \\u00e0 celui d\\u2019un humain.<\\\/p>\",\"_id\":\"b2245e6\"},{\"accordion_title\":\"Apprentissage automatique (Machine Learning \\u2014 ML)\",\"accordion_icon\":{\"value\":\"fab fa-telegram-plane\",\"library\":\"brands\"},\"accordion_content\":\"<p>M\\u00e9thode permettant \\u00e0 un syst\\u00e8me d\\u2019am\\u00e9liorer ses performances \\u00e0 partir de donn\\u00e9es, sans \\u00eatre explicitement programm\\u00e9 pour chaque r\\u00e8gle de d\\u00e9cision.<\\\/p>\",\"_id\":\"3bb81eb\"},{\"accordion_title\":\"Apprentissage profond (Deep Learning)\",\"accordion_icon\":{\"value\":\"fas fa-layer-group\",\"library\":\"solid\"},\"accordion_content\":\"<p class=\\\"isSelectedEnd\\\">L\\u2019apprentissage profond est un sous-domaine de l\\u2019intelligence artificielle et de l\\u2019apprentissage automatique qui utilise des r\\u00e9seaux de neurones artificiels compos\\u00e9s de plusieurs couches.<\\\/p><p class=\\\"isSelectedEnd\\\">Ces couches permettent au mod\\u00e8le d\\u2019identifier progressivement des motifs complexes dans de grands volumes de donn\\u00e9es.<\\\/p><p>L\\u2019apprentissage profond est particuli\\u00e8rement utilis\\u00e9 pour traiter des donn\\u00e9es non structur\\u00e9es, comme les images, le langage naturel, la voix ou la vid\\u00e9o.<\\\/p>\",\"_id\":\"a34e671\"},{\"accordion_title\":\"R\\u00e9seaux de neurones (Neural Networks)\",\"accordion_icon\":{\"value\":\"fas fa-layer-group\",\"library\":\"solid\"},\"accordion_content\":\"<p class=\\\"isSelectedEnd\\\">Un r\\u00e9seau de neurones est un type de mod\\u00e8le d\\u2019IA inspir\\u00e9 de mani\\u00e8re simplifi\\u00e9e du fonctionnement des neurones biologiques.<\\\/p><p class=\\\"isSelectedEnd\\\">Il est compos\\u00e9 de couches de n\\u0153uds interconnect\\u00e9s qui traitent les donn\\u00e9es et permettent d\\u2019identifier des relations complexes, notamment non lin\\u00e9aires.<\\\/p><p>Les r\\u00e9seaux de neurones sont largement utilis\\u00e9s en apprentissage profond, par exemple pour la reconnaissance d\\u2019images, le traitement du langage naturel, la reconnaissance vocale ou certaines applications m\\u00e9dicales.<\\\/p>\",\"_id\":\"e779580\"},{\"accordion_title\":\"Algorithme\",\"accordion_icon\":{\"value\":\"fas fa-layer-group\",\"library\":\"solid\"},\"accordion_content\":\"<p class=\\\"isSelectedEnd\\\">Un algorithme est un ensemble d\\u2019instructions, de r\\u00e8gles ou d\\u2019\\u00e9tapes permettant \\u00e0 un syst\\u00e8me informatique d\\u2019effectuer une t\\u00e2che, de r\\u00e9soudre un probl\\u00e8me ou de produire un r\\u00e9sultat \\u00e0 partir de donn\\u00e9es.<\\\/p><p>Dans le domaine de l\\u2019IA, les algorithmes peuvent \\u00eatre utilis\\u00e9s pour analyser des donn\\u00e9es, d\\u00e9tecter des motifs, effectuer des pr\\u00e9dictions ou entra\\u00eener un mod\\u00e8le d\\u2019apprentissage automatique.<\\\/p>\",\"_id\":\"282ece1\"},{\"accordion_title\":\"Puissance de calcul\",\"accordion_icon\":{\"value\":\"fas fa-layer-group\",\"library\":\"solid\"},\"accordion_content\":\"<p class=\\\"isSelectedEnd\\\">La puissance de calcul d\\u00e9signe les ressources mat\\u00e9rielles utilis\\u00e9es pour entra\\u00eener, ex\\u00e9cuter ou d\\u00e9ployer un syst\\u00e8me d\\u2019IA, notamment les processeurs centraux, les processeurs graphiques et les autres acc\\u00e9l\\u00e9rateurs sp\\u00e9cialis\\u00e9s.<\\\/p><p class=\\\"isSelectedEnd\\\">Elle influence la capacit\\u00e9 d\\u2019un mod\\u00e8le \\u00e0 traiter de grands volumes de donn\\u00e9es, \\u00e0 effectuer des calculs complexes et \\u00e0 produire des r\\u00e9sultats en phase d\\u2019entra\\u00eenement ou d\\u2019inf\\u00e9rence.<\\\/p><p>Dans une perspective de gouvernance, la puissance de calcul peut avoir des implications en mati\\u00e8re de co\\u00fbts, de performance, de consommation \\u00e9nerg\\u00e9tique, de s\\u00e9curit\\u00e9 et d\\u2019acc\\u00e8s aux capacit\\u00e9s n\\u00e9cessaires pour d\\u00e9velopper ou utiliser certains syst\\u00e8mes d\\u2019IA.<\\\/p>\",\"_id\":\"78ff2d6\"}],\"show_acc_search\":\"\",\"acc_search_placeholder\":\"Search...\",\"input_typography_typography\":\"custom\",\"input_typography_font_family\":\"Ubuntu\",\"input_typography_font_weight\":\"normal\",\"tab_typography_font_family\":\"Ubuntu\",\"tab_typography_font_weight\":\"600\",\"icon_box_color\":\"#4054B2\",\"tab_main_icon_size\":{\"unit\":\"px\",\"size\":0,\"sizes\":[]},\"tab_toggle_icon_size\":{\"unit\":\"px\",\"size\":0,\"sizes\":[]},\"__globals__\":{\"icon_box_color\":\"globals\\\/colors?id=7098e6d5\",\"tab_color\":\"globals\\\/colors?id=7098e6d5\"},\"accordion_title\":\"Pourquoi r\\u00e9aliser un diagnostic avant un projet d'IA ?\",\"accordion_content\":\"<p class=\\\"isSelectedEnd\\\">Un projet d'IA ne repose pas uniquement sur la technologie. Il d\\u00e9pend aussi de la qualit\\u00e9 de vos donn\\u00e9es, de vos processus, de votre gouvernance et de la clart\\u00e9 des responsabilit\\u00e9s.<\\\/p><p>Le diagnostic permet d'identifier les points de fragilit\\u00e9 susceptibles de compromettre vos initiatives, de prioriser les actions \\u00e0 mener et de construire des bases solides avant tout investissement ou d\\u00e9ploiement d'une solution d'IA.<\\\/p>\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"9cc9196\",\"display_condition_date\":\"30-06-2026\",\"display_condition_date_range\":\"30-06-2026 to 02-07-2026\",\"display_condition_advanced_date\":\"30-06-2026\"}],\"accordion_title_icon_box_width\":{\"unit\":\"px\",\"size\":8,\"sizes\":[]}},\"elements\":[],\"widgetType\":\"wpr-advanced-accordion\"}],\"isInner\":true}],\"isInner\":false},{\"id\":\"e4f768b\",\"elType\":\"container\",\"settings\":{\"flex_direction\":\"column\",\"background_background\":\"classic\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"a41a79e\"}],\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40},\"_id\":\"cc1c908\"},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20},\"_id\":\"7637086\"}],\"__globals__\":{\"background_color\":\"globals\\\/colors?id=53a0e3b4\"}},\"elements\":[{\"id\":\"60be7b8\",\"elType\":\"widget\",\"settings\":{\"title\":\"5. Les types d\\u2019apprentissage automatique \\n<br>et leurs implications pour la gouvernance\",\"header_size\":\"h3\",\"align\":\"center\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"8d52695\"}],\"__globals__\":{\"title_color\":\"globals\\\/colors?id=7098e6d5\"}},\"elements\":[],\"widgetType\":\"heading\"},{\"id\":\"e63ffd6\",\"elType\":\"widget\",\"settings\":{\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"493707d\"}]},\"elements\":[],\"widgetType\":\"spacer\"}],\"isInner\":false},{\"id\":\"5178bdd\",\"elType\":\"container\",\"settings\":{\"flex_direction\":\"column\",\"background_background\":\"classic\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"f43b936\"}],\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40},\"_id\":\"a970f83\"},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20},\"_id\":\"8cc9552\"}],\"__globals__\":{\"background_color\":\"globals\\\/colors?id=53a0e3b4\"}},\"elements\":[{\"id\":\"027931a\",\"elType\":\"widget\",\"settings\":{\"editor\":\"\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"c79abc9\"}],\"__globals__\":{\"text_color\":\"globals\\\/colors?id=301c96da\"}},\"elements\":[],\"widgetType\":\"text-editor\"}],\"isInner\":false},{\"id\":\"8ce57e7\",\"elType\":\"container\",\"settings\":{\"background_background\":\"classic\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"ce15e15\"}],\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40},\"_id\":\"d714e5e\"},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20},\"_id\":\"7f965fd\"}],\"__globals__\":{\"background_color\":\"globals\\\/colors?id=53a0e3b4\"}},\"elements\":[{\"id\":\"cd19c5b\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<p>Comprendre les diff\\u00e9rentes m\\u00e9thodes d\\u2019apprentissage est indispensable pour \\u00e9valuer les risques de biais, les besoins en donn\\u00e9es et les exigences de supervision.<\\\/p>\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"dd0183a\"}],\"__globals__\":{\"text_color\":\"globals\\\/colors?id=301c96da\"},\"align\":\"center\"},\"elements\":[],\"widgetType\":\"text-editor\"}],\"isInner\":false},{\"id\":\"4d118fa\",\"elType\":\"container\",\"settings\":{\"container_type\":\"grid\",\"presetTitle\":\"Grille\",\"presetIcon\":\"eicon-container-grid\",\"grid_rows_grid\":{\"unit\":\"fr\",\"size\":8,\"sizes\":[]},\"grid_justify_items\":\"center\",\"grid_align_items\":\"center\",\"background_background\":\"classic\",\"_flex_align_self\":\"center\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"e572f0a\"}],\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40},\"_id\":\"7099104\"},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20},\"_id\":\"ace8133\"}],\"__globals__\":{\"background_color\":\"globals\\\/colors?id=53a0e3b4\"}},\"elements\":[{\"id\":\"ff06bd0\",\"elType\":\"widget\",\"settings\":{\"title\":\"<br>Type d'apprentissage\",\"header_size\":\"h4\",\"align\":\"center\",\"typography_typography\":\"custom\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"9e5d8dd\"}],\"__globals__\":{\"title_color\":\"globals\\\/colors?id=7098e6d5\"}},\"elements\":[],\"widgetType\":\"heading\"},{\"id\":\"0d814aa\",\"elType\":\"widget\",\"settings\":{\"title\":\"<br>Description synth\\u00e9tique\",\"header_size\":\"h4\",\"align\":\"center\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"36a75c5\"}],\"__globals__\":{\"title_color\":\"globals\\\/colors?id=7098e6d5\"}},\"elements\":[],\"widgetType\":\"heading\"},{\"id\":\"d763b35\",\"elType\":\"widget\",\"settings\":{\"title\":\"<b><strong class=\\\"font-semibold\\\">Implication pour la gouvernance<\\\/strong><\\\/b>\",\"header_size\":\"h4\",\"align\":\"center\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"36a75c5\"}],\"__globals__\":{\"title_color\":\"globals\\\/colors?id=7098e6d5\"}},\"elements\":[],\"widgetType\":\"heading\"},{\"id\":\"ce30bf3\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<p><b><strong class=\\\"font-semibold\\\">Supervis\\u00e9 (supervised learning)<\\\/strong><\\\/b><\\\/p>\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"69030b1\"}],\"__globals__\":{\"text_color\":\"globals\\\/colors?id=301c96da\"}},\"elements\":[],\"widgetType\":\"text-editor\"},{\"id\":\"a3afb07\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<p>Mod\\u00e8le entra\\u00een\\u00e9 sur des donn\\u00e9es \\u00e9tiquet\\u00e9es avec des sorties connues.<\\\/p>\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"c8d95ca\"}],\"__globals__\":{\"text_color\":\"globals\\\/colors?id=301c96da\"}},\"elements\":[],\"widgetType\":\"text-editor\"},{\"id\":\"4fa4b2c\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<p>Tra\\u00e7abilit\\u00e9 et qualit\\u00e9 des donn\\u00e9es d\\u2019entra\\u00eenement essentielles.<\\\/p>\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"db07231\"}],\"__globals__\":{\"text_color\":\"globals\\\/colors?id=301c96da\"}},\"elements\":[],\"widgetType\":\"text-editor\"},{\"id\":\"a0f35fc\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<p><b><strong class=\\\"font-semibold\\\">Non supervis\\u00e9 (unsupervised learning)<\\\/strong><\\\/b><\\\/p>\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"763304b\"}],\"__globals__\":{\"text_color\":\"globals\\\/colors?id=301c96da\"}},\"elements\":[],\"widgetType\":\"text-editor\"},{\"id\":\"520b6f8\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<p>Mod\\u00e8le entra\\u00een\\u00e9 sur des donn\\u00e9es non \\u00e9tiquet\\u00e9es pour d\\u00e9tecter des structures.<\\\/p>\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"55e906b\"}],\"__globals__\":{\"text_color\":\"globals\\\/colors?id=301c96da\"}},\"elements\":[],\"widgetType\":\"text-editor\"},{\"id\":\"520c160\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<p>Risques de biais ou de regroupements probl\\u00e9matiques plus difficiles \\u00e0 d\\u00e9tecter.<\\\/p>\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"46636a8\"}],\"__globals__\":{\"text_color\":\"globals\\\/colors?id=301c96da\"}},\"elements\":[],\"widgetType\":\"text-editor\"},{\"id\":\"6b55ad8\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<p><b><strong class=\\\"font-semibold\\\">Semi-supervis\\u00e9 (semi-supervised learning)<\\\/strong><\\\/b><\\\/p>\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"479c63f\"}],\"__globals__\":{\"text_color\":\"globals\\\/colors?id=301c96da\"}},\"elements\":[],\"widgetType\":\"text-editor\"},{\"id\":\"f5932ea\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<p>Mod\\u00e8le entra\\u00een\\u00e9 avec une combinaison de donn\\u00e9es \\u00e9tiquet\\u00e9es et non \\u00e9tiquet\\u00e9es.<\\\/p>\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"d271012\"}],\"__globals__\":{\"text_color\":\"globals\\\/colors?id=301c96da\"}},\"elements\":[],\"widgetType\":\"text-editor\"},{\"id\":\"7f18fa3\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<p>Provenance, qualit\\u00e9 et documentation des donn\\u00e9es \\u00e0 contr\\u00f4ler.<\\\/p>\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"c58bb3d\"}],\"__globals__\":{\"text_color\":\"globals\\\/colors?id=301c96da\"}},\"elements\":[],\"widgetType\":\"text-editor\"},{\"id\":\"b9f4428\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<p><b><strong class=\\\"font-semibold\\\">Par renforcement (reinforcement learning)<\\\/strong><\\\/b><\\\/p>\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"73f2085\"}],\"__globals__\":{\"text_color\":\"globals\\\/colors?id=301c96da\"}},\"elements\":[],\"widgetType\":\"text-editor\"},{\"id\":\"5726c77\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<p>Mod\\u00e8le entra\\u00een\\u00e9 par essais, erreurs, r\\u00e9compenses et p\\u00e9nalit\\u00e9s.<\\\/p>\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"00e26bf\"}],\"__globals__\":{\"text_color\":\"globals\\\/colors?id=301c96da\"}},\"elements\":[],\"widgetType\":\"text-editor\"},{\"id\":\"61ccf4a\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<p>Comportements impr\\u00e9vus possibles si les objectifs sont mal d\\u00e9finis.<\\\/p>\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"99bff9f\"}],\"__globals__\":{\"text_color\":\"globals\\\/colors?id=301c96da\"}},\"elements\":[],\"widgetType\":\"text-editor\"},{\"id\":\"afa310e\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<p><b><strong class=\\\"font-semibold\\\">F\\u00e9d\\u00e9r\\u00e9<\\\/strong><\\\/b><\\\/p>\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"3374f9d\"}],\"__globals__\":{\"text_color\":\"globals\\\/colors?id=301c96da\"}},\"elements\":[],\"widgetType\":\"text-editor\"},{\"id\":\"e49e4ee\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<p>Apprentissage distribu\\u00e9 sans centralisation des donn\\u00e9es brutes.<\\\/p>\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"25fd86e\"}],\"__globals__\":{\"text_color\":\"globals\\\/colors?id=301c96da\"}},\"elements\":[],\"widgetType\":\"text-editor\"},{\"id\":\"6bd95d2\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<p>Renforce la protection de la vie priv\\u00e9e, mais exige une gouvernance technique solide.<\\\/p>\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"391406c\"}],\"__globals__\":{\"text_color\":\"globals\\\/colors?id=301c96da\"}},\"elements\":[],\"widgetType\":\"text-editor\"},{\"id\":\"1f0a76c\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<p><b><strong class=\\\"font-semibold\\\">Actif<\\\/strong><\\\/b><\\\/p>\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"745c2f8\"}],\"__globals__\":{\"text_color\":\"globals\\\/colors?id=301c96da\"}},\"elements\":[],\"widgetType\":\"text-editor\"},{\"id\":\"62b4c78\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<p>Le mod\\u00e8le s\\u00e9lectionne les donn\\u00e9es les plus utiles pour am\\u00e9liorer son apprentissage.<\\\/p>\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"27c3cdf\"}],\"__globals__\":{\"text_color\":\"globals\\\/colors?id=301c96da\"}},\"elements\":[],\"widgetType\":\"text-editor\"},{\"id\":\"993a724\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<p>Supervision humaine requise dans la s\\u00e9lection et la validation des donn\\u00e9es.<\\\/p>\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"5427ba2\"}],\"__globals__\":{\"text_color\":\"globals\\\/colors?id=301c96da\"}},\"elements\":[],\"widgetType\":\"text-editor\"},{\"id\":\"fbeb167\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<p><b><strong class=\\\"font-semibold\\\">Par transfert<\\\/strong><\\\/b><\\\/p>\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"5456848\"}],\"__globals__\":{\"text_color\":\"globals\\\/colors?id=301c96da\"}},\"elements\":[],\"widgetType\":\"text-editor\"},{\"id\":\"79b9c59\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<p class=\\\"text-md leading-[24px] font-regular pt-[9px] pb-0.5\\\">Connaissances acquises sur une t\\u00e2che r\\u00e9utilis\\u00e9es pour une autre.<\\\/p>\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"b50d298\"}],\"__globals__\":{\"text_color\":\"globals\\\/colors?id=301c96da\"}},\"elements\":[],\"widgetType\":\"text-editor\"},{\"id\":\"3610c6d\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<p>Risque de biais, limites ou erreurs h\\u00e9rit\\u00e9s du mod\\u00e8le source.<\\\/p>\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"cc7fce0\"}],\"__globals__\":{\"text_color\":\"globals\\\/colors?id=301c96da\"}},\"elements\":[],\"widgetType\":\"text-editor\"}],\"isInner\":false},{\"id\":\"lxeileo\",\"elType\":\"container\",\"settings\":{\"flex_gap\":{\"size\":0,\"column\":\"0\",\"row\":\"0\",\"unit\":\"px\",\"isLinked\":true},\"structure\":\"20\",\"padding\":{\"unit\":\"px\",\"top\":\"100\",\"right\":\"0\",\"bottom\":\"100\",\"left\":\"0\",\"isLinked\":false},\"padding_tablet\":{\"unit\":\"px\",\"top\":\"50\",\"right\":\"30\",\"bottom\":\"50\",\"left\":\"30\",\"isLinked\":false},\"reverse_order_mobile\":\"reverse-mobile\",\"__globals__\":{\"background_color\":\"globals\\\/colors?id=astglobalcolor6\"},\"flex_direction\":\"row\",\"flex_align_items\":\"stretch\",\"flex_direction_mobile\":\"column-reverse\",\"background_background\":\"classic\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"dd8292a\"}],\"bg_image\":{\"id\":\"\",\"url\":\"https:\\\/\\\/guenix.digital\\\/wp-content\\\/plugins\\\/elementor\\\/assets\\\/images\\\/placeholder.png\"},\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30,\"sizes\":[]},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40,\"sizes\":[]},\"_id\":\"3a19d1f\",\"repeater_bg_image\":{\"id\":\"\",\"url\":\"https:\\\/\\\/guenix.digital\\\/wp-content\\\/plugins\\\/elementor\\\/assets\\\/images\\\/placeholder.png\"}},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60,\"sizes\":[]},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20,\"sizes\":[]},\"_id\":\"a37b1a9\",\"repeater_bg_image\":{\"id\":\"\",\"url\":\"https:\\\/\\\/guenix.digital\\\/wp-content\\\/plugins\\\/elementor\\\/assets\\\/images\\\/placeholder.png\"}}]},\"elements\":[{\"id\":\"1bb4ead\",\"elType\":\"container\",\"settings\":{\"_column_size\":50,\"width\":{\"size\":50,\"unit\":\"%\"},\"flex_justify_content\":\"center\",\"margin_mobile\":{\"unit\":\"px\",\"top\":\"34\",\"right\":\"0\",\"bottom\":\"0\",\"left\":\"0\",\"isLinked\":false},\"padding\":{\"unit\":\"px\",\"top\":\"0\",\"right\":\"50\",\"bottom\":\"0\",\"left\":\"0\",\"isLinked\":false},\"padding_tablet\":{\"unit\":\"px\",\"top\":\"0\",\"right\":\"30\",\"bottom\":\"0\",\"left\":\"0\",\"isLinked\":false},\"padding_mobile\":{\"unit\":\"px\",\"top\":\"0\",\"right\":\"0\",\"bottom\":\"0\",\"left\":\"0\",\"isLinked\":false},\"content_width\":\"full\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"37fe4bf\"}],\"bg_image\":{\"id\":\"\",\"url\":\"https:\\\/\\\/guenix.digital\\\/wp-content\\\/plugins\\\/elementor\\\/assets\\\/images\\\/placeholder.png\"},\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30,\"sizes\":[]},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40,\"sizes\":[]},\"_id\":\"a8ef915\",\"repeater_bg_image\":{\"id\":\"\",\"url\":\"https:\\\/\\\/guenix.digital\\\/wp-content\\\/plugins\\\/elementor\\\/assets\\\/images\\\/placeholder.png\"}},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60,\"sizes\":[]},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20,\"sizes\":[]},\"_id\":\"e3d39ad\",\"repeater_bg_image\":{\"id\":\"\",\"url\":\"https:\\\/\\\/guenix.digital\\\/wp-content\\\/plugins\\\/elementor\\\/assets\\\/images\\\/placeholder.png\"}}]},\"elements\":[{\"id\":\"d71d50c\",\"elType\":\"container\",\"settings\":{\"content_width\":\"full\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"91a9140\"}],\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40},\"_id\":\"65c1ded\"},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20},\"_id\":\"4e1b9b0\"}]},\"elements\":[{\"id\":\"5342662\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<h2 class=\\\"font-semibold pdf-heading-class-replace pb-0.5 text-xl leading-[40px] [&amp;:not(:first-child)]:pt-[21px] [&amp;_.underline]:underline-offset-[6px] [&amp;_a]:underline-offset-[6px]\\\"><span style=\\\"color: #000080;\\\">Points cl\\u00e9s \\u00e0 retenir<\\\/span><\\\/h2><ul class=\\\"pt-[9px] pb-0.5 m-0 list-outside list-disc p-0 pt-[5px]\\\"><li class=\\\"text-md leading-[24px] font-regular mx-8 my-[5px] [&amp;&gt;ol]:!pt-0 [&amp;&gt;ol]:!pb-0 [&amp;&gt;ul]:!pt-0 [&amp;&gt;ul]:!pb-0\\\" value=\\\"1\\\"><p class=\\\"isSelectedEnd\\\">La <b>gouvernance de l\\u2019IA<\\\/b> repose sur des cadres structur\\u00e9s qui couvrent les dimensions techniques, \\u00e9thiques, organisationnelles et r\\u00e9glementaires des syst\\u00e8mes d\\u2019IA.<\\\/p><\\\/li><li value=\\\"1\\\">Les notions d\\u2019auditabilit\\u00e9, de transparence, d\\u2019explicabilit\\u00e9 et de responsabilit\\u00e9 sont au c\\u0153ur des exigences actuelles, notamment dans le cadre du R\\u00e8glement europ\\u00e9en sur l\\u2019IA.<\\\/li><li value=\\\"1\\\">Les <strong>risques li\\u00e9s<\\\/strong> aux <strong>biais<\\\/strong>, aux <strong>hallucinations<\\\/strong>, aux <strong>attaques adversariales<\\\/strong> ou \\u00e0 la <strong>d\\u00e9rive des donn\\u00e9es<\\\/strong> doivent \\u00eatre anticip\\u00e9s d\\u00e8s la conception et suivis tout au long du cycle de vie du syst\\u00e8me.<\\\/li><li value=\\\"1\\\">Des concepts comme l'<b><strong class=\\\"font-semibold\\\">auditabilit\\u00e9<\\\/strong><\\\/b>, la <b><strong class=\\\"font-semibold\\\">transparence<\\\/strong><\\\/b> et la <b><strong class=\\\"font-semibold\\\">responsabilit\\u00e9<\\\/strong><\\\/b> sont au c\\u0153ur des exigences de l'EU AI Act.<\\\/li><li class=\\\"text-md leading-[24px] font-regular mx-8 my-[5px] [&amp;&gt;ol]:!pt-0 [&amp;&gt;ol]:!pb-0 [&amp;&gt;ul]:!pt-0 [&amp;&gt;ul]:!pb-0\\\" value=\\\"3\\\">Les risques tels que les <b><strong class=\\\"font-semibold\\\">biais<\\\/strong><\\\/b>, les <b><strong class=\\\"font-semibold\\\">hallucinations<\\\/strong><\\\/b> et les <b><strong class=\\\"font-semibold\\\">attaques adversariales<\\\/strong><\\\/b> doivent \\u00eatre anticip\\u00e9s d\\u00e8s la conception du syst\\u00e8me.<\\\/li><li class=\\\"text-md leading-[24px] font-regular mx-8 my-[5px] [&amp;&gt;ol]:!pt-0 [&amp;&gt;ol]:!pb-0 [&amp;&gt;ul]:!pt-0 [&amp;&gt;ul]:!pb-0\\\" value=\\\"5\\\"><strong>Ma\\u00eetriser un vocabulaire commun<\\\/strong> permet aux \\u00e9quipes dirigeantes, juridiques, conformit\\u00e9, m\\u00e9tiers et techniques de mieux collaborer, d\\u2019\\u00e9valuer les risques avec m\\u00e9thode et de piloter l\\u2019IA de mani\\u00e8re plus responsable.<\\\/li><\\\/ul>\",\"typography_typography\":\"custom\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"2554990\"}],\"__globals__\":{\"text_color\":\"globals\\\/colors?id=accent\"}},\"elements\":[],\"widgetType\":\"text-editor\"}],\"isInner\":true}],\"isInner\":true},{\"id\":\"11f63ad\",\"elType\":\"container\",\"settings\":{\"_column_size\":50,\"width\":{\"size\":50,\"unit\":\"%\"},\"margin_mobile\":{\"unit\":\"px\",\"top\":\"0\",\"right\":\"0\",\"bottom\":\"0\",\"left\":\"0\",\"isLinked\":false},\"content_width\":\"full\",\"padding\":{\"unit\":\"px\",\"top\":\"0\",\"right\":\"0\",\"bottom\":\"0\",\"left\":\"0\",\"isLinked\":true},\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"e322dfc\"}],\"bg_image\":{\"id\":\"\",\"url\":\"https:\\\/\\\/guenix.digital\\\/wp-content\\\/plugins\\\/elementor\\\/assets\\\/images\\\/placeholder.png\"},\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30,\"sizes\":[]},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40,\"sizes\":[]},\"_id\":\"d574edd\",\"repeater_bg_image\":{\"id\":\"\",\"url\":\"https:\\\/\\\/guenix.digital\\\/wp-content\\\/plugins\\\/elementor\\\/assets\\\/images\\\/placeholder.png\"}},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60,\"sizes\":[]},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20,\"sizes\":[]},\"_id\":\"ed130c3\",\"repeater_bg_image\":{\"id\":\"\",\"url\":\"https:\\\/\\\/guenix.digital\\\/wp-content\\\/plugins\\\/elementor\\\/assets\\\/images\\\/placeholder.png\"}}],\"background_background\":\"classic\",\"_flex_align_self\":\"center\"},\"elements\":[{\"id\":\"f6ecc00\",\"elType\":\"widget\",\"settings\":{\"image\":{\"id\":7637,\"url\":\"https:\\\/\\\/guenix.digital\\\/wp-content\\\/uploads\\\/2026\\\/06\\\/pexels-photo-35175633-35175633-1-scaled.jpg\",\"alt\":\"A vintage weather vane atop a historic building with a peaceful sky background.\",\"source\":\"library\",\"size\":\"\"},\"width\":{\"unit\":\"%\",\"size\":\"100\"},\"space\":{\"unit\":\"%\",\"size\":\"100\"},\"width_tablet\":{\"unit\":\"%\",\"size\":100,\"sizes\":[]},\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"dc65c93\"}],\"image_size\":\"thumbnail\"},\"elements\":[],\"widgetType\":\"image\"}],\"isInner\":true}],\"isInner\":false}]"],"site-post-title":["disabled"],"_aioseo_title":[null],"_aioseo_description":[null],"_aioseo_og_title":[null],"_aioseo_og_description":[null],"_aioseo_og_article_section":[null],"_aioseo_twitter_title":[null],"_aioseo_twitter_description":[null],"_aioseo_keywords":["a:0:{}"],"_aioseo_og_article_tags":["a:0:{}"],"_elementor_controls_usage":["a:7:{s:8:\"nav-menu\";a:3:{s:5:\"count\";i:1;s:15:\"control_percent\";i:0;s:8:\"controls\";a:1:{s:7:\"content\";a:1:{s:26:\"display_conditions_section\";a:1:{s:22:\"display_condition_list\";i:1;}}}}s:9:\"container\";a:3:{s:5:\"count\";i:33;s:15:\"control_percent\";i:1;s:8:\"controls\";a:1:{s:7:\"content\";a:5:{s:26:\"display_conditions_section\";a:1:{s:22:\"display_condition_list\";i:33;}s:20:\"wpr_section_parallax\";a:2:{s:14:\"hover_parallax\";i:33;s:8:\"bg_image\";i:3;}s:24:\"section_layout_container\";a:2:{s:13:\"content_width\";i:8;s:14:\"container_type\";i:1;}s:18:\"section_background\";a:6:{s:21:\"background_background\";i:25;s:16:\"background_image\";i:1;s:28:\"background_slideshow_gallery\";i:1;s:35:\"background_slideshow_slide_duration\";i:1;s:40:\"background_slideshow_transition_duration\";i:1;s:16:\"background_color\";i:1;}s:26:\"section_background_overlay\";a:1:{s:24:\"background_overlay_color\";i:1;}}}}s:7:\"heading\";a:3:{s:5:\"count\";i:11;s:15:\"control_percent\";i:1;s:8:\"controls\";a:1:{s:7:\"content\";a:2:{s:13:\"section_title\";a:2:{s:5:\"title\";i:11;s:11:\"header_size\";i:11;}s:26:\"display_conditions_section\";a:1:{s:22:\"display_condition_list\";i:11;}}}}s:6:\"spacer\";a:3:{s:5:\"count\";i:3;s:15:\"control_percent\";i:0;s:8:\"controls\";a:1:{s:7:\"content\";a:1:{s:26:\"display_conditions_section\";a:1:{s:22:\"display_condition_list\";i:3;}}}}s:11:\"text-editor\";a:3:{s:5:\"count\";i:32;s:15:\"control_percent\";i:1;s:8:\"controls\";a:1:{s:7:\"content\";a:2:{s:14:\"section_editor\";a:1:{s:6:\"editor\";i:32;}s:26:\"display_conditions_section\";a:1:{s:22:\"display_condition_list\";i:32;}}}}s:22:\"wpr-advanced-accordion\";a:3:{s:5:\"count\";i:4;s:15:\"control_percent\";i:1;s:8:\"controls\";a:1:{s:7:\"content\";a:3:{s:25:\"section_accordion_content\";a:1:{s:18:\"advanced_accordion\";i:4;}s:26:\"section_accordion_settings\";a:2:{s:15:\"show_acc_search\";i:4;s:19:\"accordion_title_tag\";i:1;}s:26:\"display_conditions_section\";a:1:{s:22:\"display_condition_list\";i:4;}}}}s:5:\"image\";a:3:{s:5:\"count\";i:1;s:15:\"control_percent\";i:1;s:8:\"controls\";a:1:{s:7:\"content\";a:2:{s:13:\"section_image\";a:2:{s:5:\"image\";i:1;s:10:\"image_size\";i:1;}s:26:\"display_conditions_section\";a:1:{s:22:\"display_condition_list\";i:1;}}}}}"],"_uag_css_file_name":["uag-css-7631.css"],"_uag_page_assets":["a:9:{s:3:\"css\";s:7594:\".wp-block-uagb-container{display:flex;position:relative;box-sizing:border-box;transition-property:box-shadow;transition-duration:.2s;transition-timing-function:ease}.wp-block-uagb-container .spectra-container-link-overlay{bottom:0;left:0;position:absolute;right:0;top:0;z-index:10}.wp-block-uagb-container.uagb-is-root-container{margin-left:auto;margin-right:auto}.wp-block-uagb-container.alignfull.uagb-is-root-container .uagb-container-inner-blocks-wrap{display:flex;position:relative;box-sizing:border-box;margin-left:auto !important;margin-right:auto !important}.wp-block-uagb-container .wp-block-uagb-blockquote,.wp-block-uagb-container .wp-block-spectra-pro-login,.wp-block-uagb-container .wp-block-spectra-pro-register{margin:unset}.wp-block-uagb-container .uagb-container__video-wrap{height:100%;width:100%;top:0;left:0;position:absolute;overflow:hidden;-webkit-transition:opacity 1s;-o-transition:opacity 1s;transition:opacity 1s}.wp-block-uagb-container .uagb-container__video-wrap video{max-width:100%;width:100%;height:100%;margin:0;line-height:1;border:none;display:inline-block;vertical-align:baseline;-o-object-fit:cover;object-fit:cover;background-size:cover}.wp-block-uagb-container.uagb-layout-grid{display:grid;width:100%}.wp-block-uagb-container.uagb-layout-grid>.uagb-container-inner-blocks-wrap{display:inherit;width:inherit}.wp-block-uagb-container.uagb-layout-grid>.uagb-container-inner-blocks-wrap>.wp-block-uagb-container{max-width:unset !important;width:unset !important}.wp-block-uagb-container.uagb-layout-grid>.wp-block-uagb-container{max-width:unset !important;width:unset !important}.wp-block-uagb-container.uagb-layout-grid.uagb-is-root-container{margin-left:auto;margin-right:auto}.wp-block-uagb-container.uagb-layout-grid.uagb-is-root-container>.wp-block-uagb-container{max-width:unset !important;width:unset !important}.wp-block-uagb-container.uagb-layout-grid.alignwide.uagb-is-root-container{margin-left:auto;margin-right:auto}.wp-block-uagb-container.uagb-layout-grid.alignfull.uagb-is-root-container .uagb-container-inner-blocks-wrap{display:inherit;position:relative;box-sizing:border-box;margin-left:auto !important;margin-right:auto !important}body .wp-block-uagb-container>.uagb-container-inner-blocks-wrap>*:not(.wp-block-uagb-container):not(.wp-block-uagb-column):not(.wp-block-uagb-container):not(.wp-block-uagb-section):not(.uagb-container__shape):not(.uagb-container__video-wrap):not(.wp-block-spectra-pro-register):not(.wp-block-spectra-pro-login):not(.uagb-slider-container):not(.spectra-image-gallery__control-lightbox):not(.wp-block-uagb-info-box),body .wp-block-uagb-container>.uagb-container-inner-blocks-wrap,body .wp-block-uagb-container>*:not(.wp-block-uagb-container):not(.wp-block-uagb-column):not(.wp-block-uagb-container):not(.wp-block-uagb-section):not(.uagb-container__shape):not(.uagb-container__video-wrap):not(.wp-block-spectra-pro-register):not(.wp-block-spectra-pro-login):not(.uagb-slider-container):not(.spectra-container-link-overlay):not(.spectra-image-gallery__control-lightbox):not(.wp-block-uagb-lottie):not(.uagb-faq__outer-wrap){min-width:unset !important;width:100%;position:relative}body .ast-container .wp-block-uagb-container>.uagb-container-inner-blocks-wrap>.wp-block-uagb-container>ul,body .ast-container .wp-block-uagb-container>.uagb-container-inner-blocks-wrap>.wp-block-uagb-container ol,body .ast-container .wp-block-uagb-container>.uagb-container-inner-blocks-wrap>ul,body .ast-container .wp-block-uagb-container>.uagb-container-inner-blocks-wrap ol{max-width:-webkit-fill-available;margin-block-start:0;margin-block-end:0;margin-left:20px}.ast-plain-container .editor-styles-wrapper .block-editor-block-list__layout.is-root-container .uagb-is-root-container.wp-block-uagb-container.alignwide{margin-left:auto;margin-right:auto}.uagb-container__shape{overflow:hidden;position:absolute;left:0;width:100%;line-height:0;direction:ltr}.uagb-container__shape-top{top:-3px}.uagb-container__shape-bottom{bottom:-3px}.uagb-container__shape.uagb-container__invert.uagb-container__shape-bottom,.uagb-container__shape.uagb-container__invert.uagb-container__shape-top{-webkit-transform:rotate(180deg);-ms-transform:rotate(180deg);transform:rotate(180deg)}.uagb-container__shape.uagb-container__shape-flip svg{transform:translateX(-50%) rotateY(180deg)}.uagb-container__shape svg{display:block;width:-webkit-calc(100% + 1.3px);width:calc(100% + 1.3px);position:relative;left:50%;-webkit-transform:translateX(-50%);-ms-transform:translateX(-50%);transform:translateX(-50%)}.uagb-container__shape .uagb-container__shape-fill{-webkit-transform-origin:center;-ms-transform-origin:center;transform-origin:center;-webkit-transform:rotateY(0deg);transform:rotateY(0deg)}.uagb-container__shape.uagb-container__shape-above-content{z-index:9;pointer-events:none}.nv-single-page-wrap .nv-content-wrap.entry-content .wp-block-uagb-container.alignfull{margin-left:calc(50% - 50vw);margin-right:calc(50% - 50vw)}@media only screen and (max-width: 767px){.wp-block-uagb-container .wp-block-uagb-advanced-heading{width:-webkit-fill-available}}.wp-block-uagb-image--align-none{justify-content:center}.wp-block-uagb-container.uagb-block-ab59eb04 .uagb-container__shape-top svg{width: calc( 100% + 1.3px );}.wp-block-uagb-container.uagb-block-ab59eb04 .uagb-container__shape.uagb-container__shape-top .uagb-container__shape-fill{fill: rgba(51,51,51,1);}.wp-block-uagb-container.uagb-block-ab59eb04 .uagb-container__shape-bottom svg{width: calc( 100% + 1.3px );}.wp-block-uagb-container.uagb-block-ab59eb04 .uagb-container__shape.uagb-container__shape-bottom .uagb-container__shape-fill{fill: rgba(51,51,51,1);}.wp-block-uagb-container.uagb-block-ab59eb04 .uagb-container__video-wrap video{opacity: 1;}.wp-block-uagb-container.uagb-is-root-container .uagb-block-ab59eb04{max-width: 100%;width: 100%;}.wp-block-uagb-container.uagb-is-root-container.alignfull.uagb-block-ab59eb04 > .uagb-container-inner-blocks-wrap{--inner-content-custom-width: min( 100%, 1200px);max-width: var(--inner-content-custom-width);width: 100%;flex-direction: column;align-items: center;justify-content: center;flex-wrap: nowrap;row-gap: 20px;column-gap: 20px;}.wp-block-uagb-container.uagb-block-ab59eb04{box-shadow: 0px 0px   #00000070 ;padding-top: 10px;padding-bottom: 10px;padding-left: 10px;padding-right: 10px;margin-top:  !important;margin-bottom:  !important;overflow: visible;order: initial;border-color: inherit;row-gap: 20px;column-gap: 20px;}@media only screen and (max-width: 976px) {.wp-block-uagb-container.uagb-is-root-container .uagb-block-ab59eb04{width: 100%;}.wp-block-uagb-container.uagb-is-root-container.alignfull.uagb-block-ab59eb04 > .uagb-container-inner-blocks-wrap{--inner-content-custom-width: min( 100%, 1024px);max-width: var(--inner-content-custom-width);width: 100%;}.wp-block-uagb-container.uagb-block-ab59eb04{padding-top: 10px;padding-bottom: 10px;padding-left: 10px;padding-right: 10px;margin-top:  !important;margin-bottom:  !important;order: initial;}}@media only screen and (max-width: 767px) {.wp-block-uagb-container.uagb-is-root-container .uagb-block-ab59eb04{max-width: 100%;width: 100%;}.wp-block-uagb-container.uagb-is-root-container.alignfull.uagb-block-ab59eb04 > .uagb-container-inner-blocks-wrap{--inner-content-custom-width: min( 100%, 767px);max-width: var(--inner-content-custom-width);width: 100%;flex-wrap: wrap;}.wp-block-uagb-container.uagb-block-ab59eb04{padding-top: 10px;padding-bottom: 10px;padding-left: 10px;padding-right: 10px;margin-top:  !important;margin-bottom:  !important;order: initial;}}\";s:2:\"js\";s:0:\"\";s:18:\"current_block_list\";a:23:{i:0;s:23:\"surecart\/slide-out-cart\";i:1;s:10:\"core\/group\";i:2;s:26:\"surecart\/cart-close-button\";i:3;s:14:\"core\/paragraph\";i:4;s:19:\"surecart\/cart-count\";i:5;s:34:\"surecart\/slide-out-cart-line-items\";i:8;s:29:\"surecart\/cart-line-item-image\";i:12;s:29:\"surecart\/cart-line-item-title\";i:14;s:34:\"surecart\/cart-line-item-price-name\";i:15;s:31:\"surecart\/cart-line-item-variant\";i:16;s:28:\"surecart\/cart-line-item-note\";i:17;s:30:\"surecart\/cart-line-item-status\";i:20;s:38:\"surecart\/cart-line-item-scratch-amount\";i:21;s:30:\"surecart\/cart-line-item-amount\";i:22;s:32:\"surecart\/cart-line-item-interval\";i:24;s:29:\"surecart\/cart-line-item-trial\";i:25;s:28:\"surecart\/cart-line-item-fees\";i:28;s:32:\"surecart\/cart-line-item-quantity\";i:30;s:30:\"surecart\/cart-line-item-remove\";i:32;s:38:\"surecart\/slide-out-cart-items-subtotal\";i:33;s:29:\"surecart\/cart-subtotal-amount\";i:34;s:36:\"surecart\/slide-out-cart-items-submit\";i:35;s:14:\"uagb\/container\";}s:8:\"uag_flag\";b:1;s:11:\"uag_version\";s:10:\"1785360275\";s:6:\"gfonts\";a:0:{}s:10:\"gfonts_url\";s:0:\"\";s:12:\"gfonts_files\";a:0:{}s:14:\"uag_faq_layout\";b:0;}"],"_elementor_css":["a:6:{s:4:\"time\";i:1785378687;s:5:\"fonts\";a:1:{i:0;s:6:\"Ubuntu\";}s:5:\"icons\";a:4:{i:0;s:8:\"fa-solid\";i:1;s:0:\"\";i:3;s:5:\"solid\";i:5;s:6:\"brands\";}s:20:\"dynamic_elements_ids\";a:0:{}s:6:\"status\";s:4:\"file\";i:0;s:0:\"\";}"],"_elementor_page_assets":["a:2:{s:6:\"styles\";a:9:{i:0;s:15:\"widget-nav-menu\";i:1;s:14:\"widget-heading\";i:2;s:13:\"widget-spacer\";i:3;s:18:\"wpr-animations-css\";i:4;s:23:\"wpr-link-animations-css\";i:5;s:25:\"wpr-button-animations-css\";i:6;s:26:\"wpr-loading-animations-css\";i:7;s:20:\"wpr-lightgallery-css\";i:8;s:12:\"widget-image\";}s:7:\"scripts\";a:3:{i:0;s:10:\"smartmenus\";i:1;s:18:\"elementor-frontend\";i:2;s:0:\"\";}}"],"_elementor_element_cache":["{\"timeout\":1785656477,\"value\":{\"content\":\"<div class=\\\"elementor-element elementor-element-d73a4e0 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\\\" data-id=\\\"d73a4e0\\\" data-element_type=\\\"container\\\" data-e-type=\\\"container\\\">\\n\\t\\t\\t\\t\\t<div class=\\\"e-con-inner\\\">\\n\\t\\t[elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"eyJpZCI6ImNiN2RlMDQiLCJlbFR5cGUiOiJ3aWRnZXQiLCJzZXR0aW5ncyI6eyJtZW51X25hbWUiOiJNZW51IiwibWVudSI6Im1lbnUiLCJkaXNwbGF5X2NvbmRpdGlvbl9saXN0IjpbeyJkaXNwbGF5X2NvbmRpdGlvbl9sb2dpbl9zdGF0dXMiOiJzdWJzY3JpYmVyIiwiX2lkIjoiYWZmNzYzNyJ9XX0sImVsZW1lbnRzIjpbXSwid2lkZ2V0VHlwZSI6Im5hdi1tZW51In0=\\\"]\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<\\\/div>\\n\\t\\t<div class=\\\"elementor-element elementor-element-ee70e5e e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\\\" data-id=\\\"ee70e5e\\\" data-element_type=\\\"container\\\" data-e-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-c6bd00c e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\\\" data-id=\\\"c6bd00c\\\" data-element_type=\\\"container\\\" data-e-type=\\\"container\\\">\\n\\t\\t\\t\\t<div class=\\\"elementor-element elementor-element-3dc20f1 elementor-widget elementor-widget-heading\\\" data-id=\\\"3dc20f1\\\" data-element_type=\\\"widget\\\" data-e-type=\\\"widget\\\" data-widget_type=\\\"heading.default\\\">\\n\\t\\t\\t\\t\\t<h1 class=\\\"elementor-heading-title elementor-size-default\\\">Le glossaire de la gouvernance de L'IA<br><\\\/h1>\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<div class=\\\"elementor-element elementor-element-ed063d0 elementor-widget elementor-widget-heading\\\" data-id=\\\"ed063d0\\\" data-element_type=\\\"widget\\\" data-e-type=\\\"widget\\\" data-widget_type=\\\"heading.default\\\">\\n\\t\\t\\t\\t\\t<h3 class=\\\"elementor-heading-title elementor-size-default\\\">Les termes essentiels pour piloter, auditer et encadrer les syst\\u00e8mes d\\u2019intelligence artificielle.\\n<\\\/h3>\\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-838582e e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\\\" data-id=\\\"838582e\\\" data-element_type=\\\"container\\\" data-e-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\\t\\t<div class=\\\"elementor-element elementor-element-4d6c410 elementor-widget elementor-widget-spacer\\\" data-id=\\\"4d6c410\\\" data-element_type=\\\"widget\\\" data-e-type=\\\"widget\\\" data-widget_type=\\\"spacer.default\\\">\\n\\t\\t\\t\\t\\t\\t\\t<div class=\\\"elementor-spacer\\\">\\n\\t\\t\\t<div class=\\\"elementor-spacer-inner\\\"><\\\/div>\\n\\t\\t<\\\/div>\\n\\t\\t\\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-2c6b1b3 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\\\" data-id=\\\"2c6b1b3\\\" data-element_type=\\\"container\\\" data-e-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[elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"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\\\"]\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<\\\/div>\\n\\t\\t<div class=\\\"elementor-element elementor-element-d514e0a e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\\\" data-id=\\\"d514e0a\\\" data-element_type=\\\"container\\\" data-e-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\\t\\t<div class=\\\"elementor-element elementor-element-d70958e elementor-widget elementor-widget-spacer\\\" data-id=\\\"d70958e\\\" data-element_type=\\\"widget\\\" data-e-type=\\\"widget\\\" data-widget_type=\\\"spacer.default\\\">\\n\\t\\t\\t\\t\\t\\t\\t<div class=\\\"elementor-spacer\\\">\\n\\t\\t\\t<div class=\\\"elementor-spacer-inner\\\"><\\\/div>\\n\\t\\t<\\\/div>\\n\\t\\t\\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-cc43daa e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\\\" data-id=\\\"cc43daa\\\" data-element_type=\\\"container\\\" data-e-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\\t\\t<div class=\\\"elementor-element elementor-element-03ddffe elementor-widget elementor-widget-heading\\\" data-id=\\\"03ddffe\\\" data-element_type=\\\"widget\\\" data-e-type=\\\"widget\\\" data-widget_type=\\\"heading.default\\\">\\n\\t\\t\\t\\t\\t<h3 class=\\\"elementor-heading-title elementor-size-default\\\">1. Les principes fondamentaux de la gouvernance de l'IA <\\\/h3>\\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-9151063 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\\\" data-id=\\\"9151063\\\" data-element_type=\\\"container\\\" data-e-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[elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"eyJpZCI6IjZmZTJlODciLCJlbFR5cGUiOiJ3aWRnZXQiLCJzZXR0aW5ncyI6eyJlZGl0b3IiOiIiLCJkaXNwbGF5X2NvbmRpdGlvbl9saXN0IjpbeyJkaXNwbGF5X2NvbmRpdGlvbl9sb2dpbl9zdGF0dXMiOiJzdWJzY3JpYmVyIiwiX2lkIjoiYzc5YWJjOSJ9XSwiX19nbG9iYWxzX18iOnsidGV4dF9jb2xvciI6Imdsb2JhbHNcL2NvbG9ycz9pZD0zMDFjOTZkYSJ9fSwiZWxlbWVudHMiOltdLCJ3aWRnZXRUeXBlIjoidGV4dC1lZGl0b3IifQ==\\\"]\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<\\\/div>\\n\\t\\t<div class=\\\"elementor-element elementor-element-266b5bf e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\\\" data-id=\\\"266b5bf\\\" data-element_type=\\\"container\\\" data-e-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[elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"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\\\"]\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<\\\/div>\\n\\t\\t<div class=\\\"elementor-element elementor-element-e4a9bbe e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\\\" data-id=\\\"e4a9bbe\\\" data-element_type=\\\"container\\\" data-e-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-70bfcc2 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\\\" data-id=\\\"70bfcc2\\\" data-element_type=\\\"container\\\" data-e-type=\\\"container\\\">\\n\\t\\t[elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"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\\\"]\\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-608b438 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\\\" data-id=\\\"608b438\\\" data-element_type=\\\"container\\\" data-e-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[elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"eyJpZCI6IjdjNzJiOWIiLCJlbFR5cGUiOiJ3aWRnZXQiLCJzZXR0aW5ncyI6eyJlZGl0b3IiOiIiLCJkaXNwbGF5X2NvbmRpdGlvbl9saXN0IjpbeyJkaXNwbGF5X2NvbmRpdGlvbl9sb2dpbl9zdGF0dXMiOiJzdWJzY3JpYmVyIiwiX2lkIjoiYzc5YWJjOSJ9XSwiX19nbG9iYWxzX18iOnsidGV4dF9jb2xvciI6Imdsb2JhbHNcL2NvbG9ycz9pZD0zMDFjOTZkYSJ9fSwiZWxlbWVudHMiOltdLCJ3aWRnZXRUeXBlIjoidGV4dC1lZGl0b3IifQ==\\\"]\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<\\\/div>\\n\\t\\t<div class=\\\"elementor-element elementor-element-b4622ce e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\\\" data-id=\\\"b4622ce\\\" data-element_type=\\\"container\\\" data-e-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\\t\\t<div class=\\\"elementor-element elementor-element-cde439f elementor-widget elementor-widget-heading\\\" data-id=\\\"cde439f\\\" data-element_type=\\\"widget\\\" data-e-type=\\\"widget\\\" data-widget_type=\\\"heading.default\\\">\\n\\t\\t\\t\\t\\t<h3 class=\\\"elementor-heading-title elementor-size-default\\\">2. Les principaux risques techniques \\u00e0 conna\\u00eetre<\\\/h3>\\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-c9d8185 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\\\" data-id=\\\"c9d8185\\\" data-element_type=\\\"container\\\" data-e-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[elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"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\\\"]\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<\\\/div>\\n\\t\\t<div class=\\\"elementor-element elementor-element-bb6d1b0 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\\\" data-id=\\\"bb6d1b0\\\" data-element_type=\\\"container\\\" data-e-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-86d7aa0 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\\\" data-id=\\\"86d7aa0\\\" data-element_type=\\\"container\\\" data-e-type=\\\"container\\\">\\n\\t\\t[elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"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\\\"]\\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-8734702 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\\\" data-id=\\\"8734702\\\" data-element_type=\\\"container\\\" data-e-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[elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"eyJpZCI6IjBlMThhMWIiLCJlbFR5cGUiOiJ3aWRnZXQiLCJzZXR0aW5ncyI6eyJlZGl0b3IiOiIiLCJkaXNwbGF5X2NvbmRpdGlvbl9saXN0IjpbeyJkaXNwbGF5X2NvbmRpdGlvbl9sb2dpbl9zdGF0dXMiOiJzdWJzY3JpYmVyIiwiX2lkIjoiYzc5YWJjOSJ9XSwiX19nbG9iYWxzX18iOnsidGV4dF9jb2xvciI6Imdsb2JhbHNcL2NvbG9ycz9pZD0zMDFjOTZkYSJ9fSwiZWxlbWVudHMiOltdLCJ3aWRnZXRUeXBlIjoidGV4dC1lZGl0b3IifQ==\\\"]\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<\\\/div>\\n\\t\\t<div class=\\\"elementor-element elementor-element-42387c7 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\\\" data-id=\\\"42387c7\\\" data-element_type=\\\"container\\\" data-e-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\\t\\t<div class=\\\"elementor-element elementor-element-9672f0a elementor-widget elementor-widget-heading\\\" data-id=\\\"9672f0a\\\" data-element_type=\\\"widget\\\" data-e-type=\\\"widget\\\" data-widget_type=\\\"heading.default\\\">\\n\\t\\t\\t\\t\\t<h3 class=\\\"elementor-heading-title elementor-size-default\\\">3. Les outils d\\u2019\\u00e9valuation et d\\u2019audit des syst\\u00e8mes d\\u2019IA<\\\/h3>\\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-300881b e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\\\" data-id=\\\"300881b\\\" data-element_type=\\\"container\\\" data-e-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[elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"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\\\"]\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<\\\/div>\\n\\t\\t<div class=\\\"elementor-element elementor-element-ed45105 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\\\" data-id=\\\"ed45105\\\" data-element_type=\\\"container\\\" data-e-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-3092aab e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\\\" data-id=\\\"3092aab\\\" data-element_type=\\\"container\\\" data-e-type=\\\"container\\\">\\n\\t\\t[elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"{"id":"f138e76","elType":"widget","settings":{"advanced_accordion":[{"accordion_title":"Audit de l'IA (AI Audit)","accordion_icon":{"value":"fas fa-desktop","library":"solid"},"accordion_content":"<p class=\"isSelectedEnd\">Un audit de l\u2019IA est une \u00e9valuation syst\u00e9matique d\u2019un syst\u00e8me d\u2019IA, ou d\u2019un portefeuille de syst\u00e8mes d\u2019IA, visant \u00e0 v\u00e9rifier son fonctionnement, sa performance, sa conformit\u00e9 et sa ma\u00eetrise des risques.<\/p><p class=\"isSelectedEnd\">Il permet d\u2019examiner si le syst\u00e8me fonctionne comme pr\u00e9vu, respecte les lois, r\u00e9glementations, normes et politiques internes applicables, et dispose d\u2019une documentation suffisante pour \u00eatre compris, contr\u00f4l\u00e9 et supervis\u00e9.<\/p><p>L\u2019audit de l\u2019IA peut \u00e9galement identifier des risques non d\u00e9tect\u00e9s lors des phases de conception ou de d\u00e9veloppement, notamment en mati\u00e8re de biais, de s\u00e9curit\u00e9, de transparence, de robustesse ou d\u2019impact sur les droits des personnes.<\/p>","_id":"57063e5"},{"accordion_title":"Assurance IA","accordion_icon":{"value":"fas fa-desktop","library":"solid"},"accordion_content":"<p class=\"isSelectedEnd\">L\u2019assurance IA d\u00e9signe l\u2019ensemble des cadres, politiques, processus et contr\u00f4les permettant d\u2019\u00e9valuer, de d\u00e9montrer et de renforcer la s\u00e9curit\u00e9, la fiabilit\u00e9 et la conformit\u00e9 des syst\u00e8mes d\u2019IA.<\/p><p class=\"isSelectedEnd\">Elle vise \u00e0 apporter un niveau de confiance raisonnable dans le fait qu\u2019un syst\u00e8me d\u2019IA fonctionne comme pr\u00e9vu, que ses risques sont ma\u00eetris\u00e9s et qu\u2019il respecte les exigences applicables.<\/p><p>Les dispositifs d\u2019assurance IA peuvent inclure des \u00e9valuations de conformit\u00e9, des \u00e9valuations d\u2019impact, des audits, des certifications, des tests de robustesse, des contr\u00f4les documentaires et des m\u00e9canismes de suivi continu.<\/p>","_id":"b2245e6"},{"accordion_title":"\u00c9valuation de l'impact de l'IA ","accordion_icon":{"value":"fab fa-telegram-plane","library":"brands"},"accordion_content":"<p class=\"isSelectedEnd\">L\u2019\u00e9valuation d\u2019impact de l\u2019IA est un processus d\u2019analyse visant \u00e0 identifier, comprendre, \u00e9valuer et att\u00e9nuer les effets potentiels d\u2019un syst\u00e8me d\u2019IA sur les individus, l\u2019organisation et la soci\u00e9t\u00e9.<\/p><p class=\"isSelectedEnd\">Elle peut couvrir les implications \u00e9thiques, juridiques, \u00e9conomiques, sociales, organisationnelles et op\u00e9rationnelles du syst\u00e8me, notamment en mati\u00e8re de droits fondamentaux, de s\u00e9curit\u00e9, de non-discrimination, de transparence et de protection des donn\u00e9es.<\/p><p>Elle se distingue de l\u2019\u00e9valuation des risques, qui se concentre davantage sur l\u2019identification, la probabilit\u00e9, la gravit\u00e9 et les mesures de ma\u00eetrise des risques associ\u00e9s au syst\u00e8me.<\/p>","_id":"3bb81eb"},{"accordion_title":"\u00c9valuation de la conformit\u00e9","accordion_icon":{"value":"fas fa-layer-group","library":"solid"},"accordion_content":"<p class=\"isSelectedEnd\">L\u2019\u00e9valuation de la conformit\u00e9 est une analyse visant \u00e0 d\u00e9terminer si un syst\u00e8me d\u2019IA respecte les exigences applicables avant sa mise sur le march\u00e9, son d\u00e9ploiement ou son utilisation.<\/p><p class=\"isSelectedEnd\">Elle peut \u00eatre r\u00e9alis\u00e9e par l\u2019organisation elle-m\u00eame ou, dans certains cas, par une entit\u00e9 ind\u00e9pendante, selon le niveau de risque du syst\u00e8me et les exigences r\u00e9glementaires applicables.<\/p><p>Cette \u00e9valuation peut porter notamment sur le syst\u00e8me de gestion des risques, la gouvernance des donn\u00e9es, la documentation technique, la tenue des registres, la transparence, la supervision humaine, la robustesse, la cybers\u00e9curit\u00e9 et le suivi post-d\u00e9ploiement.<\/p>","_id":"a34e671"},{"accordion_title":"Fiche mod\u00e8le (Model Card)","accordion_icon":{"value":"fas fa-layer-group","library":"solid"},"accordion_content":"<p class=\"isSelectedEnd\">Une fiche mod\u00e8le est un document synth\u00e9tique qui d\u00e9crit les principales caract\u00e9ristiques d\u2019un mod\u00e8le d\u2019IA, notamment son usage pr\u00e9vu, ses donn\u00e9es d\u2019entra\u00eenement, ses performances, ses limites, ses conditions d\u2019utilisation et ses risques connus.<\/p><p class=\"isSelectedEnd\">Elle peut \u00e9galement pr\u00e9senter des m\u00e9triques de performance et des r\u00e9sultats d\u2019\u00e9valuation selon diff\u00e9rents contextes, populations ou groupes concern\u00e9s, afin d\u2019identifier d\u2019\u00e9ventuelles variations de fiabilit\u00e9, de pr\u00e9cision ou d\u2019\u00e9quit\u00e9.<\/p><p>Dans une perspective de gouvernance, la fiche mod\u00e8le facilite la transparence, la documentation, l\u2019auditabilit\u00e9 et l\u2019\u00e9valuation des risques li\u00e9s au mod\u00e8le.<\/p>","_id":"e779580"},{"accordion_title":"Fiche syst\u00e8me (System Card)","accordion_icon":{"value":"fas fa-layer-group","library":"solid"},"accordion_content":"<p class=\"isSelectedEnd\">Une fiche syst\u00e8me est un document synth\u00e9tique qui d\u00e9crit le fonctionnement global d\u2019un syst\u00e8me d\u2019IA, au-del\u00e0 du seul mod\u00e8le utilis\u00e9.<\/p><p class=\"isSelectedEnd\">Elle pr\u00e9sente notamment la finalit\u00e9 du syst\u00e8me, ses composants, les mod\u00e8les int\u00e9gr\u00e9s, les donn\u00e9es utilis\u00e9es, les utilisateurs concern\u00e9s, les conditions d\u2019utilisation, les limites connues, les contr\u00f4les mis en place et les risques associ\u00e9s.<\/p><p>Dans une perspective de gouvernance, la fiche syst\u00e8me facilite la transparence, l\u2019explicabilit\u00e9, l\u2019auditabilit\u00e9 et la supervision du syst\u00e8me d\u2019IA dans son ensemble.<\/p>","_id":"282ece1"},{"accordion_title":"Humain dans la boucle (Human in the Loop \u2014 HITL)","accordion_icon":{"value":"fas fa-layer-group","library":"solid"},"accordion_content":"<p class=\"isSelectedEnd\">L\u2019humain dans la boucle d\u00e9signe une approche de conception dans laquelle une supervision, une intervention ou une validation humaine est int\u00e9gr\u00e9e au fonctionnement d\u2019un syst\u00e8me d\u2019IA.<\/p><p class=\"isSelectedEnd\">Ce m\u00e9canisme permet \u00e0 une personne de contr\u00f4ler, corriger, confirmer ou interrompre certaines d\u00e9cisions ou actions produites par le syst\u00e8me, notamment lorsque celles-ci peuvent avoir un impact significatif.<\/p><p>Dans une perspective de gouvernance, l\u2019humain dans la boucle contribue \u00e0 renforcer la responsabilit\u00e9, la s\u00e9curit\u00e9, la ma\u00eetrise des risques et la confiance dans les syst\u00e8mes d\u2019IA.<\/p>","_id":"cfc8f35"},{"accordion_title":"Plan de secours \/ plan de repli","accordion_icon":{"value":"fas fa-layer-group","library":"solid"},"accordion_content":"<p class=\"isSelectedEnd\">Un plan de secours est un dispositif pr\u00e9vu pour \u00eatre activ\u00e9 lorsqu\u2019un syst\u00e8me d\u2019IA se comporte de mani\u00e8re inattendue, d\u00e9faillante ou dangereuse.<\/p><p class=\"isSelectedEnd\">Il peut pr\u00e9voir l\u2019arr\u00eat temporaire du syst\u00e8me, le basculement vers une proc\u00e9dure manuelle, l\u2019utilisation d\u2019un syst\u00e8me alternatif ou l\u2019activation de m\u00e9canismes de redondance technique.<\/p><p>Dans une perspective de gouvernance, le plan de secours contribue \u00e0 renforcer la s\u00e9curit\u00e9, la robustesse, la continuit\u00e9 d\u2019activit\u00e9 et la ma\u00eetrise des risques li\u00e9s aux syst\u00e8mes d\u2019IA.<\/p>","_id":"78ff2d6"}],"show_acc_search":"","acc_search_placeholder":"Search...","input_typography_typography":"custom","input_typography_font_family":"Ubuntu","input_typography_font_weight":"normal","tab_typography_font_family":"Ubuntu","tab_typography_font_weight":"600","icon_box_color":"#4054B2","tab_main_icon_size":{"unit":"px","size":0,"sizes":[]},"tab_toggle_icon_size":{"unit":"px","size":0,"sizes":[]},"__globals__":{"icon_box_color":"globals\/colors?id=7098e6d5","tab_color":"globals\/colors?id=7098e6d5"},"accordion_title":"Audit IA","accordion_content":"<p>Examen syst\u00e9matique d'un syst\u00e8me d'IA ou d'un portefeuille de syst\u00e8mes d'IA pour s'assurer qu'il fonctionne comme pr\u00e9vu et qu'il est conforme aux lois, r\u00e9glementations et normes applicables. Un audit IA peut permettre d'identifier et de cartographier des risques impr\u00e9vus lors des phases d'\u00e9valuation d'impact et de d\u00e9veloppement.<\/p>","display_condition_list":[{"display_condition_login_status":"subscriber","_id":"9cc9196","display_condition_date":"30-06-2026","display_condition_date_range":"30-06-2026 to 02-07-2026","display_condition_advanced_date":"30-06-2026"}],"accordion_title_icon_box_width":{"unit":"px","size":8,"sizes":[]}},"elements":[],"widgetType":"wpr-advanced-accordion"}\\\"]\\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-95dbb9e e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\\\" data-id=\\\"95dbb9e\\\" data-element_type=\\\"container\\\" data-e-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\\t\\t<div class=\\\"elementor-element elementor-element-8a78dac elementor-widget elementor-widget-heading\\\" data-id=\\\"8a78dac\\\" data-element_type=\\\"widget\\\" data-e-type=\\\"widget\\\" data-widget_type=\\\"heading.default\\\">\\n\\t\\t\\t\\t\\t<h3 class=\\\"elementor-heading-title elementor-size-default\\\">4. Les fondements conceptuels de l\\u2019intelligence artificielle<\\\/h3>\\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-a9b6db7 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\\\" data-id=\\\"a9b6db7\\\" data-element_type=\\\"container\\\" data-e-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[elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"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\\\"]\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<\\\/div>\\n\\t\\t<div class=\\\"elementor-element elementor-element-d67dd49 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\\\" data-id=\\\"d67dd49\\\" data-element_type=\\\"container\\\" data-e-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-04729d6 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\\\" data-id=\\\"04729d6\\\" data-element_type=\\\"container\\\" data-e-type=\\\"container\\\">\\n\\t\\t[elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"{"id":"4e62f0a","elType":"widget","settings":{"advanced_accordion":[{"accordion_title":"Intelligence artificielle (IA)","accordion_icon":{"value":"fas fa-desktop","library":"solid"},"accordion_content":"<p>Ensemble de technologies permettant \u00e0 des syst\u00e8mes informatiques d\u2019effectuer des t\u00e2ches n\u00e9cessitant habituellement des capacit\u00e9s humaines, comme l\u2019analyse, la pr\u00e9diction, la classification ou la g\u00e9n\u00e9ration de contenu.<\/p>","_id":"57063e5"},{"accordion_title":"Intelligence artificielle g\u00e9n\u00e9rale (IAG)","accordion_icon":{"value":"fas fa-desktop","library":"solid"},"accordion_content":"<p>Concept d\u2019une IA capable d\u2019ex\u00e9cuter une grande vari\u00e9t\u00e9 de t\u00e2ches intellectuelles avec un niveau d\u2019adaptation comparable ou sup\u00e9rieur \u00e0 celui d\u2019un humain.<\/p>","_id":"b2245e6"},{"accordion_title":"Apprentissage automatique (Machine Learning \u2014 ML)","accordion_icon":{"value":"fab fa-telegram-plane","library":"brands"},"accordion_content":"<p>M\u00e9thode permettant \u00e0 un syst\u00e8me d\u2019am\u00e9liorer ses performances \u00e0 partir de donn\u00e9es, sans \u00eatre explicitement programm\u00e9 pour chaque r\u00e8gle de d\u00e9cision.<\/p>","_id":"3bb81eb"},{"accordion_title":"Apprentissage profond (Deep Learning)","accordion_icon":{"value":"fas fa-layer-group","library":"solid"},"accordion_content":"<p class=\"isSelectedEnd\">L\u2019apprentissage profond est un sous-domaine de l\u2019intelligence artificielle et de l\u2019apprentissage automatique qui utilise des r\u00e9seaux de neurones artificiels compos\u00e9s de plusieurs couches.<\/p><p class=\"isSelectedEnd\">Ces couches permettent au mod\u00e8le d\u2019identifier progressivement des motifs complexes dans de grands volumes de donn\u00e9es.<\/p><p>L\u2019apprentissage profond est particuli\u00e8rement utilis\u00e9 pour traiter des donn\u00e9es non structur\u00e9es, comme les images, le langage naturel, la voix ou la vid\u00e9o.<\/p>","_id":"a34e671"},{"accordion_title":"R\u00e9seaux de neurones (Neural Networks)","accordion_icon":{"value":"fas fa-layer-group","library":"solid"},"accordion_content":"<p class=\"isSelectedEnd\">Un r\u00e9seau de neurones est un type de mod\u00e8le d\u2019IA inspir\u00e9 de mani\u00e8re simplifi\u00e9e du fonctionnement des neurones biologiques.<\/p><p class=\"isSelectedEnd\">Il est compos\u00e9 de couches de n\u0153uds interconnect\u00e9s qui traitent les donn\u00e9es et permettent d\u2019identifier des relations complexes, notamment non lin\u00e9aires.<\/p><p>Les r\u00e9seaux de neurones sont largement utilis\u00e9s en apprentissage profond, par exemple pour la reconnaissance d\u2019images, le traitement du langage naturel, la reconnaissance vocale ou certaines applications m\u00e9dicales.<\/p>","_id":"e779580"},{"accordion_title":"Algorithme","accordion_icon":{"value":"fas fa-layer-group","library":"solid"},"accordion_content":"<p class=\"isSelectedEnd\">Un algorithme est un ensemble d\u2019instructions, de r\u00e8gles ou d\u2019\u00e9tapes permettant \u00e0 un syst\u00e8me informatique d\u2019effectuer une t\u00e2che, de r\u00e9soudre un probl\u00e8me ou de produire un r\u00e9sultat \u00e0 partir de donn\u00e9es.<\/p><p>Dans le domaine de l\u2019IA, les algorithmes peuvent \u00eatre utilis\u00e9s pour analyser des donn\u00e9es, d\u00e9tecter des motifs, effectuer des pr\u00e9dictions ou entra\u00eener un mod\u00e8le d\u2019apprentissage automatique.<\/p>","_id":"282ece1"},{"accordion_title":"Puissance de calcul","accordion_icon":{"value":"fas fa-layer-group","library":"solid"},"accordion_content":"<p class=\"isSelectedEnd\">La puissance de calcul d\u00e9signe les ressources mat\u00e9rielles utilis\u00e9es pour entra\u00eener, ex\u00e9cuter ou d\u00e9ployer un syst\u00e8me d\u2019IA, notamment les processeurs centraux, les processeurs graphiques et les autres acc\u00e9l\u00e9rateurs sp\u00e9cialis\u00e9s.<\/p><p class=\"isSelectedEnd\">Elle influence la capacit\u00e9 d\u2019un mod\u00e8le \u00e0 traiter de grands volumes de donn\u00e9es, \u00e0 effectuer des calculs complexes et \u00e0 produire des r\u00e9sultats en phase d\u2019entra\u00eenement ou d\u2019inf\u00e9rence.<\/p><p>Dans une perspective de gouvernance, la puissance de calcul peut avoir des implications en mati\u00e8re de co\u00fbts, de performance, de consommation \u00e9nerg\u00e9tique, de s\u00e9curit\u00e9 et d\u2019acc\u00e8s aux capacit\u00e9s n\u00e9cessaires pour d\u00e9velopper ou utiliser certains syst\u00e8mes d\u2019IA.<\/p>","_id":"78ff2d6"}],"show_acc_search":"","acc_search_placeholder":"Search...","input_typography_typography":"custom","input_typography_font_family":"Ubuntu","input_typography_font_weight":"normal","tab_typography_font_family":"Ubuntu","tab_typography_font_weight":"600","icon_box_color":"#4054B2","tab_main_icon_size":{"unit":"px","size":0,"sizes":[]},"tab_toggle_icon_size":{"unit":"px","size":0,"sizes":[]},"__globals__":{"icon_box_color":"globals\/colors?id=7098e6d5","tab_color":"globals\/colors?id=7098e6d5"},"accordion_title":"Pourquoi r\u00e9aliser un diagnostic avant un projet d'IA ?","accordion_content":"<p class=\"isSelectedEnd\">Un projet d'IA ne repose pas uniquement sur la technologie. Il d\u00e9pend aussi de la qualit\u00e9 de vos donn\u00e9es, de vos processus, de votre gouvernance et de la clart\u00e9 des responsabilit\u00e9s.<\/p><p>Le diagnostic permet d'identifier les points de fragilit\u00e9 susceptibles de compromettre vos initiatives, de prioriser les actions \u00e0 mener et de construire des bases solides avant tout investissement ou d\u00e9ploiement d'une solution d'IA.<\/p>","display_condition_list":[{"display_condition_login_status":"subscriber","_id":"9cc9196","display_condition_date":"30-06-2026","display_condition_date_range":"30-06-2026 to 02-07-2026","display_condition_advanced_date":"30-06-2026"}],"accordion_title_icon_box_width":{"unit":"px","size":8,"sizes":[]}},"elements":[],"widgetType":"wpr-advanced-accordion"}\\\"]\\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-e4f768b e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\\\" data-id=\\\"e4f768b\\\" data-element_type=\\\"container\\\" data-e-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\\t\\t<div class=\\\"elementor-element elementor-element-60be7b8 elementor-widget elementor-widget-heading\\\" data-id=\\\"60be7b8\\\" data-element_type=\\\"widget\\\" data-e-type=\\\"widget\\\" data-widget_type=\\\"heading.default\\\">\\n\\t\\t\\t\\t\\t<h3 class=\\\"elementor-heading-title elementor-size-default\\\">5. Les types d\\u2019apprentissage automatique \\n<br>et leurs implications pour la gouvernance<\\\/h3>\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<div class=\\\"elementor-element elementor-element-e63ffd6 elementor-widget elementor-widget-spacer\\\" data-id=\\\"e63ffd6\\\" data-element_type=\\\"widget\\\" data-e-type=\\\"widget\\\" data-widget_type=\\\"spacer.default\\\">\\n\\t\\t\\t\\t\\t\\t\\t<div class=\\\"elementor-spacer\\\">\\n\\t\\t\\t<div class=\\\"elementor-spacer-inner\\\"><\\\/div>\\n\\t\\t<\\\/div>\\n\\t\\t\\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-5178bdd e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\\\" data-id=\\\"5178bdd\\\" data-element_type=\\\"container\\\" data-e-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[elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"eyJpZCI6IjAyNzkzMWEiLCJlbFR5cGUiOiJ3aWRnZXQiLCJzZXR0aW5ncyI6eyJlZGl0b3IiOiIiLCJkaXNwbGF5X2NvbmRpdGlvbl9saXN0IjpbeyJkaXNwbGF5X2NvbmRpdGlvbl9sb2dpbl9zdGF0dXMiOiJzdWJzY3JpYmVyIiwiX2lkIjoiYzc5YWJjOSJ9XSwiX19nbG9iYWxzX18iOnsidGV4dF9jb2xvciI6Imdsb2JhbHNcL2NvbG9ycz9pZD0zMDFjOTZkYSJ9fSwiZWxlbWVudHMiOltdLCJ3aWRnZXRUeXBlIjoidGV4dC1lZGl0b3IifQ==\\\"]\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<\\\/div>\\n\\t\\t<div class=\\\"elementor-element elementor-element-8ce57e7 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\\\" data-id=\\\"8ce57e7\\\" data-element_type=\\\"container\\\" data-e-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[elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"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\\\"]\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<\\\/div>\\n\\t\\t<div class=\\\"elementor-element elementor-element-4d118fa e-grid e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\\\" data-id=\\\"4d118fa\\\" data-element_type=\\\"container\\\" data-e-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\\t\\t<div class=\\\"elementor-element elementor-element-ff06bd0 elementor-widget elementor-widget-heading\\\" data-id=\\\"ff06bd0\\\" data-element_type=\\\"widget\\\" data-e-type=\\\"widget\\\" data-widget_type=\\\"heading.default\\\">\\n\\t\\t\\t\\t\\t<h4 class=\\\"elementor-heading-title elementor-size-default\\\"><br>Type d'apprentissage<\\\/h4>\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<div class=\\\"elementor-element elementor-element-0d814aa elementor-widget elementor-widget-heading\\\" data-id=\\\"0d814aa\\\" data-element_type=\\\"widget\\\" data-e-type=\\\"widget\\\" data-widget_type=\\\"heading.default\\\">\\n\\t\\t\\t\\t\\t<h4 class=\\\"elementor-heading-title elementor-size-default\\\"><br>Description synth\\u00e9tique<\\\/h4>\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<div class=\\\"elementor-element elementor-element-d763b35 elementor-widget elementor-widget-heading\\\" data-id=\\\"d763b35\\\" data-element_type=\\\"widget\\\" data-e-type=\\\"widget\\\" data-widget_type=\\\"heading.default\\\">\\n\\t\\t\\t\\t\\t<h4 class=\\\"elementor-heading-title elementor-size-default\\\"><b><strong class=\\\"font-semibold\\\">Implication pour la gouvernance<\\\/strong><\\\/b><\\\/h4>\\t\\t\\t\\t<\\\/div>\\n\\t\\t[elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"eyJpZCI6ImNlMzBiZjMiLCJlbFR5cGUiOiJ3aWRnZXQiLCJzZXR0aW5ncyI6eyJlZGl0b3IiOiI8cD48Yj48c3Ryb25nIGNsYXNzPVwiZm9udC1zZW1pYm9sZFwiPlN1cGVydmlzXHUwMGU5IChzdXBlcnZpc2VkIGxlYXJuaW5nKTxcL3N0cm9uZz48XC9iPjxcL3A+IiwiZGlzcGxheV9jb25kaXRpb25fbGlzdCI6W3siZGlzcGxheV9jb25kaXRpb25fbG9naW5fc3RhdHVzIjoic3Vic2NyaWJlciIsIl9pZCI6IjY5MDMwYjEifV0sIl9fZ2xvYmFsc19fIjp7InRleHRfY29sb3IiOiJnbG9iYWxzXC9jb2xvcnM\\\/aWQ9MzAxYzk2ZGEifX0sImVsZW1lbnRzIjpbXSwid2lkZ2V0VHlwZSI6InRleHQtZWRpdG9yIn0=\\\"][elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"eyJpZCI6ImEzYWZiMDciLCJlbFR5cGUiOiJ3aWRnZXQiLCJzZXR0aW5ncyI6eyJlZGl0b3IiOiI8cD5Nb2RcdTAwZThsZSBlbnRyYVx1MDBlZW5cdTAwZTkgc3VyIGRlcyBkb25uXHUwMGU5ZXMgXHUwMGU5dGlxdWV0XHUwMGU5ZXMgYXZlYyBkZXMgc29ydGllcyBjb25udWVzLjxcL3A+IiwiZGlzcGxheV9jb25kaXRpb25fbGlzdCI6W3siZGlzcGxheV9jb25kaXRpb25fbG9naW5fc3RhdHVzIjoic3Vic2NyaWJlciIsIl9pZCI6ImM4ZDk1Y2EifV0sIl9fZ2xvYmFsc19fIjp7InRleHRfY29sb3IiOiJnbG9iYWxzXC9jb2xvcnM\\\/aWQ9MzAxYzk2ZGEifX0sImVsZW1lbnRzIjpbXSwid2lkZ2V0VHlwZSI6InRleHQtZWRpdG9yIn0=\\\"][elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"eyJpZCI6IjRmYTRiMmMiLCJlbFR5cGUiOiJ3aWRnZXQiLCJzZXR0aW5ncyI6eyJlZGl0b3IiOiI8cD5UcmFcdTAwZTdhYmlsaXRcdTAwZTkgZXQgcXVhbGl0XHUwMGU5IGRlcyBkb25uXHUwMGU5ZXMgZFx1MjAxOWVudHJhXHUwMGVlbmVtZW50IGVzc2VudGllbGxlcy48XC9wPiIsImRpc3BsYXlfY29uZGl0aW9uX2xpc3QiOlt7ImRpc3BsYXlfY29uZGl0aW9uX2xvZ2luX3N0YXR1cyI6InN1YnNjcmliZXIiLCJfaWQiOiJkYjA3MjMxIn1dLCJfX2dsb2JhbHNfXyI6eyJ0ZXh0X2NvbG9yIjoiZ2xvYmFsc1wvY29sb3JzP2lkPTMwMWM5NmRhIn19LCJlbGVtZW50cyI6W10sIndpZGdldFR5cGUiOiJ0ZXh0LWVkaXRvciJ9\\\"][elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"eyJpZCI6ImEwZjM1ZmMiLCJlbFR5cGUiOiJ3aWRnZXQiLCJzZXR0aW5ncyI6eyJlZGl0b3IiOiI8cD48Yj48c3Ryb25nIGNsYXNzPVwiZm9udC1zZW1pYm9sZFwiPk5vbiBzdXBlcnZpc1x1MDBlOSAodW5zdXBlcnZpc2VkIGxlYXJuaW5nKTxcL3N0cm9uZz48XC9iPjxcL3A+IiwiZGlzcGxheV9jb25kaXRpb25fbGlzdCI6W3siZGlzcGxheV9jb25kaXRpb25fbG9naW5fc3RhdHVzIjoic3Vic2NyaWJlciIsIl9pZCI6Ijc2MzMwNGIifV0sIl9fZ2xvYmFsc19fIjp7InRleHRfY29sb3IiOiJnbG9iYWxzXC9jb2xvcnM\\\/aWQ9MzAxYzk2ZGEifX0sImVsZW1lbnRzIjpbXSwid2lkZ2V0VHlwZSI6InRleHQtZWRpdG9yIn0=\\\"][elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"eyJpZCI6IjUyMGI2ZjgiLCJlbFR5cGUiOiJ3aWRnZXQiLCJzZXR0aW5ncyI6eyJlZGl0b3IiOiI8cD5Nb2RcdTAwZThsZSBlbnRyYVx1MDBlZW5cdTAwZTkgc3VyIGRlcyBkb25uXHUwMGU5ZXMgbm9uIFx1MDBlOXRpcXVldFx1MDBlOWVzIHBvdXIgZFx1MDBlOXRlY3RlciBkZXMgc3RydWN0dXJlcy48XC9wPiIsImRpc3BsYXlfY29uZGl0aW9uX2xpc3QiOlt7ImRpc3BsYXlfY29uZGl0aW9uX2xvZ2luX3N0YXR1cyI6InN1YnNjcmliZXIiLCJfaWQiOiI1NWU5MDZiIn1dLCJfX2dsb2JhbHNfXyI6eyJ0ZXh0X2NvbG9yIjoiZ2xvYmFsc1wvY29sb3JzP2lkPTMwMWM5NmRhIn19LCJlbGVtZW50cyI6W10sIndpZGdldFR5cGUiOiJ0ZXh0LWVkaXRvciJ9\\\"][elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"eyJpZCI6IjUyMGMxNjAiLCJlbFR5cGUiOiJ3aWRnZXQiLCJzZXR0aW5ncyI6eyJlZGl0b3IiOiI8cD5SaXNxdWVzIGRlIGJpYWlzIG91IGRlIHJlZ3JvdXBlbWVudHMgcHJvYmxcdTAwZTltYXRpcXVlcyBwbHVzIGRpZmZpY2lsZXMgXHUwMGUwIGRcdTAwZTl0ZWN0ZXIuPFwvcD4iLCJkaXNwbGF5X2NvbmRpdGlvbl9saXN0IjpbeyJkaXNwbGF5X2NvbmRpdGlvbl9sb2dpbl9zdGF0dXMiOiJzdWJzY3JpYmVyIiwiX2lkIjoiNDY2MzZhOCJ9XSwiX19nbG9iYWxzX18iOnsidGV4dF9jb2xvciI6Imdsb2JhbHNcL2NvbG9ycz9pZD0zMDFjOTZkYSJ9fSwiZWxlbWVudHMiOltdLCJ3aWRnZXRUeXBlIjoidGV4dC1lZGl0b3IifQ==\\\"][elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"eyJpZCI6IjZiNTVhZDgiLCJlbFR5cGUiOiJ3aWRnZXQiLCJzZXR0aW5ncyI6eyJlZGl0b3IiOiI8cD48Yj48c3Ryb25nIGNsYXNzPVwiZm9udC1zZW1pYm9sZFwiPlNlbWktc3VwZXJ2aXNcdTAwZTkgKHNlbWktc3VwZXJ2aXNlZCBsZWFybmluZyk8XC9zdHJvbmc+PFwvYj48XC9wPiIsImRpc3BsYXlfY29uZGl0aW9uX2xpc3QiOlt7ImRpc3BsYXlfY29uZGl0aW9uX2xvZ2luX3N0YXR1cyI6InN1YnNjcmliZXIiLCJfaWQiOiI0NzljNjNmIn1dLCJfX2dsb2JhbHNfXyI6eyJ0ZXh0X2NvbG9yIjoiZ2xvYmFsc1wvY29sb3JzP2lkPTMwMWM5NmRhIn19LCJlbGVtZW50cyI6W10sIndpZGdldFR5cGUiOiJ0ZXh0LWVkaXRvciJ9\\\"][elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"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\\\"][elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"eyJpZCI6IjdmMThmYTMiLCJlbFR5cGUiOiJ3aWRnZXQiLCJzZXR0aW5ncyI6eyJlZGl0b3IiOiI8cD5Qcm92ZW5hbmNlLCBxdWFsaXRcdTAwZTkgZXQgZG9jdW1lbnRhdGlvbiBkZXMgZG9ublx1MDBlOWVzIFx1MDBlMCBjb250clx1MDBmNGxlci48XC9wPiIsImRpc3BsYXlfY29uZGl0aW9uX2xpc3QiOlt7ImRpc3BsYXlfY29uZGl0aW9uX2xvZ2luX3N0YXR1cyI6InN1YnNjcmliZXIiLCJfaWQiOiJjNThiYjNkIn1dLCJfX2dsb2JhbHNfXyI6eyJ0ZXh0X2NvbG9yIjoiZ2xvYmFsc1wvY29sb3JzP2lkPTMwMWM5NmRhIn19LCJlbGVtZW50cyI6W10sIndpZGdldFR5cGUiOiJ0ZXh0LWVkaXRvciJ9\\\"][elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"eyJpZCI6ImI5ZjQ0MjgiLCJlbFR5cGUiOiJ3aWRnZXQiLCJzZXR0aW5ncyI6eyJlZGl0b3IiOiI8cD48Yj48c3Ryb25nIGNsYXNzPVwiZm9udC1zZW1pYm9sZFwiPlBhciByZW5mb3JjZW1lbnQgKHJlaW5mb3JjZW1lbnQgbGVhcm5pbmcpPFwvc3Ryb25nPjxcL2I+PFwvcD4iLCJkaXNwbGF5X2NvbmRpdGlvbl9saXN0IjpbeyJkaXNwbGF5X2NvbmRpdGlvbl9sb2dpbl9zdGF0dXMiOiJzdWJzY3JpYmVyIiwiX2lkIjoiNzNmMjA4NSJ9XSwiX19nbG9iYWxzX18iOnsidGV4dF9jb2xvciI6Imdsb2JhbHNcL2NvbG9ycz9pZD0zMDFjOTZkYSJ9fSwiZWxlbWVudHMiOltdLCJ3aWRnZXRUeXBlIjoidGV4dC1lZGl0b3IifQ==\\\"][elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"eyJpZCI6IjU3MjZjNzciLCJlbFR5cGUiOiJ3aWRnZXQiLCJzZXR0aW5ncyI6eyJlZGl0b3IiOiI8cD5Nb2RcdTAwZThsZSBlbnRyYVx1MDBlZW5cdTAwZTkgcGFyIGVzc2FpcywgZXJyZXVycywgclx1MDBlOWNvbXBlbnNlcyBldCBwXHUwMGU5bmFsaXRcdTAwZTlzLjxcL3A+IiwiZGlzcGxheV9jb25kaXRpb25fbGlzdCI6W3siZGlzcGxheV9jb25kaXRpb25fbG9naW5fc3RhdHVzIjoic3Vic2NyaWJlciIsIl9pZCI6IjAwZTI2YmYifV0sIl9fZ2xvYmFsc19fIjp7InRleHRfY29sb3IiOiJnbG9iYWxzXC9jb2xvcnM\\\/aWQ9MzAxYzk2ZGEifX0sImVsZW1lbnRzIjpbXSwid2lkZ2V0VHlwZSI6InRleHQtZWRpdG9yIn0=\\\"][elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"eyJpZCI6IjYxY2NmNGEiLCJlbFR5cGUiOiJ3aWRnZXQiLCJzZXR0aW5ncyI6eyJlZGl0b3IiOiI8cD5Db21wb3J0ZW1lbnRzIGltcHJcdTAwZTl2dXMgcG9zc2libGVzIHNpIGxlcyBvYmplY3RpZnMgc29udCBtYWwgZFx1MDBlOWZpbmlzLjxcL3A+IiwiZGlzcGxheV9jb25kaXRpb25fbGlzdCI6W3siZGlzcGxheV9jb25kaXRpb25fbG9naW5fc3RhdHVzIjoic3Vic2NyaWJlciIsIl9pZCI6Ijk5YmZmOWYifV0sIl9fZ2xvYmFsc19fIjp7InRleHRfY29sb3IiOiJnbG9iYWxzXC9jb2xvcnM\\\/aWQ9MzAxYzk2ZGEifX0sImVsZW1lbnRzIjpbXSwid2lkZ2V0VHlwZSI6InRleHQtZWRpdG9yIn0=\\\"][elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"eyJpZCI6ImFmYTMxMGUiLCJlbFR5cGUiOiJ3aWRnZXQiLCJzZXR0aW5ncyI6eyJlZGl0b3IiOiI8cD48Yj48c3Ryb25nIGNsYXNzPVwiZm9udC1zZW1pYm9sZFwiPkZcdTAwZTlkXHUwMGU5clx1MDBlOTxcL3N0cm9uZz48XC9iPjxcL3A+IiwiZGlzcGxheV9jb25kaXRpb25fbGlzdCI6W3siZGlzcGxheV9jb25kaXRpb25fbG9naW5fc3RhdHVzIjoic3Vic2NyaWJlciIsIl9pZCI6IjMzNzRmOWQifV0sIl9fZ2xvYmFsc19fIjp7InRleHRfY29sb3IiOiJnbG9iYWxzXC9jb2xvcnM\\\/aWQ9MzAxYzk2ZGEifX0sImVsZW1lbnRzIjpbXSwid2lkZ2V0VHlwZSI6InRleHQtZWRpdG9yIn0=\\\"][elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"eyJpZCI6ImU0OWU0ZWUiLCJlbFR5cGUiOiJ3aWRnZXQiLCJzZXR0aW5ncyI6eyJlZGl0b3IiOiI8cD5BcHByZW50aXNzYWdlIGRpc3RyaWJ1XHUwMGU5IHNhbnMgY2VudHJhbGlzYXRpb24gZGVzIGRvbm5cdTAwZTllcyBicnV0ZXMuPFwvcD4iLCJkaXNwbGF5X2NvbmRpdGlvbl9saXN0IjpbeyJkaXNwbGF5X2NvbmRpdGlvbl9sb2dpbl9zdGF0dXMiOiJzdWJzY3JpYmVyIiwiX2lkIjoiMjVmZDg2ZSJ9XSwiX19nbG9iYWxzX18iOnsidGV4dF9jb2xvciI6Imdsb2JhbHNcL2NvbG9ycz9pZD0zMDFjOTZkYSJ9fSwiZWxlbWVudHMiOltdLCJ3aWRnZXRUeXBlIjoidGV4dC1lZGl0b3IifQ==\\\"][elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"eyJpZCI6IjZiZDk1ZDIiLCJlbFR5cGUiOiJ3aWRnZXQiLCJzZXR0aW5ncyI6eyJlZGl0b3IiOiI8cD5SZW5mb3JjZSBsYSBwcm90ZWN0aW9uIGRlIGxhIHZpZSBwcml2XHUwMGU5ZSwgbWFpcyBleGlnZSB1bmUgZ291dmVybmFuY2UgdGVjaG5pcXVlIHNvbGlkZS48XC9wPiIsImRpc3BsYXlfY29uZGl0aW9uX2xpc3QiOlt7ImRpc3BsYXlfY29uZGl0aW9uX2xvZ2luX3N0YXR1cyI6InN1YnNjcmliZXIiLCJfaWQiOiIzOTE0MDZjIn1dLCJfX2dsb2JhbHNfXyI6eyJ0ZXh0X2NvbG9yIjoiZ2xvYmFsc1wvY29sb3JzP2lkPTMwMWM5NmRhIn19LCJlbGVtZW50cyI6W10sIndpZGdldFR5cGUiOiJ0ZXh0LWVkaXRvciJ9\\\"][elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"eyJpZCI6IjFmMGE3NmMiLCJlbFR5cGUiOiJ3aWRnZXQiLCJzZXR0aW5ncyI6eyJlZGl0b3IiOiI8cD48Yj48c3Ryb25nIGNsYXNzPVwiZm9udC1zZW1pYm9sZFwiPkFjdGlmPFwvc3Ryb25nPjxcL2I+PFwvcD4iLCJkaXNwbGF5X2NvbmRpdGlvbl9saXN0IjpbeyJkaXNwbGF5X2NvbmRpdGlvbl9sb2dpbl9zdGF0dXMiOiJzdWJzY3JpYmVyIiwiX2lkIjoiNzQ1YzJmOCJ9XSwiX19nbG9iYWxzX18iOnsidGV4dF9jb2xvciI6Imdsb2JhbHNcL2NvbG9ycz9pZD0zMDFjOTZkYSJ9fSwiZWxlbWVudHMiOltdLCJ3aWRnZXRUeXBlIjoidGV4dC1lZGl0b3IifQ==\\\"][elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"eyJpZCI6IjYyYjRjNzgiLCJlbFR5cGUiOiJ3aWRnZXQiLCJzZXR0aW5ncyI6eyJlZGl0b3IiOiI8cD5MZSBtb2RcdTAwZThsZSBzXHUwMGU5bGVjdGlvbm5lIGxlcyBkb25uXHUwMGU5ZXMgbGVzIHBsdXMgdXRpbGVzIHBvdXIgYW1cdTAwZTlsaW9yZXIgc29uIGFwcHJlbnRpc3NhZ2UuPFwvcD4iLCJkaXNwbGF5X2NvbmRpdGlvbl9saXN0IjpbeyJkaXNwbGF5X2NvbmRpdGlvbl9sb2dpbl9zdGF0dXMiOiJzdWJzY3JpYmVyIiwiX2lkIjoiMjdjM2NkZiJ9XSwiX19nbG9iYWxzX18iOnsidGV4dF9jb2xvciI6Imdsb2JhbHNcL2NvbG9ycz9pZD0zMDFjOTZkYSJ9fSwiZWxlbWVudHMiOltdLCJ3aWRnZXRUeXBlIjoidGV4dC1lZGl0b3IifQ==\\\"][elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"eyJpZCI6Ijk5M2E3MjQiLCJlbFR5cGUiOiJ3aWRnZXQiLCJzZXR0aW5ncyI6eyJlZGl0b3IiOiI8cD5TdXBlcnZpc2lvbiBodW1haW5lIHJlcXVpc2UgZGFucyBsYSBzXHUwMGU5bGVjdGlvbiBldCBsYSB2YWxpZGF0aW9uIGRlcyBkb25uXHUwMGU5ZXMuPFwvcD4iLCJkaXNwbGF5X2NvbmRpdGlvbl9saXN0IjpbeyJkaXNwbGF5X2NvbmRpdGlvbl9sb2dpbl9zdGF0dXMiOiJzdWJzY3JpYmVyIiwiX2lkIjoiNTQyN2JhMiJ9XSwiX19nbG9iYWxzX18iOnsidGV4dF9jb2xvciI6Imdsb2JhbHNcL2NvbG9ycz9pZD0zMDFjOTZkYSJ9fSwiZWxlbWVudHMiOltdLCJ3aWRnZXRUeXBlIjoidGV4dC1lZGl0b3IifQ==\\\"][elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"eyJpZCI6ImZiZWIxNjciLCJlbFR5cGUiOiJ3aWRnZXQiLCJzZXR0aW5ncyI6eyJlZGl0b3IiOiI8cD48Yj48c3Ryb25nIGNsYXNzPVwiZm9udC1zZW1pYm9sZFwiPlBhciB0cmFuc2ZlcnQ8XC9zdHJvbmc+PFwvYj48XC9wPiIsImRpc3BsYXlfY29uZGl0aW9uX2xpc3QiOlt7ImRpc3BsYXlfY29uZGl0aW9uX2xvZ2luX3N0YXR1cyI6InN1YnNjcmliZXIiLCJfaWQiOiI1NDU2ODQ4In1dLCJfX2dsb2JhbHNfXyI6eyJ0ZXh0X2NvbG9yIjoiZ2xvYmFsc1wvY29sb3JzP2lkPTMwMWM5NmRhIn19LCJlbGVtZW50cyI6W10sIndpZGdldFR5cGUiOiJ0ZXh0LWVkaXRvciJ9\\\"][elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"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\\\"][elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"eyJpZCI6IjM2MTBjNmQiLCJlbFR5cGUiOiJ3aWRnZXQiLCJzZXR0aW5ncyI6eyJlZGl0b3IiOiI8cD5SaXNxdWUgZGUgYmlhaXMsIGxpbWl0ZXMgb3UgZXJyZXVycyBoXHUwMGU5cml0XHUwMGU5cyBkdSBtb2RcdTAwZThsZSBzb3VyY2UuPFwvcD4iLCJkaXNwbGF5X2NvbmRpdGlvbl9saXN0IjpbeyJkaXNwbGF5X2NvbmRpdGlvbl9sb2dpbl9zdGF0dXMiOiJzdWJzY3JpYmVyIiwiX2lkIjoiY2M3ZmNlMCJ9XSwiX19nbG9iYWxzX18iOnsidGV4dF9jb2xvciI6Imdsb2JhbHNcL2NvbG9ycz9pZD0zMDFjOTZkYSJ9fSwiZWxlbWVudHMiOltdLCJ3aWRnZXRUeXBlIjoidGV4dC1lZGl0b3IifQ==\\\"]\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<\\\/div>\\n\\t\\t<div class=\\\"elementor-element elementor-element-lxeileo e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\\\" data-id=\\\"lxeileo\\\" data-element_type=\\\"container\\\" data-e-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-1bb4ead e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\\\" data-id=\\\"1bb4ead\\\" data-element_type=\\\"container\\\" data-e-type=\\\"container\\\">\\n\\t\\t<div class=\\\"elementor-element elementor-element-d71d50c e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\\\" data-id=\\\"d71d50c\\\" data-element_type=\\\"container\\\" data-e-type=\\\"container\\\">\\n\\t\\t[elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"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\\\"]\\t\\t<\\\/div>\\n\\t\\t\\t\\t<\\\/div>\\n\\t\\t<div class=\\\"elementor-element elementor-element-11f63ad e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\\\" data-id=\\\"11f63ad\\\" data-element_type=\\\"container\\\" data-e-type=\\\"container\\\" data-settings=\\\"{&quot;background_background&quot;:&quot;classic&quot;}\\\">\\n\\t\\t\\t\\t<div class=\\\"elementor-element elementor-element-f6ecc00 elementor-widget elementor-widget-image\\\" data-id=\\\"f6ecc00\\\" data-element_type=\\\"widget\\\" data-e-type=\\\"widget\\\" data-widget_type=\\\"image.default\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<img width=\\\"150\\\" height=\\\"150\\\" src=\\\"https:\\\/\\\/guenix.digital\\\/wp-content\\\/uploads\\\/2026\\\/06\\\/pexels-photo-35175633-35175633-1-150x150.jpg\\\" class=\\\"attachment-thumbnail size-thumbnail wp-image-7637\\\" alt=\\\"A vintage weather vane atop a historic building with a peaceful sky background.\\\" \\\/>\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<\\\/div>\\n\\t\\t\",\"scripts\":[],\"styles\":[]}}"]},"uagb_featured_image_src":{"full":["https:\/\/guenix.digital\/wp-content\/uploads\/2025\/10\/AI-Governance.jpg",1000,625,false],"thumbnail":["https:\/\/guenix.digital\/wp-content\/uploads\/2025\/10\/AI-Governance-150x150.jpg",150,150,true],"medium":["https:\/\/guenix.digital\/wp-content\/uploads\/2025\/10\/AI-Governance-300x188.jpg",300,188,true],"medium_large":["https:\/\/guenix.digital\/wp-content\/uploads\/2025\/10\/AI-Governance-768x480.jpg",768,480,true],"large":["https:\/\/guenix.digital\/wp-content\/uploads\/2025\/10\/AI-Governance.jpg",1000,625,false],"1536x1536":["https:\/\/guenix.digital\/wp-content\/uploads\/2025\/10\/AI-Governance.jpg",1000,625,false],"2048x2048":["https:\/\/guenix.digital\/wp-content\/uploads\/2025\/10\/AI-Governance.jpg",1000,625,false],"trp-custom-language-flag":["https:\/\/guenix.digital\/wp-content\/uploads\/2025\/10\/AI-Governance-18x12.jpg",18,12,true]},"uagb_author_info":{"display_name":"anastasie","author_link":"https:\/\/guenix.digital\/fr\/author\/anastasie\/"},"uagb_comment_info":0,"uagb_excerpt":"Comprendre les diff\u00e9rentes m\u00e9thodes d\u2019apprentissage est indispensable pour \u00e9valuer les risques de biais, les besoins en donn\u00e9es et les exigences de supervision.","_links":{"self":[{"href":"https:\/\/guenix.digital\/fr\/wp-json\/wp\/v2\/posts\/7631","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/guenix.digital\/fr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/guenix.digital\/fr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/guenix.digital\/fr\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/guenix.digital\/fr\/wp-json\/wp\/v2\/comments?post=7631"}],"version-history":[{"count":18,"href":"https:\/\/guenix.digital\/fr\/wp-json\/wp\/v2\/posts\/7631\/revisions"}],"predecessor-version":[{"id":7673,"href":"https:\/\/guenix.digital\/fr\/wp-json\/wp\/v2\/posts\/7631\/revisions\/7673"}],"wp:attachment":[{"href":"https:\/\/guenix.digital\/fr\/wp-json\/wp\/v2\/media?parent=7631"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/guenix.digital\/fr\/wp-json\/wp\/v2\/categories?post=7631"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/guenix.digital\/fr\/wp-json\/wp\/v2\/tags?post=7631"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}