{"id":538104,"date":"2026-02-20T09:03:51","date_gmt":"2026-02-20T09:03:51","guid":{"rendered":"https:\/\/oworkers.com\/solutions-dia-services-de-formation-gen-ai\/"},"modified":"2026-04-02T10:48:16","modified_gmt":"2026-04-02T10:48:16","slug":"services-entrainement-validation-donnees","status":"publish","type":"page","link":"https:\/\/oworkers.com\/fr\/services-entrainement-validation-donnees\/","title":{"rendered":"Solutions d&rsquo;IA &#8211; Services de formation GEN AI"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"538104\" class=\"elementor elementor-538104 elementor-528646\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3d064a4 e-flex e-con-boxed e-con e-parent\" data-id=\"3d064a4\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-7967ed3 e-con-full e-flex e-con e-child\" data-id=\"7967ed3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d021eb2 elementor-widget elementor-widget-heading\" data-id=\"d021eb2\" 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\">Services de formation GEN AI<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e765da9 elementor-widget elementor-widget-heading\" data-id=\"e765da9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Former &amp; Controler<br>L'INTELLIGENCE CR\u00c9ATIVE<br>de demain<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5e727cd elementor-widget elementor-widget-heading\" data-id=\"5e727cd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">En tant que partenaire dans l'excellence g\u00e9n\u00e9rative, nous aidons votre \u00e9quipe IA \u00e0 mettre en \u0153uvre diff\u00e9rentes approches de formation et de validation telles que SFT, RLHF et HITL afin d'acc\u00e9l\u00e9rer votre mise sur le march\u00e9 depuis nos centres en Bulgarie, en \u00c9gypte, \u00e0 Madagascar et aux Philippines.<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-25c41f3 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"25c41f3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2d0c60a elementor-align-right elementor-widget__width-auto elementor-mobile-align-justify elementor-widget elementor-widget-button\" data-id=\"2d0c60a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/oworkers.com\/fr\/devis\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Demander un devis<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\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<div class=\"elementor-element elementor-element-a90f9f6 e-flex e-con-boxed e-con e-parent\" data-id=\"a90f9f6\" 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-1096dc9 e-con-full e-flex e-con e-child\" data-id=\"1096dc9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-662c31b elementor-widget elementor-widget-heading\" data-id=\"662c31b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Nous avons la confiance de NOMBREUSES entreprises <\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fd13a71 elementor-widget elementor-widget-heading\" data-id=\"fd13a71\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u00e0 la recherche d'op\u00e9rations stables, rentables et \u00e9thiques\n<\/p>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-972de85 e-con-full e-flex e-con e-child\" data-id=\"972de85\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4e8b427 elementor-widget-tablet__width-initial elementor-widget elementor-widget-gallery\" data-id=\"4e8b427\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;columns&quot;:8,&quot;aspect_ratio&quot;:&quot;1:1&quot;,&quot;_animation&quot;:&quot;none&quot;,&quot;_animation_delay&quot;:800,&quot;columns_mobile&quot;:3,&quot;columns_tablet&quot;:5,&quot;gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:20,&quot;sizes&quot;:[]},&quot;lazyload&quot;:&quot;yes&quot;,&quot;gallery_layout&quot;:&quot;grid&quot;,&quot;gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:10,&quot;sizes&quot;:[]},&quot;gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:10,&quot;sizes&quot;:[]},&quot;content_hover_animation&quot;:&quot;fade-in&quot;}\" data-widget_type=\"gallery.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-gallery__container\">\n\t\t\t\t\t\t\t<div class=\"e-gallery-item elementor-gallery-item elementor-animated-content\">\n\t\t\t\t\t<div class=\"e-gallery-image elementor-gallery-item__image\" data-thumbnail=\"https:\/\/oworkers.com\/wp-content\/uploads\/2025\/01\/logo-temu.webp\" data-width=\"200\" data-height=\"200\" aria-label=\"logo-temu\" role=\"img\" ><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"e-gallery-item elementor-gallery-item elementor-animated-content\">\n\t\t\t\t\t<div class=\"e-gallery-image elementor-gallery-item__image\" data-thumbnail=\"https:\/\/oworkers.com\/wp-content\/uploads\/2020\/05\/logo-zalando-1.png\" data-width=\"200\" data-height=\"200\" aria-label=\"logo-zalando\" role=\"img\" ><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"e-gallery-item elementor-gallery-item elementor-animated-content\">\n\t\t\t\t\t<div class=\"e-gallery-image elementor-gallery-item__image\" data-thumbnail=\"https:\/\/oworkers.com\/wp-content\/uploads\/2025\/03\/logo-focal-system.webp\" data-width=\"200\" data-height=\"200\" aria-label=\"logo-focal-system\" role=\"img\" ><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"e-gallery-item elementor-gallery-item elementor-animated-content\">\n\t\t\t\t\t<div class=\"e-gallery-image elementor-gallery-item__image\" data-thumbnail=\"https:\/\/oworkers.com\/wp-content\/uploads\/2025\/03\/logo-michelin.webp\" data-width=\"200\" data-height=\"200\" aria-label=\"logo-michelin\" role=\"img\" ><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"e-gallery-item elementor-gallery-item elementor-animated-content\">\n\t\t\t\t\t<div class=\"e-gallery-image elementor-gallery-item__image\" data-thumbnail=\"https:\/\/oworkers.com\/wp-content\/uploads\/2025\/03\/logo-toyota.webp\" data-width=\"200\" data-height=\"200\" aria-label=\"logo-toyota\" role=\"img\" ><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"e-gallery-item elementor-gallery-item elementor-animated-content\">\n\t\t\t\t\t<div class=\"e-gallery-image elementor-gallery-item__image\" data-thumbnail=\"https:\/\/oworkers.com\/wp-content\/uploads\/2025\/03\/logo-6sense.webp\" data-width=\"200\" data-height=\"200\" aria-label=\"logo-6sense\" role=\"img\" ><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"e-gallery-item elementor-gallery-item elementor-animated-content\">\n\t\t\t\t\t<div class=\"e-gallery-image elementor-gallery-item__image\" data-thumbnail=\"https:\/\/oworkers.com\/wp-content\/uploads\/2025\/03\/logo-oculo.webp\" data-width=\"200\" data-height=\"200\" aria-label=\"logo-oculo\" role=\"img\" ><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"e-gallery-item elementor-gallery-item elementor-animated-content\">\n\t\t\t\t\t<div class=\"e-gallery-image elementor-gallery-item__image\" data-thumbnail=\"https:\/\/oworkers.com\/wp-content\/uploads\/2025\/03\/logo-itemize.webp\" data-width=\"200\" data-height=\"200\" aria-label=\"logo-itemize\" role=\"img\" ><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bdea1d1 e-flex e-con-boxed e-con e-parent\" data-id=\"bdea1d1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-ec44a65 e-con-full e-flex e-con e-child\" data-id=\"ec44a65\" 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-0bab30b elementor-widget elementor-widget-text-editor\" data-id=\"0bab30b\" 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><a href=\"https:\/\/oworkers.com\/fr\/\">Oworkers<\/a> &gt; Services de formation GEN AI <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-34fb67a e-con-full e-flex e-con e-child\" data-id=\"34fb67a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-2ca3e82 e-con-full e-flex e-con e-child\" data-id=\"2ca3e82\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8e04352 elementor-widget elementor-widget-image\" data-id=\"8e04352\" 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 fetchpriority=\"high\" decoding=\"async\" width=\"768\" height=\"1116\" src=\"https:\/\/oworkers.com\/wp-content\/uploads\/2026\/01\/generative-ai-training-services.webp\" class=\"attachment-full size-full wp-image-538103\" alt=\"services de formation en IA g\u00e9n\u00e9rative\" \/>\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<div class=\"elementor-element elementor-element-a3a3c20 e-con-full e-flex e-con e-child\" data-id=\"a3a3c20\" 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-2be9140 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"2be9140\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">FORMATION DE IA G\u00c9N\u00c9RATIVE par <strong>\u00e9tiquetage de donn\u00e9es multilingues<\/strong>   \n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2cc6c34 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"2cc6c34\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2c46de5 elementor-widget elementor-widget-text-editor\" data-id=\"2c46de5\" 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>L&rsquo;<strong>annotation manuelle des donn\u00e9es <\/strong>pour l&rsquo;entra\u00eenement et la validation des mod\u00e8les d&rsquo;IA g\u00e9n\u00e9rative est un processus complexe qui combine plusieurs approches m\u00e9thodologiques.<\/p><p>Les t\u00e2ches d&rsquo;annotation pour SFT, RLHF et HITL, ainsi que diverses m\u00e9thodes de validation, jouent toutes un r\u00f4le crucial dans le d\u00e9veloppement de mod\u00e8les performants et \u00e9thiques, align\u00e9s sur les pr\u00e9f\u00e9rences humaines.<\/p><p>La qualit\u00e9 des donn\u00e9es d&rsquo;annotation et des processus de validation a un impact direct sur les performances des mod\u00e8les d&rsquo;IA g\u00e9n\u00e9rative. L&rsquo;utilisation d&rsquo;<strong>outils sp\u00e9cialis\u00e9s, l&rsquo;externalisation<\/strong> de l&rsquo;expertise et le respect des meilleures pratiques permettent d&rsquo;optimiser ce processus et d&rsquo;obtenir des mod\u00e8les plus fiables et plus <strong>utiles dans les applications concr\u00e8tes<\/strong>. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-45e3ec9 elementor-widget elementor-widget-text-editor\" data-id=\"45e3ec9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li><a href=\"https:\/\/oworkers.com\/3d-annotation-services\/\">Annotation 3D pour cloud point<\/a><\/li><li><a href=\"https:\/\/oworkers.com\/fr\/services-annotation-images\/\">Annotation d&rsquo;image<\/a><\/li><li><a href=\"https:\/\/oworkers.com\/fr\/services-annotation-texte\/\">Annotation de texte<\/a><\/li><li><a href=\"https:\/\/oworkers.com\/fr\/services-annotation-audio\/\">Annotation audio<\/a><\/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\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-831e5db e-flex e-con-boxed e-con e-parent\" data-id=\"831e5db\" 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-e35f0f5 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"e35f0f5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Des m\u00e9thodologies d'annotation avanc\u00e9es pour l'entra\u00eenement de mod\u00e8les d'IA.\n\n<\/h2>\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-73b6d74 e-flex e-con-boxed e-con e-parent\" data-id=\"73b6d74\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-9e0e9ab e-con-full e-flex e-con e-child\" data-id=\"9e0e9ab\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c6c8665 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"c6c8665\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Outline_Expand\" data-name=\"Outline Expand\" viewBox=\"0 0 64 64\"><title>Expertise assesment<\/title><path d=\"M55.27,50.07l-1.05-.35A4.89,4.89,0,0,1,51,45.33c2.78-2,4.66-5.89,4.66-10.32,0-5.9-3.49-9.57-9.11-9.57a12.83,12.83,0,0,0-1.54.11V10.19A8.19,8.19,0,0,0,36.81,2H11.5a8.19,8.19,0,0,0-8.19,8.19V46.63a8.19,8.19,0,0,0,8.19,8.18H32.88c-.13.35-.26.7-.36,1.06a3.2,3.2,0,0,0,2.14,4l1.44.47A28,28,0,0,0,45.82,62h.69a30.67,30.67,0,0,0,10.77-1.81l1.15-.36A3.18,3.18,0,0,0,60.58,56C59.43,51.61,57.89,50.91,55.27,50.07Zm-8.73-5.22c-3.52,0-6.44-3.56-7-8.22a12.24,12.24,0,0,0,2.7-.8,5.27,5.27,0,0,0,2.09-2.26.49.49,0,0,1,.32-.23.52.52,0,0,1,.42.1A9.56,9.56,0,0,0,49,35.56a32,32,0,0,0,4.63.41C53.27,40.94,50.23,44.85,46.54,44.85Zm0-17.41c4.18,0,6.71,2.37,7.06,6.53a30.37,30.37,0,0,1-4.26-.38,8.31,8.31,0,0,1-3.05-1.73,2.5,2.5,0,0,0-3.7.71C41.94,33.7,41.52,34,41.41,34a9.51,9.51,0,0,1-2,.6C39.59,30.05,42.16,27.44,46.54,27.44Zm-35,25.37a6.19,6.19,0,0,1-6.19-6.18V10.19A6.19,6.19,0,0,1,11.5,4H36.81A6.19,6.19,0,0,1,43,10.19V26c-3.5,1.24-5.57,4.45-5.57,9,0,.3,0,.59,0,.88a1.19,1.19,0,0,0-.26,0H20.37a1,1,0,0,0,0,2H37.21a1.06,1.06,0,0,0,.47-.13,12,12,0,0,0,4.42,7.62,4.87,4.87,0,0,1-3.22,4.38,11.23,11.23,0,0,1-1.44.4c-1.41.33-2.32.66-3.56,2.7Zm46.33,5.11-1.16.36A28.79,28.79,0,0,1,45.85,60a26,26,0,0,1-9.13-1.61l-1.47-.48a1.21,1.21,0,0,1-.81-1.5,10.19,10.19,0,0,1,.85-2c1.07-1.94,1.46-2,2.61-2.3a14.55,14.55,0,0,0,1.64-.46A6.88,6.88,0,0,0,44,46.36a6.91,6.91,0,0,0,5.11,0,6.89,6.89,0,0,0,4.45,5.24l1.11.37c2.23.72,3.06,1,4,4.53A1.2,1.2,0,0,1,57.83,57.92ZM18.3,9.13a1,1,0,0,1,0,1.41l-4.23,4.14a1,1,0,0,1-.7.28h0a1,1,0,0,1-.71-.35l-2.41-2.79a1,1,0,1,1,1.52-1.3l1.71,2,3.47-3.39A1,1,0,0,1,18.3,9.13Zm1.55,3.68a1,1,0,0,1,1-1H37.7a1,1,0,0,1,0,2H20.85A1,1,0,0,1,19.85,12.81Zm-1.72,4.33a1,1,0,0,1,0,1.41l-4.24,4.14a1,1,0,0,1-.7.28h0a1,1,0,0,1-.71-.34L10,19.84a1,1,0,1,1,1.52-1.31l1.71,2,3.47-3.39A1,1,0,0,1,18.13,17.14Zm1.56,3.68a1,1,0,0,1,1-1H37.53a1,1,0,0,1,0,2H20.69A1,1,0,0,1,19.69,20.82ZM18,25.15a1,1,0,0,1,0,1.41L13.72,30.7A1,1,0,0,1,13,31h0a1,1,0,0,1-.72-.34l-2.4-2.79a1,1,0,0,1,1.52-1.31l1.7,2,3.48-3.4A1,1,0,0,1,18,25.15Zm1.56,3.68a1,1,0,0,1,1-1H37.37a1,1,0,0,1,0,2H20.53A1,1,0,0,1,19.53,28.83Zm-1.72,4.33a1,1,0,0,1,0,1.41l-4.23,4.14a1,1,0,0,1-.7.29h0a1,1,0,0,1-.72-.34L9.7,35.86a1,1,0,1,1,1.51-1.31l1.71,2,3.48-3.4A1,1,0,0,1,17.81,33.16Zm-.16,8a1,1,0,0,1,0,1.41L13.4,46.72a1,1,0,0,1-.7.29h0a1,1,0,0,1-.72-.34l-2.4-2.79a1,1,0,1,1,1.51-1.31l1.71,2,3.47-3.4A1,1,0,0,1,17.65,41.17Zm19.4,4.68H20.21a1,1,0,0,1,0-2H37.05a1,1,0,0,1,0,2Z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e5e7a97 elementor-widget elementor-widget-heading\" data-id=\"e5e7a97\" 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\">Supervis\u00e9<br>R\u00e9glage fin <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ffe0efb elementor-widget elementor-widget-heading\" data-id=\"ffe0efb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Le SFT (Supervised Fine-Tuning) est une m\u00e9thode d'entra\u00eenement dans laquelle un mod\u00e8le pr\u00e9-entra\u00een\u00e9 est affin\u00e9 par des humains afin de s'adapter \u00e0 des t\u00e2ches sp\u00e9cifiques. \n\n<br>Les humains fournissent directement des r\u00e9ponses au mod\u00e8le dans un cadre d'apprentissage supervis\u00e9.<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c0ad96c e-con-full e-flex e-con e-child\" data-id=\"c0ad96c\" 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-2baac75 elementor-widget elementor-widget-heading\" data-id=\"2baac75\" 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\">T\u00e2ches d'annotation SFT<br>pour les dialogues<\/h3>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7216b4b e-con-full e-flex e-con e-child\" data-id=\"7216b4b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-25c016b elementor-widget elementor-widget-heading\" data-id=\"25c016b\" 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\">Cr\u00e9ation de r\u00e9ponses de r\u00e9f\u00e9rence<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4f56583 elementor-widget elementor-widget-text-editor\" data-id=\"4f56583\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li>R\u00e9daction manuelle des r\u00e9ponses id\u00e9ales \u00e0 des questions donn\u00e9es<\/li><li>Annotation des r\u00e9ponses pour diff\u00e9rents styles (formel, informel, technique, simplifi\u00e9)<\/li><li>Cr\u00e9ation de r\u00e9ponses adapt\u00e9es \u00e0 diff\u00e9rents contextes culturels et linguistiques<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ac939dc e-con-full e-flex e-con e-child\" data-id=\"ac939dc\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7aba1c9 elementor-widget elementor-widget-heading\" data-id=\"7aba1c9\" 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\">Annotation de dialogue \u00e0 plusieurs tours<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-349379c elementor-widget elementor-widget-text-editor\" data-id=\"349379c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li>Cr\u00e9ation de conversations compl\u00e8tes entre l&rsquo;utilisateur et l&rsquo;assistant<\/li><li>Annotation des r\u00e9ponses appropri\u00e9es \u00e0 chaque \u00e9tape d&rsquo;une conversation<\/li><li>\u00c9laboration de strat\u00e9gies de gestion des conversations pour des sc\u00e9narios complexes<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7255593 e-con-full e-flex e-con e-child\" data-id=\"7255593\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1418e8e elementor-widget elementor-widget-heading\" data-id=\"1418e8e\" 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\">Annotation rapide sp\u00e9cialis\u00e9e<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1148b6e elementor-widget elementor-widget-text-editor\" data-id=\"1148b6e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li>Cr\u00e9ation de paires de r\u00e9ponses rapides pour des domaines sp\u00e9cifiques (m\u00e9dical, juridique, technique)<\/li><li>Annotation des r\u00e9ponses r\u00e9pondant \u00e0 des contraintes particuli\u00e8res (longueur, format, style)<\/li><li>\u00c9laboration de r\u00e9ponses pour les requ\u00eates ambigu\u00ebs n\u00e9cessitant des \u00e9claircissements<\/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\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e10cb52 e-flex e-con-boxed e-con e-parent\" data-id=\"e10cb52\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-29d62fc e-con-full e-flex e-con e-child\" data-id=\"29d62fc\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0f1b5d8 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"0f1b5d8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Outline_Expand\" data-name=\"Outline Expand\" viewBox=\"0 0 64 64\"><title>Face checkmark<\/title><path d=\"M44,17.56C44,9.77,39.4,4.94,32,4.94S20,9.77,20,17.56c0,6,2.57,11.19,6.35,13.84a7,7,0,0,1-4.63,6.44c-3.31,1.17-7.79,3.52-10.29,8.07a15,15,0,0,0-1.36,3.29,4,4,0,0,0,2.66,4.92A64.07,64.07,0,0,0,31,57.06H32a64.75,64.75,0,0,0,19.29-2.94A4,4,0,0,0,54,49.36a15.31,15.31,0,0,0-6.55-9l.87-.84a4.49,4.49,0,0,0,.1-6.34A4.49,4.49,0,0,0,42,33.1L39.3,35.75a7.09,7.09,0,0,1-1.64-4.35C41.43,28.75,44,23.54,44,17.56ZM32,6.94c6,0,9.6,3.47,10,9.57A43.4,43.4,0,0,1,35.73,16a11.14,11.14,0,0,1-4.28-2.42,3,3,0,0,0-4.5.87c-.88,1.52-1.48,2-1.76,2.09a14.67,14.67,0,0,1-3.19.93C22.05,10.77,25.68,6.94,32,6.94ZM52,49.86a2,2,0,0,1-1.35,2.36,62.44,62.44,0,0,1-19.62,2.84,62.58,62.58,0,0,1-17.72-2.84A2,2,0,0,1,12,49.74a13,13,0,0,1,1.19-2.86,14.78,14.78,0,0,1,6.14-5.8,4.26,4.26,0,0,0-.08.8,4.41,4.41,0,0,0,1.3,3.18l7.65,7.75a4.49,4.49,0,0,0,6.31.07L45.93,41.82A13.42,13.42,0,0,1,52,49.86Zm-12-12h0l3.42-3.3a2.48,2.48,0,0,1,3.45,3.57L33.11,51.44a2.54,2.54,0,0,1-3.5,0L22,43.66a2.49,2.49,0,0,1,1.77-4.24h0a2.52,2.52,0,0,1,1.76.74l5.22,5.29a1,1,0,0,0,1.41,0Zm-2.14-.71-6.41,6.2-4.53-4.59a4.64,4.64,0,0,0-1.41-1,9,9,0,0,0,2.75-5.32,9.57,9.57,0,0,0,3.74.79,9.42,9.42,0,0,0,3.75-.8A9,9,0,0,0,37.86,37.14ZM32,31.26c-5,0-9.21-5.14-9.89-11.79A17.17,17.17,0,0,0,26,18.34a6.77,6.77,0,0,0,2.66-2.91,1,1,0,0,1,.69-.48,1,1,0,0,1,.85.2A12.83,12.83,0,0,0,35.39,18a45.89,45.89,0,0,0,6.58.56C41.61,25.62,37.28,31.26,32,31.26ZM2,16.83V10.47a8.32,8.32,0,0,1,8.31-8.31h7.93a1,1,0,0,1,0,2H10.31A6.32,6.32,0,0,0,4,10.47v6.36a1,1,0,0,1-2,0Zm60-6.36v6.36a1,1,0,0,1-2,0V10.47a6.32,6.32,0,0,0-6.31-6.31H45.76a1,1,0,1,1,0-2h7.93A8.32,8.32,0,0,1,62,10.47Zm0,36.7v6.36a8.32,8.32,0,0,1-8.31,8.31H45.76a1,1,0,0,1,0-2h7.93A6.32,6.32,0,0,0,60,53.53V47.17a1,1,0,0,1,2,0ZM10.31,61.84A8.32,8.32,0,0,1,2,53.53V47.17a1,1,0,0,1,2,0v6.36a6.32,6.32,0,0,0,6.31,6.31h7.93a1,1,0,1,1,0,2H10.31Z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3b908a3 elementor-widget elementor-widget-heading\" data-id=\"3b908a3\" 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\">Apprentissage par renforcement \u00e0 partir des commentaires humains<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a7d42b2 elementor-widget elementor-widget-heading\" data-id=\"a7d42b2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">RLHF est une technique dans laquelle un mod\u00e8le linguistique fournit des r\u00e9ponses \u00e0 des questions, et des humains \u00e9mettent des jugements de r\u00e9compense ou de p\u00e9nalit\u00e9 sur ces r\u00e9ponses, rendant ainsi le mod\u00e8le plus conforme aux pr\u00e9f\u00e9rences humaines.<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b19da25 e-con-full e-flex e-con e-child\" data-id=\"b19da25\" 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-761f40c elementor-widget elementor-widget-heading\" data-id=\"761f40c\" 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\">T\u00e2ches d'annotation RLHF<\/h3>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4a577d5 e-con-full e-flex e-con e-child\" data-id=\"4a577d5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2217ac9 elementor-widget elementor-widget-heading\" data-id=\"2217ac9\" 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\">\u00c9valuation comparative des r\u00e9ponses (classement)<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ba2b6ba elementor-widget elementor-widget-text-editor\" data-id=\"ba2b6ba\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li>Classement des r\u00e9ponses multiples g\u00e9n\u00e9r\u00e9es pour la m\u00eame invite<\/li><li>Annotation des pr\u00e9f\u00e9rences entre paires de r\u00e9ponses alternatives<\/li><li>\u00c9valuation comparative des r\u00e9ponses selon plusieurs crit\u00e8res (pr\u00e9cision, utilit\u00e9, s\u00e9curit\u00e9)<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e67ba1f e-con-full e-flex e-con e-child\" data-id=\"e67ba1f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5b94de6 elementor-widget elementor-widget-heading\" data-id=\"5b94de6\" 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\">Notation des r\u00e9ponses<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bae3340 elementor-widget elementor-widget-text-editor\" data-id=\"bae3340\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li>Attribution de notes num\u00e9riques aux r\u00e9ponses g\u00e9n\u00e9r\u00e9es (\u00e9chelles de Likert)<\/li><li>\u00c9valuation de la qualit\u00e9 des r\u00e9ponses selon des crit\u00e8res sp\u00e9cifiques<\/li><li>Annotation des forces et des faiblesses de chaque r\u00e9ponse<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d4d6490 e-con-full e-flex e-con e-child\" data-id=\"d4d6490\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-731918b elementor-widget elementor-widget-heading\" data-id=\"731918b\" 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\">Annotation d\u00e9taill\u00e9e des commentaires <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7a59f5b elementor-widget elementor-widget-text-editor\" data-id=\"7a59f5b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li>R\u00e9daction de commentaires explicatifs sur les questions relatives aux r\u00e9ponses<\/li><li>Identification des passages probl\u00e9matiques dans les r\u00e9ponses<\/li><li>Suggestion d&rsquo;am\u00e9liorations sp\u00e9cifiques pour les r\u00e9ponses g\u00e9n\u00e9r\u00e9es<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2633ea5 e-con-full e-flex e-con e-child\" data-id=\"2633ea5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-34f00ed elementor-widget elementor-widget-heading\" data-id=\"34f00ed\" 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\">Annotation relative \u00e0 l'alignement \u00e9thique<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1e3de81 elementor-widget elementor-widget-text-editor\" data-id=\"1e3de81\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li>Identification de contenus potentiellement pr\u00e9judiciables ou biais\u00e9s<\/li><li>\u00c9valuation de la conformit\u00e9 des r\u00e9ponses aux directives \u00e9thiques<\/li><li>Annotation des r\u00e9ponses afin de d\u00e9tecter les st\u00e9r\u00e9otypes ou les pr\u00e9jug\u00e9s<\/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\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-865a41f e-flex e-con-boxed e-con e-parent\" data-id=\"865a41f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-59cf31d e-con-full e-flex e-con e-child\" data-id=\"59cf31d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-85c602b elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"85c602b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Outline_Expand\" data-name=\"Outline Expand\" viewBox=\"0 0 64 64\"><title>Expertise transfer<\/title><path 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class=\"elementor-element elementor-element-b1d378d elementor-widget elementor-widget-heading\" data-id=\"b1d378d\" 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\">Humain dans la boucle<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cc5865f elementor-widget elementor-widget-heading\" data-id=\"cc5865f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">L'approche HITL int\u00e8gre directement l'intervention humaine dans le processus d'annotation et d'am\u00e9lioration des mod\u00e8les.\n<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6943f82 e-con-full e-flex e-con e-child\" data-id=\"6943f82\" 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-71fa7da elementor-widget elementor-widget-heading\" data-id=\"71fa7da\" 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\">T\u00e2ches d'annotation HITL<\/h3>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b6e79f5 e-con-full e-flex e-con e-child\" data-id=\"b6e79f5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6480434 elementor-widget elementor-widget-heading\" data-id=\"6480434\" 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\">Correction et am\u00e9lioration du contenu <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-17ba258 elementor-widget elementor-widget-text-editor\" data-id=\"17ba258\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li>Modification manuelle des r\u00e9sultats du mod\u00e8le pour corriger les erreurs<\/li><li>Reformulation des r\u00e9ponses afin d&rsquo;am\u00e9liorer la clart\u00e9 et la pr\u00e9cision<\/li><li>Ajout d&rsquo;informations manquantes dans les r\u00e9ponses g\u00e9n\u00e9r\u00e9es<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5c6c1c5 e-con-full e-flex e-con e-child\" data-id=\"5c6c1c5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-62fe865 elementor-widget elementor-widget-heading\" data-id=\"62fe865\" 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\">V\u00e9rification factuelle <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-edff1ba elementor-widget elementor-widget-text-editor\" data-id=\"edff1ba\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li>Annotation des affirmations factuelles dans les r\u00e9ponses g\u00e9n\u00e9r\u00e9es<\/li><li>Validation de l&rsquo;exactitude des informations fournies<\/li><li>Identification des hallucinations ou des erreurs factuelles<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b1b92e7 e-con-full e-flex e-con e-child\" data-id=\"b1b92e7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ac0261e elementor-widget elementor-widget-heading\" data-id=\"ac0261e\" 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\">Annotation de donn\u00e9es multimodales<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-de2d198 elementor-widget elementor-widget-text-editor\" data-id=\"de2d198\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li>Cr\u00e9ation de descriptions textuelles pour les images (image-texte)<\/li><li><strong><a href=\"https:\/\/oworkers.com\/fr\/services-annotation-images\/\">Annotation de paires texte-image <\/a><\/strong>pour l&rsquo;entra\u00eenement de mod\u00e8les multimodaux<\/li><li>\u00c9valuation de la pertinence des r\u00e9ponses visuelles g\u00e9n\u00e9r\u00e9es \u00e0 partir de suggestions textuelles<\/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\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8af693c e-flex e-con-boxed e-con e-parent\" data-id=\"8af693c\" 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-04f953b elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"04f953b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Pourquoi nous choisir pour<br>VOS FORMATION EN IA G\u00c9N\u00c9RATIVE ?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-df62c0f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"df62c0f\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-7f52560\" data-id=\"7f52560\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9751186 elementor-widget-tablet__width-initial elementor-widget elementor-widget-image\" data-id=\"9751186\" 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=\"550\" height=\"448\" src=\"https:\/\/oworkers.com\/wp-content\/uploads\/2025\/11\/multilingual-gen-ai-operators.webp\" class=\"attachment-large size-large wp-image-535580\" alt=\"op\u00e9rateurs multilingues d&#039;IA g\u00e9n\u00e9rique\" srcset=\"https:\/\/oworkers.com\/wp-content\/uploads\/2025\/11\/multilingual-gen-ai-operators.webp 550w, https:\/\/oworkers.com\/wp-content\/uploads\/2025\/11\/multilingual-gen-ai-operators-300x244.webp 300w\" sizes=\"(max-width: 550px) 100vw, 550px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-cf0d744\" data-id=\"cf0d744\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e964b16 elementor-widget elementor-widget-heading\" data-id=\"e964b16\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Nos langues \n\n<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d6b5f7e elementor-widget elementor-widget-text-editor\" data-id=\"d6b5f7e\" 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>Nous servons nos clients dans 30 langues <\/p><ul><li>Anglais, allemand, fran\u00e7ais, italien, espagnol, portugais<\/li><li>Bulgare, tch\u00e8que, turc, russe, ukrainien<\/li><li>Polonais, grec, roumain, slovaque, croate, hongrois<\/li><li>Hollandais<\/li><li>Arabe<\/li><li>Su\u00e9dois, finnois, danois, norv\u00e9gien<\/li><li>Chinois, tha\u00ef, malais, japonais, indon\u00e9sien, vietnamien, cor\u00e9en<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b167d83 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b167d83\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-1166bbb\" data-id=\"1166bbb\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-76a3f9a elementor-widget elementor-widget-heading\" data-id=\"76a3f9a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u00c9NORME \u00c9CONOMIE\n\n<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1fce81e elementor-widget elementor-widget-text-editor\" data-id=\"1fce81e\" 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>Gr\u00e2ce \u00e0 nos sites situ\u00e9s dans les pays les plus comp\u00e9titifs au monde <strong>Bulgarie \/ Madagascar et \u00c9gypte<\/strong> , vous pouvez \u00e9conomiser jusqu&rsquo;\u00e0 80 % sur vos co\u00fbts.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-c4b232e\" data-id=\"c4b232e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4bab3b2 elementor-widget elementor-widget-image\" data-id=\"4bab3b2\" 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=\"550\" height=\"250\" src=\"https:\/\/oworkers.com\/wp-content\/uploads\/2025\/11\/gen-ai-training-low-cost.webp\" class=\"attachment-large size-large wp-image-535582\" alt=\"formation \u00e0 faible co\u00fbt pour l&#039;IA\" srcset=\"https:\/\/oworkers.com\/wp-content\/uploads\/2025\/11\/gen-ai-training-low-cost.webp 550w, https:\/\/oworkers.com\/wp-content\/uploads\/2025\/11\/gen-ai-training-low-cost-300x136.webp 300w\" sizes=\"(max-width: 550px) 100vw, 550px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2806ede elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2806ede\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-88a69dd\" data-id=\"88a69dd\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-686c2f7 elementor-widget elementor-widget-image\" data-id=\"686c2f7\" 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 loading=\"lazy\" decoding=\"async\" width=\"550\" height=\"326\" src=\"https:\/\/oworkers.com\/wp-content\/uploads\/2025\/11\/security-for-gen-ai.webp\" class=\"attachment-large size-large wp-image-535589\" alt=\"formation s\u00e9curis\u00e9e pour Gen AIi\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-a93dc83\" data-id=\"a93dc83\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2c84197 elementor-widget elementor-widget-heading\" data-id=\"2c84197\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">S\u00c9CURIT\u00c9<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0af6631 elementor-widget elementor-widget-text-editor\" data-id=\"0af6631\" 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>Nous sommes certifi\u00e9s ISO 27001, nos employ\u00e9s \u00e0 temps plein ont sign\u00e9 un accord de confidentialit\u00e9 (NDA) et travaillent uniquement dans des bureaux surveill\u00e9s avec des <a href=\"https:\/\/oworkers.com\/fr\/pourquoi-nous\/#iso\">protocoles de s\u00e9curit\u00e9 stricts<\/a>. Nous sommes \u00e9galement c<strong>onformes au RGPD.<\/strong> <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c7d8073 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c7d8073\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-191fd11\" data-id=\"191fd11\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7d9e874 elementor-widget elementor-widget-heading\" data-id=\"7d9e874\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u00c9THIQUE<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ce7465a elementor-widget elementor-widget-text-editor\" data-id=\"ce7465a\" 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>Nous n&#8217;employons que des salari\u00e9s b\u00e9n\u00e9ficiant d&rsquo;une couverture sociale compl\u00e8te et nous avons un <strong><a href=\"https:\/\/oworkers.com\/wp-content\/uploads\/2023\/11\/Oworkers-Code-of-Ethics.pdf\">code d&rsquo;\u00e9thique<\/a><\/strong> et un <strong><a href=\"https:\/\/oworkers.com\/wp-content\/uploads\/2023\/11\/Oworkers-Code-of-Conduct.pdf\">code de conduite<\/a><\/strong> stricts.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-5ae2e64\" data-id=\"5ae2e64\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-eb7b256 elementor-widget elementor-widget-image\" data-id=\"eb7b256\" 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 loading=\"lazy\" decoding=\"async\" width=\"550\" height=\"250\" src=\"https:\/\/oworkers.com\/wp-content\/uploads\/2025\/11\/gen-ai-team.webp\" class=\"attachment-large size-large wp-image-535584\" alt=\"\u00e9quipe gen-ai\" srcset=\"https:\/\/oworkers.com\/wp-content\/uploads\/2025\/11\/gen-ai-team.webp 550w, https:\/\/oworkers.com\/wp-content\/uploads\/2025\/11\/gen-ai-team-300x136.webp 300w\" sizes=\"(max-width: 550px) 100vw, 550px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-83e20e8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"83e20e8\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-3262b6c\" data-id=\"3262b6c\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c47066e elementor-widget elementor-widget-image\" data-id=\"c47066e\" 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 loading=\"lazy\" decoding=\"async\" width=\"550\" height=\"250\" src=\"https:\/\/oworkers.com\/wp-content\/uploads\/2025\/11\/ai-expert.webp\" class=\"attachment-large size-large wp-image-535586\" alt=\"expert en formation \u00e0 l&#039;IA\" srcset=\"https:\/\/oworkers.com\/wp-content\/uploads\/2025\/11\/ai-expert.webp 550w, https:\/\/oworkers.com\/wp-content\/uploads\/2025\/11\/ai-expert-300x136.webp 300w\" sizes=\"(max-width: 550px) 100vw, 550px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-e5ab2c2\" data-id=\"e5ab2c2\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-494d78d elementor-widget elementor-widget-heading\" data-id=\"494d78d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">CONNAISSANCE VERTICALE\n<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7688adb elementor-widget elementor-widget-text-editor\" data-id=\"7688adb\" 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>Nous pouvons trouver des experts sp\u00e9cialis\u00e9s dans votre secteur d&rsquo;activit\u00e9 qui travailleront pour vous sous la supervision et la gestion de nos centres.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-79e4236 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"79e4236\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-9d01cdd\" data-id=\"9d01cdd\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-35a135a elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"35a135a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Outline_Expand\" data-name=\"Outline Expand\" viewBox=\"0 0 64 64\"><title>Expert<\/title><path d=\"M58.06,30.64A25.73,25.73,0,0,0,53.58,19.4a5.11,5.11,0,0,0-7.31-7A26.51,26.51,0,0,0,42,10.19l.29-.24A4.11,4.11,0,1,0,37,3.64L31.86,7.92,30,6.23A4.09,4.09,0,0,0,23.19,10,25.75,25.75,0,0,0,18,12.6a5.1,5.1,0,0,0-7.26,7.12A25.91,25.91,0,0,0,6.43,30.56a5.11,5.11,0,0,0,.49,10.17,26,26,0,0,0,8.43,13.58A5.08,5.08,0,0,0,15,56.19a5.11,5.11,0,0,0,9.21,3.07,26.23,26.23,0,0,0,8.05,1.29,25.91,25.91,0,0,0,7.66-1.17A5.11,5.11,0,0,0,49,56.19a5.06,5.06,0,0,0-.27-1.56,26.15,26.15,0,0,0,8.83-14,5.11,5.11,0,0,0,.48-10ZM49.37,13.35a3.13,3.13,0,1,1-3.12,3.13A3.13,3.13,0,0,1,49.37,13.35ZM25.66,7.86a2.12,2.12,0,0,1,3-.15L31.17,10a1,1,0,0,0,1.31,0l5.79-4.84a2.13,2.13,0,0,1,3,.27,2.1,2.1,0,0,1-.27,3L33.11,15a2.08,2.08,0,0,1-1.22.48h0a2,2,0,0,1-1.54-.54l-4.54-4.08A2.13,2.13,0,0,1,25.66,7.86ZM36.83,40.13l1.66,7.35a17.33,17.33,0,0,1-12.52,0l1.66-7.35a1,1,0,0,0-.76-1.2,1,1,0,0,0-1.19.76l-1.57,7c-.26-.14-.51-.27-.76-.42a3.37,3.37,0,0,1-1.63-2.88v-2a8.65,8.65,0,0,1,8.65-8.64h3.75a8.64,8.64,0,0,1,8.64,8.63v2a3.37,3.37,0,0,1-1.62,2.88l-.79.43-1.57-7a1,1,0,1,0-2,.45Zm-4.59-10a5.85,5.85,0,1,1,5.85-5.85A5.86,5.86,0,0,1,32.24,30.17ZM14.63,13.35a3.13,3.13,0,1,1-3.13,3.13A3.13,3.13,0,0,1,14.63,13.35ZM4,35.62a3.13,3.13,0,0,1,3.13-3.13h.09A3.13,3.13,0,1,1,4,35.62Zm16.11,23.7a3.13,3.13,0,1,1,3.13-3.13A3.14,3.14,0,0,1,20.11,59.32Zm23.78,0A3.13,3.13,0,1,1,47,56.19,3.13,3.13,0,0,1,43.89,59.32Zm3.87-6.46a5.11,5.11,0,0,0-9,3.33A5.23,5.23,0,0,0,39,57.57a24.28,24.28,0,0,1-13.9-.13,5.11,5.11,0,0,0-8.63-4.82A24.09,24.09,0,0,1,8.9,40.41a5.1,5.1,0,0,0-.46-9.73A23.83,23.83,0,0,1,12.24,21a5.09,5.09,0,0,0,2.39.62,5.11,5.11,0,0,0,4.56-7.43A23.63,23.63,0,0,1,24,11.79a3.5,3.5,0,0,0,.48.54L29,16.42a3.37,3.37,0,0,0,.68.49A7.83,7.83,0,0,0,28.12,31a10.67,10.67,0,0,0-8.4,10.4v2a5.38,5.38,0,0,0,2.61,4.6,19.49,19.49,0,0,0,19.83,0,5.38,5.38,0,0,0,2.6-4.6v-2A10.66,10.66,0,0,0,36.37,31a7.83,7.83,0,0,0-2.24-14.27,2.48,2.48,0,0,0,.26-.19l5.81-4.85A24.08,24.08,0,0,1,44.94,14a5,5,0,0,0-.69,2.53,5.11,5.11,0,0,0,7.87,4.32A23.71,23.71,0,0,1,56,30.57a5.11,5.11,0,0,0-.49,10A24.06,24.06,0,0,1,47.76,52.86Zm9.11-14.11A3.13,3.13,0,1,1,60,35.62,3.14,3.14,0,0,1,56.87,38.75Z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fd7d40a elementor-widget elementor-widget-heading\" data-id=\"fd7d40a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Exp\u00e9rience dans le secteur\n<\/p>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8182aa9 e-flex e-con-boxed e-con e-parent\" data-id=\"8182aa9\" 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-952a4fd elementor-widget elementor-widget-text-editor\" data-id=\"952a4fd\" 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><span style=\"color: #ffffff;\"><strong><a style=\"color: #ffffff;\" href=\"https:\/\/oworkers.com\/fr\/\">Oworkers <\/a><\/strong><\/span>poss\u00e8de plus de 12 ans d&rsquo;exp\u00e9rience dans le domaine des DONN\u00c9ES, des centaines d&rsquo;\u00e9tudes de cas, une expertise dans plus de 12 secteurs d&rsquo;activit\u00e9 + Notre taux de rotation du personnel est de 1,7 % en 2024.<\/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\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-99f313e e-flex e-con-boxed e-con e-parent\" data-id=\"99f313e\" 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-51f46f4 elementor-widget elementor-widget-heading\" data-id=\"51f46f4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">INDUSTRIES ET SECTEURS <\/h2>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-13ffe1b e-con-full e-flex e-con e-child\" data-id=\"13ffe1b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-07286e8 e-con-full e-flex e-con e-child\" data-id=\"07286e8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9893e51 elementor-widget elementor-widget-image\" data-id=\"9893e51\" 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 loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"162\" src=\"https:\/\/oworkers.com\/wp-content\/uploads\/2024\/10\/AR.webp\" class=\"attachment-large size-large wp-image-525449\" alt=\"Services d&#039;annotation de donn\u00e9es pour le commerce de d\u00e9tail\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-436203b elementor-widget elementor-widget-text-editor\" data-id=\"436203b\" 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><span style=\"font-weight: 400;\">Retail &amp; Ecommerce<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aff2fee elementor-widget elementor-widget-image\" data-id=\"aff2fee\" 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 loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"162\" src=\"https:\/\/oworkers.com\/wp-content\/uploads\/2024\/10\/Hung-security-camera.webp\" class=\"attachment-large size-large wp-image-525435\" alt=\"annotation de donn\u00e9es pour le secteur de la surveillance\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e253ea1 elementor-widget elementor-widget-text-editor\" data-id=\"e253ea1\" 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>Surveillance et identit\u00e9 num\u00e9rique<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-14511cb elementor-widget elementor-widget-image\" data-id=\"14511cb\" 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 loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"162\" src=\"https:\/\/oworkers.com\/wp-content\/uploads\/2025\/03\/sectors-transportation.webp\" class=\"attachment-large size-large wp-image-528607\" alt=\"annotation pour le secteur des transports\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6e548b3 elementor-widget elementor-widget-text-editor\" data-id=\"6e548b3\" 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>Transport et exp\u00e9dition<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dff4754 elementor-widget elementor-widget-image\" data-id=\"dff4754\" 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 loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"162\" src=\"https:\/\/oworkers.com\/wp-content\/uploads\/2025\/03\/sectors-media.webp\" class=\"attachment-large size-large wp-image-528611\" alt=\"secteurs m\u00e9dias\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-92e9964 elementor-widget elementor-widget-text-editor\" data-id=\"92e9964\" 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>Media<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9a0371a e-con-full e-flex e-con e-child\" data-id=\"9a0371a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cdd4e78 elementor-widget elementor-widget-image\" data-id=\"cdd4e78\" 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 loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"162\" src=\"https:\/\/oworkers.com\/wp-content\/uploads\/2024\/10\/Multiple-linked-vehicles.webp\" class=\"attachment-large size-large wp-image-525433\" alt=\"Services d&#039;annotation de donn\u00e9es pour v\u00e9hicules autonomes ADAS\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-504aee0 elementor-widget elementor-widget-text-editor\" data-id=\"504aee0\" 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>Adas + Autonomous Vehicle<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fdd85ac elementor-widget elementor-widget-image\" data-id=\"fdd85ac\" 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 loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"162\" src=\"https:\/\/oworkers.com\/wp-content\/uploads\/2024\/11\/Doctors-performing-surgery.webp\" class=\"attachment-large size-large wp-image-525800\" alt=\"Services d&#039;annotation de donn\u00e9es pour les soins de sant\u00e9\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1de5e96 elementor-widget elementor-widget-text-editor\" data-id=\"1de5e96\" 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>Sant\u00e9 et technologies m\u00e9dicales<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f64d062 elementor-widget elementor-widget-image\" data-id=\"f64d062\" 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 loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"162\" src=\"https:\/\/oworkers.com\/wp-content\/uploads\/2024\/11\/Robotic-arm.webp\" class=\"attachment-large size-large wp-image-525802\" alt=\"Services d&#039;annotation de donn\u00e9es pour la robotique\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-079dddd elementor-widget elementor-widget-text-editor\" data-id=\"079dddd\" 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>Logistique et robotique<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-71275d0 elementor-widget elementor-widget-image\" data-id=\"71275d0\" 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 loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"162\" src=\"https:\/\/oworkers.com\/wp-content\/uploads\/2024\/10\/Person-in-field-holding-phone.webp\" class=\"attachment-large size-large wp-image-525441\" alt=\"Personne dans un champ tenant un t\u00e9l\u00e9phone\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c8754f7 elementor-widget elementor-widget-text-editor\" data-id=\"c8754f7\" 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>Alimentation, agriculture et b\u00e9tail<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a886542 e-con-full e-flex e-con e-child\" data-id=\"a886542\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0487ccc elementor-widget elementor-widget-image\" data-id=\"0487ccc\" 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 loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"162\" src=\"https:\/\/oworkers.com\/wp-content\/uploads\/2025\/04\/travel.webp\" class=\"attachment-large size-large wp-image-529050\" alt=\"annotation pour l&#039;industrie du voyage\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c5e770d elementor-widget elementor-widget-text-editor\" data-id=\"c5e770d\" 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>Voyages et h\u00f4tellerie<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3931cdf elementor-widget elementor-widget-image\" data-id=\"3931cdf\" 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 loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"162\" src=\"https:\/\/oworkers.com\/wp-content\/uploads\/2024\/10\/Satellite-overview-of-town.webp\" class=\"attachment-large size-large wp-image-525445\" alt=\"annotation de donn\u00e9es pour Satellite\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e141c43 elementor-widget elementor-widget-text-editor\" data-id=\"e141c43\" 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>Construction et architecture<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-081c39a elementor-widget elementor-widget-image\" data-id=\"081c39a\" 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 loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"162\" src=\"https:\/\/oworkers.com\/wp-content\/uploads\/2025\/03\/sectors-gaming.webp\" class=\"attachment-large size-large wp-image-528609\" alt=\"secteurs jeux\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-854398d elementor-widget elementor-widget-text-editor\" data-id=\"854398d\" 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>Gaming<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f110a4f elementor-widget elementor-widget-image\" data-id=\"f110a4f\" 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 loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"162\" src=\"https:\/\/oworkers.com\/wp-content\/uploads\/2024\/10\/Insurance-logos.webp\" class=\"attachment-large size-large wp-image-525437\" alt=\"Le mot \u00ab assurance \u00bb entour\u00e9 de logos d&#039;assurances\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fd32cd1 elementor-widget elementor-widget-text-editor\" data-id=\"fd32cd1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tBanque, services financiers et assurance\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-beaad14 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"beaad14\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-0a8a801\" data-id=\"0a8a801\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-fce72a9 elementor-widget elementor-widget-heading\" data-id=\"fce72a9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">R\u00e9compenses\n<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-41ff6f6 elementor-widget elementor-widget-image\" data-id=\"41ff6f6\" 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\t<a href=\"https:\/\/oworkers.com\/fr\/pourquoi-nous\/#awards\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"544\" height=\"193\" src=\"https:\/\/oworkers.com\/wp-content\/uploads\/2026\/01\/SME-Greater-London-Enterprise-Awards-web-logo.png\" class=\"attachment-large size-large wp-image-538013\" alt=\"SME Greater London Enterprise Awards\" srcset=\"https:\/\/oworkers.com\/wp-content\/uploads\/2026\/01\/SME-Greater-London-Enterprise-Awards-web-logo.png 544w, https:\/\/oworkers.com\/wp-content\/uploads\/2026\/01\/SME-Greater-London-Enterprise-Awards-web-logo-300x106.png 300w\" sizes=\"(max-width: 544px) 100vw, 544px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3a71f10 elementor-widget elementor-widget-text-editor\" data-id=\"3a71f10\" 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>Consultez <strong><a href=\"https:\/\/oworkers.com\/fr\/pourquoi-nous\/#awards\">NOS R\u00c9COMPENSES<\/a><\/strong> pour le traitement des donn\u00e9es<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-f92c230\" data-id=\"f92c230\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3eb3bbf elementor-widget elementor-widget-heading\" data-id=\"3eb3bbf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Efficacit\u00e9 de la communication\n\n\n<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-58990b3 elementor-widget elementor-widget-image\" data-id=\"58990b3\" 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 loading=\"lazy\" decoding=\"async\" width=\"250\" height=\"149\" src=\"https:\/\/oworkers.com\/wp-content\/uploads\/2025\/01\/logo-communication.webp\" class=\"attachment-large size-large wp-image-526556\" alt=\"Outils de communication : Slack, Microsoft Teams, Google Meet\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d055ab6 elementor-widget elementor-widget-text-editor\" data-id=\"d055ab6\" 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><span style=\"font-weight: 400;\">Nous utilisons Slack, Meet ou Teams avec un seul point de contact <br>(votre chef de projet).<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-df12ccf e-flex e-con-boxed e-con e-parent\" data-id=\"df12ccf\" 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-05907e9 elementor-widget elementor-widget-n-accordion\" data-id=\"05907e9\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;all_collapsed&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accordion. Open links with Enter or Space, close with Escape, and navigate with Arrow Keys\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-5830\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-5830\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><h2 class=\"e-n-accordion-item-title-text\"> Que sont les services de formation et de validation multilingues GenAI ? <\/h2><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><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<span class='e-closed'><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<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-5830\" class=\"elementor-element elementor-element-49b83f2 e-con-full e-flex e-con e-child\" data-id=\"49b83f2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-5830\" class=\"elementor-element elementor-element-82d3fd9 e-flex e-con-boxed e-con e-child\" data-id=\"82d3fd9\" 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-4cbc690 elementor-widget elementor-widget-text-editor\" data-id=\"4cbc690\" 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 services de formation et de validation GenAI repr\u00e9sentent le processus sp\u00e9cialis\u00e9 de pr\u00e9paration, de perfectionnement et de validation des mod\u00e8les d&rsquo;IA g\u00e9n\u00e9rative afin qu&rsquo;ils fonctionnent efficacement dans plusieurs langues et contextes culturels.<br><br>Ces services comblent le foss\u00e9 entre le potentiel algorithmique brut et les applications pratiques d&rsquo;IA align\u00e9es sur les besoins humains qui fonctionnent de mani\u00e8re transparente sur les march\u00e9s mondiaux. Alors que les entreprises d\u00e9ploient de plus en plus de solutions d&rsquo;IA g\u00e9n\u00e9rative \u00e0 travers le monde, la qualit\u00e9 de la formation multilingue d\u00e9termine directement les performances de ces syst\u00e8mes dans des environnements linguistiques diversifi\u00e9s.  <\/p><h3>Alimenter l&rsquo;IA de nouvelle g\u00e9n\u00e9ration gr\u00e2ce \u00e0 l&rsquo;intelligence humaine<\/h3><p>Si les mod\u00e8les d&rsquo;IA sont capables de traiter d&rsquo;\u00e9normes quantit\u00e9s de donn\u00e9es, ils ont besoin d&rsquo;une supervision humaine pour d\u00e9velopper une v\u00e9ritable intelligence. Les services de formation et de validation multilingues GenAI s&rsquo;appuient sur l&rsquo;expertise humaine pour fa\u00e7onner l&rsquo;apprentissage automatique d&rsquo;une mani\u00e8re que les algorithmes seuls ne peuvent pas r\u00e9aliser.<br><br>Cette approche \u00ab human-in-the-loop \u00bb garantit que les syst\u00e8mes d&rsquo;IA comprennent les nuances, le contexte et les sensibilit\u00e9s culturelles dans toutes les langues. L&rsquo;id\u00e9e est de guider les mod\u00e8les d&rsquo;IA \u00e0 travers des cycles de formation complets, en leur apprenant \u00e0 g\u00e9n\u00e9rer du contenu qui trouve un \u00e9cho authentique aupr\u00e8s des publics cibles, quelle que soit la langue.   <\/p><h3>Les trois piliers : m\u00e9thodologies SFT, RLHF et HITL<\/h3><p>Les services efficaces de formation et de validation multilingues GenAI s&rsquo;appuient sur trois m\u00e9thodologies compl\u00e9mentaires :<br>Ajustement supervis\u00e9 (SFT) : des annotateurs humains con\u00e7oivent des r\u00e9ponses id\u00e9ales \u00e0 des invites dans plusieurs langues, montrant aux mod\u00e8les d&rsquo;IA comment g\u00e9n\u00e9rer des r\u00e9sultats appropri\u00e9s. Cela implique de r\u00e9diger des r\u00e9ponses qui refl\u00e8tent le contexte culturel et les subtilit\u00e9s linguistiques.<br><br>Apprentissage par renforcement \u00e0 partir du retour d&rsquo;information humain (RLHF) : les annotateurs \u00e9valuent et classent les r\u00e9ponses g\u00e9n\u00e9r\u00e9es par l&rsquo;IA, fournissant un retour d&rsquo;information qui aide les mod\u00e8les \u00e0 apprendre les pr\u00e9f\u00e9rences humaines. Ce processus d&rsquo;\u00e9valuation affine la qualit\u00e9 des r\u00e9sultats et leur alignement sur les normes culturelles.<br><br> Human-in-the-Loop (HITL) : des validateurs experts corrigent, am\u00e9liorent et v\u00e9rifient les r\u00e9sultats de l&rsquo;IA, cr\u00e9ant ainsi un cycle d&rsquo;am\u00e9lioration continue. Cette approche garantit l&rsquo;exactitude factuelle et l&rsquo;ad\u00e9quation culturelle dans toutes les langues prises en charge. Ces m\u00e9thodologies font passer l&rsquo;IA g\u00e9n\u00e9rative d&rsquo;une fonctionnalit\u00e9 de base \u00e0 des performances multilingues sophistiqu\u00e9es.   <\/p><h3>Briser les barri\u00e8res linguistiques dans le d\u00e9veloppement de l&rsquo;IA g\u00e9n\u00e9rative<\/h3><p>Le d\u00e9veloppement traditionnel de l&rsquo;IA donne souvent la priorit\u00e9 aux capacit\u00e9s en anglais, ce qui laisse des lacunes importantes dans les performances multilingues. Les services d\u00e9di\u00e9s \u00e0 la formation et \u00e0 la validation multilingues de GenAI pallient cette limitation en int\u00e9grant d\u00e8s le d\u00e9part des perspectives linguistiques diverses.<br><br><strong><a href=\"https:\/\/oworkers.com\/fr\/services-annotation-donnees\">Les \u00e9quipes d&rsquo;OWorkers<\/a><\/strong>, qui op\u00e8rent depuis des centres strat\u00e9giques en Bulgarie, en \u00c9gypte et \u00e0 Madagascar, apportent une expertise de niveau natif dans plus de 30 langues, garantissant ainsi que les mod\u00e8les d&rsquo;IA re\u00e7oivent des donn\u00e9es de formation qui refl\u00e8tent fid\u00e8lement la diversit\u00e9 linguistique mondiale. <\/p><h2>Construire des mod\u00e8les GenAI robustes dans toutes les langues<\/h2><p>La cr\u00e9ation d&rsquo;une IA multilingue efficace n\u00e9cessite plus qu&rsquo;une simple traduction. Elle exige une approche globale de la langue, de la culture et de la compr\u00e9hension contextuelle que seuls des services sp\u00e9cialis\u00e9s de formation et de validation multilingues GenAI peuvent fournir. <\/p><h3>L&rsquo;avantage de la diversit\u00e9 des donn\u00e9es<\/h3><p>Les mod\u00e8les GenAI hautement performants d\u00e9pendent de donn\u00e9es d&rsquo;entra\u00eenement qui repr\u00e9sentent fid\u00e8lement les cas d&rsquo;utilisation pr\u00e9vus.<br>Pour les applications multilingues, cela signifie int\u00e9grer des ensembles de donn\u00e9es diversifi\u00e9s qui refl\u00e8tent toute la gamme des variations linguistiques.<br><br>L&rsquo;objectif est de collecter, classer et valider des contenus qui incluent : les variations linguistiques r\u00e9gionales et les dialectes ; la terminologie sp\u00e9cifique \u00e0 chaque secteur dans toutes les langues ; les sch\u00e9mas conversationnels propres \u00e0 diff\u00e9rentes cultures.<br>Du contenu multimodal combinant du texte et des \u00e9l\u00e9ments visuels Cette diversit\u00e9 garantit que les mod\u00e8les d&rsquo;IA peuvent g\u00e9rer la complexit\u00e9 linguistique du monde r\u00e9el au-del\u00e0 des exemples id\u00e9alis\u00e9s.  <\/p><h3>Nuances culturelles et pr\u00e9servation du contexte<\/h3><p>Les mots seuls ne suffisent pas \u00e0 transmettre le sens : le contexte culturel joue un r\u00f4le important.<br><br>Les services de formation et de validation multilingues de l&rsquo;IA g\u00e9n\u00e9rative doivent pr\u00e9server ces \u00e9l\u00e9ments contextuels afin d&rsquo;aider les syst\u00e8mes d&rsquo;IA \u00e0 comprendre : les r\u00e9f\u00e9rences culturelles implicites qui influencent le sens ; les niveaux de formalit\u00e9 appropri\u00e9s dans diff\u00e9rentes langues ; l&rsquo;humour et les expressions idiomatiques qui varient selon les r\u00e9gions ; les sujets sensibles sur le plan culturel qui n\u00e9cessitent une approche prudente.<br><br>Cette conscience culturelle emp\u00eache les syst\u00e8mes d&rsquo;IA de g\u00e9n\u00e9rer des r\u00e9ponses inappropri\u00e9es lorsqu&rsquo;ils sont d\u00e9ploy\u00e9s \u00e0 l&rsquo;\u00e9chelle mondiale. <\/p><h3>\u00c9quilibrer l&rsquo;automatisation et l&rsquo;expertise humaine<\/h3><p>Si l&rsquo;automatisation acc\u00e9l\u00e8re le processus d&rsquo;annotation, le jugement humain reste essentiel pour garantir la qualit\u00e9 de la formation GenAI.<br>Les services de formation et de validation GenAI multilingues les plus efficaces combinent l&rsquo;efficacit\u00e9 technologique et le discernement humain en : Utilisant des outils d&rsquo;annotation avanc\u00e9s pour augmenter la productivit\u00e9.<br><br>Appliquant l&rsquo;expertise humaine pour le contr\u00f4le qualit\u00e9 et les cas limites. Mettant en \u0153uvre des workflows de validation rigoureux pour garantir la pr\u00e9cision.<br><br>Am\u00e9liorant continuellement les processus d&rsquo;annotation en fonction des performances du mod\u00e8le. Cette m\u00e9thodologie \u00e9quilibr\u00e9e donne des r\u00e9sultats sup\u00e9rieurs \u00e0 ceux obtenus avec des approches enti\u00e8rement automatis\u00e9es ou enti\u00e8rement manuelles. <\/p><h2>Pourquoi choisir <strong><a href=\"https:\/\/oworkers.com\/fr\/services-annotation-video\/\">OWorkers<\/a><\/strong> pour les services de formation et de validation multilingues GenAI ?<\/h2><p><strong><a href=\"https:\/\/oworkers.com\/fr\/services-annotation-images\/\">OWorkers <\/a><\/strong>se distingue comme un prestataire haut de gamme de services multilingues de formation et de validation en intelligence artificielle g\u00e9n\u00e9rative, alliant expertise technologique, diversit\u00e9 linguistique et pratiques \u00e9thiques.<\/p><h3>Des \u00e9quipes internationales dot\u00e9es d&rsquo;une expertise locale<\/h3><p>OWorkers exploite des centres de livraison en Bulgarie, en \u00c9gypte et \u00e0 Madagascar, offrant ainsi l&rsquo;acc\u00e8s \u00e0 un vivier de talents diversifi\u00e9 dot\u00e9 de comp\u00e9tences linguistiques authentiques.<br>Contrairement \u00e0 ses concurrents qui font appel \u00e0 des freelances ou \u00e0 du travail participatif, OWorkers emploie des annotateurs \u00e0 temps plein qui b\u00e9n\u00e9ficient d&rsquo;une formation compl\u00e8te et d&rsquo;avantages sociaux.<br><br>Cette approche garantit :<br>Des normes de qualit\u00e9 coh\u00e9rentes pour tous les projets<br>Une compr\u00e9hension des domaines sp\u00e9cialis\u00e9s <br>Des taux d&rsquo;attrition plus faibles (1,7 % contre une moyenne de 16,8 % dans le secteur)<br>Une s\u00e9curit\u00e9 des donn\u00e9es renforc\u00e9e gr\u00e2ce \u00e0 des \u00e9quipes stables et s\u00e9lectionn\u00e9es<br>Avec des services dans plus de 30 langues, OWorkers offre une expertise linguistique authentique pour le d\u00e9veloppement de l&rsquo;IA g\u00e9n\u00e9rique sur les march\u00e9s mondiaux.  <\/p><h3>Notre exp\u00e9rience \u00e9prouv\u00e9e dans la formation en IA<\/h3><p>Avec plus de 12 ans d&rsquo;exp\u00e9rience dans les services de donn\u00e9es, OWorkers s&rsquo;est impos\u00e9 comme un partenaire de confiance pour le d\u00e9veloppement de l&rsquo;IA. Nos services multilingues de formation et de validation GenAI b\u00e9n\u00e9ficient : D&rsquo;une exp\u00e9rience avec toutes les principales m\u00e9thodologies d&rsquo;annotation<br>De relations avec des entreprises leaders dans le domaine de l&rsquo;IA<br>D&rsquo;une expertise dans de nombreux secteurs verticaux<br>De processus de contr\u00f4le qualit\u00e9 rigoureux affin\u00e9s au fil de centaines de projets<br>Cette exp\u00e9rience se traduit par une mise en \u0153uvre plus rapide, des r\u00e9sultats de meilleure qualit\u00e9 et des op\u00e9rations rentables. <\/p><h3>S\u00e9curit\u00e9 de niveau entreprise avec normes \u00e9thiques<\/h3><p>Le d\u00e9veloppement d&rsquo;une IA g\u00e9n\u00e9rative n\u00e9cessite le traitement de donn\u00e9es sensibles avec des mesures de protection appropri\u00e9es. OWorkers maintient la certification ISO 27001 et la conformit\u00e9 au RGPD dans toutes ses op\u00e9rations, garantissant ainsi que ses services multilingues de formation et de validation de l&rsquo;IA g\u00e9n\u00e9rative r\u00e9pondent aux normes de s\u00e9curit\u00e9 les plus \u00e9lev\u00e9es. Notre approche \u00e9thique comprend :<br>Une r\u00e9mun\u00e9ration et des avantages sociaux \u00e9quitables pour tous les employ\u00e9s<br>Des pratiques transparentes en mati\u00e8re de traitement des donn\u00e9es<br>Le strict respect des exigences de confidentialit\u00e9 des clients <br>Des protocoles de s\u00e9curit\u00e9 complets dans tous les centres de livraison<br>Cet engagement fait d&rsquo;OWorkers le choix responsable pour les initiatives de formation multilingue en GenAI.  <\/p><h2>Foire aux questions sur les services de formation et de validation multilingues GenAI<\/h2><h3>Comment les capacit\u00e9s multilingues am\u00e9liorent-elles les performances de GenAI ?<\/h3><p>La formation multilingue \u00e9largit consid\u00e9rablement l&rsquo;utilit\u00e9 d&rsquo;un mod\u00e8le GenAI sur les march\u00e9s mondiaux. Les mod\u00e8les qui font l&rsquo;objet d&rsquo;une formation multilingue GenAI et de services de validation font preuve d&rsquo;une plus grande polyvalence et d&rsquo;une meilleure compr\u00e9hension des contextes culturels.<br><br>Cette base linguistique contribue \u00e0 \u00e9liminer les biais courants dans les mod\u00e8les monolingues et \u00e0 cr\u00e9er des syst\u00e8mes qui r\u00e9pondent plus efficacement aux besoins d&rsquo;une population d&rsquo;utilisateurs diversifi\u00e9e.  <\/p><h3>Qu&rsquo;est-ce qui caract\u00e9rise des donn\u00e9es d&rsquo;entra\u00eenement de haute qualit\u00e9 pour les mod\u00e8les g\u00e9n\u00e9ratifs ?<\/h3><p>Les donn\u00e9es d&rsquo;entra\u00eenement de qualit\u00e9 sup\u00e9rieure pour l&rsquo;IA g\u00e9n\u00e9rative allient diversit\u00e9, pr\u00e9cision et contexte.<br>Les services d&rsquo;entra\u00eenement et de validation multilingues de qualit\u00e9 pour l&rsquo;IA g\u00e9n\u00e9rative privil\u00e9gient les exemples authentiques en langue maternelle plut\u00f4t que les traductions et int\u00e8grent le contexte culturel en plus des informations linguistiques. <br><br>OWorkers maintient ces facteurs de qualit\u00e9 gr\u00e2ce \u00e0 une s\u00e9lection rigoureuse qui ne retient que les 5 % des candidats les plus performants, garantissant ainsi que les annotateurs poss\u00e8dent l&rsquo;expertise linguistique n\u00e9cessaire.  <\/p><h3>Comment OWorkers garantit-il l&rsquo;exactitude culturelle dans toutes les langues ?<\/h3><p>OWorkers emploie des locuteurs natifs ayant une connaissance approfondie de la culture locale dans tous ses centres de prestation.<br><br>Nos services multilingues de formation et de validation GenAI comprennent des \u00e9tapes de r\u00e9vision culturelle au cours desquelles des annotateurs \u00e9valuent la pertinence et l&rsquo;ad\u00e9quation r\u00e9gionale du contenu.<br><br>Les chefs de projet sont form\u00e9s pour identifier les \u00e9ventuels d\u00e9calages culturels, afin de garantir que les mod\u00e8les d&rsquo;IA refl\u00e8tent des perspectives authentiques.  <\/p><h3>Quels sont les secteurs qui tirent le meilleur parti de l&rsquo;IA g\u00e9n\u00e9rique multilingue en termes de retour sur investissement ?<\/h3><p>Le commerce \u00e9lectronique, les soins de sant\u00e9, les services financiers, le voyage et les m\u00e9dias sont actuellement les secteurs qui tirent le meilleur parti des services multilingues de formation et de validation GenAI.<br><br>Ces industries exploitent les capacit\u00e9s multilingues pour am\u00e9liorer respectivement les interactions avec les clients, la communication avec les patients, l&rsquo;accessibilit\u00e9 des services financiers, les exp\u00e9riences de r\u00e9servation de voyages et la distribution mondiale de contenu. <\/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\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\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\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-bd84762 elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bd84762\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-2babc5d\" data-id=\"2babc5d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d6d7e28 elementor-widget elementor-widget-heading\" data-id=\"d6d7e28\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">SERVICE DE MARQUAGE DE DONN\u00c9ES\npour NLP &amp; LLM\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b0a2929 elementor-widget elementor-widget-text-editor\" data-id=\"b0a2929\" 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><strong>Contactez-nous <\/strong>et recevez des informations sur les indicateurs cl\u00e9s de performance que nous atteignons pour nos plus gros clients.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c3e0834 elementor-align-left elementor-mobile-align-center elementor-widget elementor-widget-button\" data-id=\"c3e0834\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-xl\" href=\"https:\/\/oworkers.com\/fr\/devis\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">OBTENIR UN DEVIS<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-cca9a37\" data-id=\"cca9a37\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3d12306 elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"3d12306\" 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 loading=\"lazy\" decoding=\"async\" width=\"378\" height=\"350\" src=\"https:\/\/oworkers.com\/wp-content\/uploads\/2024\/11\/woman-giving-thumbs-up-sign.webp\" class=\"attachment-large size-large wp-image-525879\" alt=\"Femme faisant un signal du pouce lev\u00e9\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Services de formation GEN AI Former &amp; ControlerL&rsquo;INTELLIGENCE CR\u00c9ATIVEde demain En tant que partenaire dans l&rsquo;excellence g\u00e9n\u00e9rative, nous aidons votre \u00e9quipe IA \u00e0 mettre en \u0153uvre diff\u00e9rentes approches de formation et de validation telles que SFT, RLHF et HITL afin d&rsquo;acc\u00e9l\u00e9rer votre mise sur le march\u00e9 depuis nos centres en Bulgarie, en \u00c9gypte, \u00e0 Madagascar [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-538104","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.4 (Yoast SEO v27.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>GEN AI TRAINING services by Oworkers<\/title>\n<meta name=\"description\" content=\"Nous fournissons des services de formation GEN AI avec (SFT) r\u00e9glage fin supervis\u00e9, (RLHF) apprentissage par renforcement \u00e0 partir du retour d&#039;information humain et (HITL).\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/oworkers.com\/fr\/services-entrainement-validation-donnees\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Solutions d&#039;IA - Services de formation GEN AI - Oworkers\" \/>\n<meta property=\"og:description\" content=\"Discover oworkers&#039; 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Best services in Bulgaria \/ Madagascar and Egypt.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/oworkers.com\/fr\/services-entrainement-validation-donnees\/\" \/>\n<meta property=\"og:site_name\" content=\"Oworkers\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/virtualemployee\/\" \/>\n<meta property=\"article:modified_time\" content=\"2026-04-02T10:48:16+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/oworkers.com\/wp-content\/uploads\/2026\/01\/generative-ai-training-services.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"768\" \/>\n\t<meta property=\"og:image:height\" content=\"1116\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@O_workers\" \/>\n<meta name=\"twitter:label1\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data1\" content=\"24 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/oworkers.com\\\/fr\\\/services-entrainement-validation-donnees\\\/\",\"url\":\"https:\\\/\\\/oworkers.com\\\/fr\\\/services-entrainement-validation-donnees\\\/\",\"name\":\"GEN AI TRAINING services by Oworkers\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/oworkers.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/oworkers.com\\\/fr\\\/services-entrainement-validation-donnees\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/oworkers.com\\\/fr\\\/services-entrainement-validation-donnees\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/oworkers.com\\\/wp-content\\\/uploads\\\/2026\\\/01\\\/generative-ai-training-services.webp\",\"datePublished\":\"2026-02-20T09:03:51+00:00\",\"dateModified\":\"2026-04-02T10:48:16+00:00\",\"description\":\"Nous fournissons des services de formation GEN AI avec (SFT) r\u00e9glage fin supervis\u00e9, (RLHF) apprentissage par renforcement \u00e0 partir du retour d'information humain et (HITL).\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/oworkers.com\\\/fr\\\/services-entrainement-validation-donnees\\\/#breadcrumb\"},\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/oworkers.com\\\/fr\\\/services-entrainement-validation-donnees\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\\\/\\\/oworkers.com\\\/fr\\\/services-entrainement-validation-donnees\\\/#primaryimage\",\"url\":\"https:\\\/\\\/oworkers.com\\\/wp-content\\\/uploads\\\/2026\\\/01\\\/generative-ai-training-services.webp\",\"contentUrl\":\"https:\\\/\\\/oworkers.com\\\/wp-content\\\/uploads\\\/2026\\\/01\\\/generative-ai-training-services.webp\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/oworkers.com\\\/fr\\\/services-entrainement-validation-donnees\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Oworkers\",\"item\":\"https:\\\/\\\/oworkers.com\\\/fr\\\/home\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Solutions d&#8217;IA &#8211; 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