{"id":538094,"date":"2026-02-20T08:14:24","date_gmt":"2026-02-20T08:14:24","guid":{"rendered":"https:\/\/oworkers.com\/solutions-dia-services-detiquetage-des-donnees\/"},"modified":"2026-04-02T10:48:18","modified_gmt":"2026-04-02T10:48:18","slug":"services-etiquetage-des-donnees","status":"publish","type":"page","link":"https:\/\/oworkers.com\/fr\/services-etiquetage-des-donnees\/","title":{"rendered":"Solutions d&rsquo;IA &#8211; Services d&rsquo;\u00e9tiquetage des donn\u00e9es"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"538094\" class=\"elementor elementor-538094 elementor-528477\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8478307 e-flex e-con-boxed e-con e-parent\" data-id=\"8478307\" 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-c58ab4f e-con-full e-flex e-con e-child\" data-id=\"c58ab4f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2dd8a4d elementor-widget elementor-widget-heading\" data-id=\"2dd8a4d\" 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 d'\u00e9tiquetage multilingue des donn\u00e9es pour NPL &amp; LLM<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-507ff37 elementor-widget elementor-widget-heading\" data-id=\"507ff37\" 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\">RELIER LES LANGUES,<br>Cr\u00e9er de l'intelligence<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f8129b0 elementor-widget elementor-widget-heading\" data-id=\"f8129b0\" 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\">Votre partenaire en intelligence linguistique, optimisant le NLP et les LLM dans plus de 30 langues.<br>Nous fournissons des services d'\u00e9tiquetage de donn\u00e9es multilingues gr\u00e2ce \u00e0 des \u00e9quipes internes d'annotateurs experts, s\u00e9lectionn\u00e9s, g\u00e9r\u00e9s et exp\u00e9riment\u00e9s.\n<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d90b16e elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"d90b16e\" 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-f90ff3b elementor-align-right elementor-widget__width-auto elementor-mobile-align-justify elementor-widget elementor-widget-button\" data-id=\"f90ff3b\" 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-e2ed72b e-flex e-con-boxed e-con e-parent\" data-id=\"e2ed72b\" 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-8ed9cb0 e-con-full e-flex e-con e-child\" data-id=\"8ed9cb0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-abe6ecf elementor-widget elementor-widget-heading\" data-id=\"abe6ecf\" 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-162a301 elementor-widget elementor-widget-heading\" data-id=\"162a301\" 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-6fd9c81 e-con-full e-flex e-con e-child\" data-id=\"6fd9c81\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b5aa4a1 elementor-widget-tablet__width-initial elementor-widget elementor-widget-gallery\" data-id=\"b5aa4a1\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;columns&quot;:9,&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\/02\/logo-oxiana.webp\" data-width=\"200\" data-height=\"200\" aria-label=\"logo-oxiana\" 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-57bebb4 e-flex e-con-boxed e-con e-parent\" data-id=\"57bebb4\" 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-455a8c9 e-con-full e-flex e-con e-child\" data-id=\"455a8c9\" 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-2d500bd elementor-widget elementor-widget-text-editor\" data-id=\"2d500bd\" 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 d&rsquo;\u00e9tiquetage des donn\u00e9es <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5834283 e-con-full e-flex e-con e-child\" data-id=\"5834283\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-f5c8168 e-con-full e-flex e-con e-child\" data-id=\"f5c8168\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-298aae4 elementor-widget elementor-widget-image\" data-id=\"298aae4\" 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=\"585\" height=\"1024\" src=\"https:\/\/oworkers.com\/wp-content\/uploads\/2026\/01\/multilingual-data-labeling-services-1-585x1024.jpg\" class=\"attachment-large size-large wp-image-538090\" alt=\"services d&#039;\u00e9tiquetage de donn\u00e9es multilingues\" srcset=\"https:\/\/oworkers.com\/wp-content\/uploads\/2026\/01\/multilingual-data-labeling-services-1-585x1024.jpg 585w, https:\/\/oworkers.com\/wp-content\/uploads\/2026\/01\/multilingual-data-labeling-services-1-171x300.jpg 171w, https:\/\/oworkers.com\/wp-content\/uploads\/2026\/01\/multilingual-data-labeling-services-1.jpg 768w\" sizes=\"(max-width: 585px) 100vw, 585px\" \/>\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-4b21925 e-con-full e-flex e-con e-child\" data-id=\"4b21925\" 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-aab2025 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"aab2025\" 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\">Services multilingues<br>d'\u00e9tiquetage de donn\u00e9es<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0d784fd elementor-widget elementor-widget-heading\" data-id=\"0d784fd\" 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\"> avec une \u00e9quipe interne d\u00e9di\u00e9e \u00e0 plein temps \u00e0 l'IA pour des annotations de qualit\u00e9 pour vos textes et vos fichiers audio<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e1f41c8 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"e1f41c8\" 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-24a2c19 elementor-widget elementor-widget-text-editor\" data-id=\"24a2c19\" 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 data-start=\"91\" data-end=\"429\">L&rsquo;annotation des donn\u00e9es est la pierre angulaire du traitement automatique du langage naturel (TALN) et des grands mod\u00e8les linguistiques (LLM) modernes. \u00c0 mesure que les syst\u00e8mes d&rsquo;IA deviennent de plus en plus sophistiqu\u00e9s, la qualit\u00e9 et la m\u00e9thodologie de l&rsquo;annotation des donn\u00e9es, souvent <strong data-start=\"321\" data-end=\"336\">soutenues par l&rsquo;externalisation<\/strong>, sont devenues des facteurs essentiels qui d\u00e9terminent les performances, la fiabilit\u00e9 et l&rsquo;\u00e9quit\u00e9 des mod\u00e8les. <\/p><p data-start=\"431\" data-end=\"984\">L&rsquo;\u00e9volution des mod\u00e8les linguistiques, qui sont pass\u00e9s de simples syst\u00e8mes bas\u00e9s sur des r\u00e8gles \u00e0 des architectures neuronales complexes, a radicalement transform\u00e9 le paysage de l&rsquo;annotation.<\/p><p data-start=\"431\" data-end=\"984\">Les premiers syst\u00e8mes de NLP reposaient sur des r\u00e8gles linguistiques explicites et de petits ensembles de donn\u00e9es soigneusement s\u00e9lectionn\u00e9s. En revanche, les LLM modernes n\u00e9cessitent d&rsquo;\u00e9normes quantit\u00e9s de donn\u00e9es annot\u00e9es, souvent produites par <strong data-start=\"772\" data-end=\"787\">externalisation<\/strong>, pour apprendre les sch\u00e9mas linguistiques, le contexte et les nuances. <\/p><p data-start=\"431\" data-end=\"984\">Cette \u00e9volution a n\u00e9cessit\u00e9 de nouvelles approches en mati\u00e8re de <a href=\"https:\/\/oworkers.com\/fr\/services-annotation-donnees\"><strong>services d&rsquo;annotation<\/strong><\/a>, de nouveaux outils et de nouveaux m\u00e9canismes de contr\u00f4le qualit\u00e9 afin de r\u00e9pondre aux exigences du d\u00e9veloppement actuel de l&rsquo;IA.<\/p>\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\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-be8b3f6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"be8b3f6\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wide\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-cc3e31d\" data-id=\"cc3e31d\" 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-161976ad elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"161976ad\" 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\">Services d'\u00e9tiquetage des donn\u00e9es<br>pour le traitement du langage naturel (NLP)\n\n<\/h2>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fb2ec43 e-flex e-con-boxed e-con e-parent\" data-id=\"fb2ec43\" 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-2c86841 e-con-full e-flex e-con e-child\" data-id=\"2c86841\" 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-2096cea elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"2096cea\" 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 scan_4<\/title><path d=\"M34.91,25.18h5a1,1,0,0,1,0,2h-5a1,1,0,0,1,0-2Zm-5,0h-5a1,1,0,0,0,0,2h5a1,1,0,1,0,0-2Zm-25,2h5a1,1,0,1,0,0-2h-5a1,1,0,0,0,0,2Zm54.18-2H54.91a1,1,0,0,0,0,2h4.18a1,1,0,0,0,0-2Zm-44.18,0h3.6a14.08,14.08,0,0,1-.61-4.08V21h0a14.1,14.1,0,1,1,27.59,4.15h4.42a1,1,0,0,1,0,2h-5a.58.58,0,0,1-.19,0A14.14,14.14,0,0,1,37.64,34,14.87,14.87,0,0,1,49,48.43v1.18a5.18,5.18,0,0,1-1.86,4,7.47,7.47,0,0,1-2.33,1.2,16.67,16.67,0,0,0-2,.86l-.11,0c-.35.13-.71.23-1.07.34a.8.8,0,0,1-.35.11,20.48,20.48,0,0,1-5.77.83h-7a20.93,20.93,0,0,1-5.89-.86l-.11,0c-.41-.12-.82-.24-1.23-.4l-.12-.05a17.51,17.51,0,0,0-2-.86,7.52,7.52,0,0,1-2.29-1.17A5.1,5.1,0,0,1,15,49.67V48.43A14.87,14.87,0,0,1,26.36,34a14.18,14.18,0,0,1-7.06-6.83H14.91a1,1,0,0,1,0-2Zm19.23,10.4H29.86A12.86,12.86,0,0,0,17,48.43v1.24a3.12,3.12,0,0,0,1.15,2.41,5.74,5.74,0,0,0,1.72.84,18.66,18.66,0,0,1,2,.88l-.08-10.35a1,1,0,0,1,1-1,1,1,0,0,1,1,1l.08,11A18.69,18.69,0,0,0,28.5,55h7a18.62,18.62,0,0,0,4.64-.59l-.08-11a1,1,0,0,1,1-1h0a1,1,0,0,1,1,1l.07,10.34A19.71,19.71,0,0,1,44.09,53a6.19,6.19,0,0,0,1.75-.87A3.21,3.21,0,0,0,47,49.61V48.43A12.86,12.86,0,0,0,34.14,35.58Zm9.92-15.36A12.29,12.29,0,0,1,35,16.37a.42.42,0,0,0-.35-.14.53.53,0,0,0-.4.19,19.73,19.73,0,0,1-5.77,4.43A13.41,13.41,0,0,1,22,22.75a8.41,8.41,0,0,1-2-.22A12.1,12.1,0,0,0,44.1,21.1C44.1,20.8,44.08,20.51,44.06,20.22Zm-24.13.21c2,.69,4.86.22,7.56-1.32a17.5,17.5,0,0,0,5.23-4,2.59,2.59,0,0,1,1.88-.89,2.38,2.38,0,0,1,1.86.77,10.38,10.38,0,0,0,7.28,3.22,12.09,12.09,0,0,0-23.81,2.21ZM60.09,7.71A5.71,5.71,0,0,0,54.38,2H9.62A5.71,5.71,0,0,0,3.91,7.71v6.17a1,1,0,0,0,2,0V7.71A3.72,3.72,0,0,1,9.62,4H54.38a3.72,3.72,0,0,1,3.71,3.71v6.17a1,1,0,0,0,2,0Zm0,48.58V50.12a1,1,0,0,0-2,0v6.17A3.72,3.72,0,0,1,54.38,60H9.62a3.72,3.72,0,0,1-3.71-3.71V50.12a1,1,0,0,0-2,0v6.17A5.71,5.71,0,0,0,9.62,62H54.38A5.71,5.71,0,0,0,60.09,56.29Z\"><\/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-b6a753d elementor-widget elementor-widget-heading\" data-id=\"b6a753d\" 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\">Reconnaissance d'Entit\u00e9<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f0f656d elementor-widget elementor-widget-text-editor\" data-id=\"f0f656d\" 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;<a href=\"https:\/\/oworkers.com\/fr\/services-annotation-images\/\">annotation d&rsquo;entit\u00e9s <\/a>consiste \u00e0 identifier et \u00e0 \u00e9tiqueter des termes ou des expressions sp\u00e9cifiques dans un texte, tels que les noms de personnes, d&rsquo;organisations, de lieux et de dates. <\/p><p>Cela aide les mod\u00e8les \u00e0 extraire les informations pertinentes avec pr\u00e9cision.<\/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-2933937 e-con-full e-flex e-con e-child\" data-id=\"2933937\" 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-81677ff elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"81677ff\" 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>Speech<\/title><path d=\"M6.31,57.77H24.59a4.32,4.32,0,0,0,4.31-4.31V52a11.17,11.17,0,0,0-6.82-10.3,10.51,10.51,0,0,0-1.53-.5,7.58,7.58,0,0,0,3.53-6.4V32A8.63,8.63,0,0,0,6.82,32v2.78a7.55,7.55,0,0,0,3.53,6.39,11.06,11.06,0,0,0-3.48,1.58A11.19,11.19,0,0,0,2,52v1.47A4.32,4.32,0,0,0,6.31,57.77Zm9.14-32.39A6.64,6.64,0,0,1,22,30.93l-1.07-.74a4.92,4.92,0,0,0-2.83-.89,1,1,0,0,0-.59.19,3.52,3.52,0,0,1-4.16,0,1,1,0,0,0-.59-.19,5,5,0,0,0-1.48.23,4.71,4.71,0,0,0-1.35.66l-1,.69A6.64,6.64,0,0,1,15.45,25.38ZM8.82,34.79v-1.4l2.24-1.56a3.12,3.12,0,0,1,.8-.39,2.58,2.58,0,0,1,.6-.13,5.52,5.52,0,0,0,5.92,0,3,3,0,0,1,1.4.52l2.3,1.61v1.35a5.57,5.57,0,0,1-5.56,5.57H14.39A5.58,5.58,0,0,1,8.82,34.79ZM4,52a9.2,9.2,0,0,1,4-7.58,9.11,9.11,0,0,1,5.18-1.6h4.55A9.16,9.16,0,0,1,26.9,52v1.47a2.31,2.31,0,0,1-2.31,2.31H22.54l-1.21-5.43a1,1,0,0,0-1.95.43l1.11,5H10.42l1.11-5a1,1,0,0,0-2-.43l-1.2,5.43H6.31A2.32,2.32,0,0,1,4,53.46ZM61.85,26.05a17.51,17.51,0,1,0-33.11,5.36A3.7,3.7,0,0,1,29,33.87l-.65,2.72a2.86,2.86,0,0,0,3.36,3.48L35,39.4a3.5,3.5,0,0,1,2.19.25,17.51,17.51,0,0,0,7.34,1.6A18.19,18.19,0,0,0,47,41.07,17.43,17.43,0,0,0,61.85,26.05Zm-15.09,13A15.61,15.61,0,0,1,38,37.83h0a5.49,5.49,0,0,0-3.43-.38l-3.23.66a.86.86,0,0,1-.8-.24.87.87,0,0,1-.22-.81L31,34.33a5.7,5.7,0,0,0-.44-3.8,15.52,15.52,0,1,1,16.22,8.56ZM37,18a1,1,0,0,1,1-1H51a1,1,0,0,1,0,2H38A1,1,0,0,1,37,18ZM55.47,24.1a1,1,0,0,1-1,1h-20a1,1,0,0,1,0-2h20A1,1,0,0,1,55.47,24.1ZM52,30.19a1,1,0,0,1-1,1H38a1,1,0,0,1,0-2H51A1,1,0,0,1,52,30.19Z\"><\/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-3229253 elementor-widget elementor-widget-heading\" data-id=\"3229253\" 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\">\u00c9tiquetage des parties du discours<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1910a95 elementor-widget elementor-widget-text-editor\" data-id=\"1910a95\" 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;annotation des donn\u00e9es aide \u00e0 attribuer une cat\u00e9gorie grammaticale \u00e0 chaque mot d&rsquo;une phrase.<span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); background-color: var( --e-global-color-b396ccb ); font-size: 1rem;\"> <\/span><\/p><p>Ces informations permettent aux mod\u00e8les NLP de comprendre la structure grammaticale d&rsquo;un texte, facilitant ainsi des t\u00e2ches telles que l&rsquo;analyse syntaxique et l&rsquo;analyse des sentiments.<\/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-fe331d5 e-con-full e-flex e-con e-child\" data-id=\"fe331d5\" 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-c1f37f6 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"c1f37f6\" 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=\"Expanded\" viewBox=\"0 0 64 64\"><path d=\"M12.5,4c-4.69,0-8.5,3.81-8.5,8.5s3.81,8.5,8.5,8.5,8.5-3.81,8.5-8.5-3.81-8.5-8.5-8.5ZM12.5,19c-3.58,0-6.5-2.92-6.5-6.5s2.92-6.5,6.5-6.5,6.5,2.92,6.5,6.5-2.92,6.5-6.5,6.5Z\"><\/path><path d=\"M15,13.93c-.16.19-1.05,1.15-2.49,1.15h0c-1.44,0-2.32-.96-2.49-1.15-.36-.42-.99-.47-1.41-.11-.42.36-.47.99-.11,1.41.37.43,1.75,1.85,4.01,1.85h0c2.26,0,3.64-1.42,4.01-1.85.36-.42.31-1.05-.11-1.41-.42-.36-1.05-.31-1.41.11Z\"><\/path><path d=\"M12.5,23.5c-4.69,0-8.5,3.81-8.5,8.5s3.81,8.5,8.5,8.5,8.5-3.81,8.5-8.5-3.81-8.5-8.5-8.5ZM12.5,38.5c-3.58,0-6.5-2.92-6.5-6.5s2.92-6.5,6.5-6.5,6.5,2.92,6.5,6.5-2.92,6.5-6.5,6.5Z\"><\/path><path d=\"M12.5,33.08h0c-2.25,0-3.63,1.42-4,1.85-.36.42-.31,1.05.11,1.41.42.36,1.05.31,1.41-.11.16-.19,1.05-1.15,2.49-1.15h0c1.44,0,2.33.96,2.49,1.15.2.23.48.35.76.35.23,0,.46-.08.65-.24.42-.36.47-.99.11-1.41-.37-.44-1.76-1.85-4.01-1.85Z\"><\/path><path 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d=\"M13.92,49.72c.03.06.06.11.1.17.03.05.07.1.12.15.18.19.44.29.71.29.06,0,.13,0,.19-.02.06-.01.13-.03.19-.05.06-.03.12-.06.17-.1.06-.03.11-.07.15-.12.19-.18.3-.44.3-.71s-.11-.52-.3-.7c-.37-.38-1.04-.37-1.41,0-.19.18-.29.44-.29.7,0,.07,0,.14.02.2,0,.06.03.13.05.19Z\"><\/path><path d=\"M32.64,8.89l-1.48-.02-.45-1.38c-.28-.85-1.03-1.4-1.93-1.4s-1.65.55-1.93,1.4l-.48,1.4h-1.46c-.9,0-1.65.55-1.93,1.4-.28.85.01,1.74.74,2.27l1.19.89-.45,1.38c-.28.85.01,1.74.74,2.27.72.53,1.66.53,2.39,0l1.21-.85,1.18.85c.36.26.78.4,1.19.4s.83-.13,1.19-.4c.72-.53,1.01-1.42.74-2.27l-.44-1.42,1.18-.85c.72-.53,1.01-1.42.74-2.27-.28-.85-1.03-1.4-1.93-1.4ZM31.48,11.79c-.71.52-1.01,1.43-.74,2.27l.4,1.42-1.18-.85c-.36-.26-.77-.39-1.19-.39s-.84.13-1.19.39l-1.22.82.45-1.38c.27-.84-.02-1.75-.74-2.27l-1.16-.91h1.46c.88,0,1.66-.56,1.93-1.4l.5-1.4s0,0,0,.02h0s.45,1.38.45,1.38c.27.84,1.05,1.4,1.93,1.4l1.47.05-1.18.85Z\"><\/path><path 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d=\"M59.88,10.29c-.28-.85-1.03-1.4-1.93-1.4l-1.48-.02-.45-1.38c-.28-.85-1.03-1.4-1.93-1.4s-1.65.55-1.93,1.4l-.48,1.4h-1.46c-.9,0-1.65.55-1.93,1.4-.28.85.01,1.74.74,2.27l1.19.89-.45,1.38c-.28.85.01,1.74.74,2.27.36.26.78.4,1.19.4s.83-.13,1.19-.4l1.21-.85,1.18.85c.72.53,1.66.53,2.39,0s1.01-1.42.74-2.27l-.44-1.42,1.18-.85c.72-.53,1.01-1.42.74-2.27ZM56.79,11.79c-.71.52-1.01,1.43-.74,2.27l.4,1.42-1.18-.85c-.36-.26-.77-.39-1.19-.39s-.84.13-1.19.39l-1.22.82.45-1.38c.27-.84-.02-1.75-.74-2.27l-1.16-.91h1.46c.88,0,1.66-.56,1.93-1.4l.5-1.4s0,0,0,.02l.45,1.39c.27.84,1.05,1.4,1.93,1.4l1.47.05-1.18.85Z\"><\/path><path d=\"M32.64,29.1l-1.48-.02-.45-1.38c-.28-.85-1.03-1.4-1.93-1.4s-1.65.55-1.93,1.4l-.48,1.4h-1.46c-.9,0-1.65.55-1.93,1.4-.28.85.01,1.74.74,2.27l1.19.89-.45,1.38c-.28.85.01,1.74.74,2.27.72.53,1.66.53,2.39,0l1.21-.85,1.18.86c.36.26.78.39,1.19.39s.83-.13,1.19-.4c.72-.53,1.01-1.42.74-2.27l-.44-1.42,1.18-.85c.72-.53,1.01-1.42.74-2.27-.28-.85-1.03-1.4-1.93-1.4ZM31.48,32.01c-.71.52-1.01,1.43-.74,2.27l.4,1.42-1.18-.85c-.36-.26-.77-.39-1.19-.39s-.84.13-1.19.39l-1.22.82.45-1.38c.27-.84-.02-1.75-.74-2.27l-1.16-.91h1.46c.88,0,1.66-.56,1.93-1.4l.5-1.4s0,0,0,.02h0s.45,1.38.45,1.38c.27.84,1.05,1.4,1.93,1.4l1.47.05-1.18.85Z\"><\/path><path d=\"M45.29,29.1l-1.48-.02-.45-1.38c-.28-.85-1.04-1.4-1.93-1.4s-1.65.55-1.93,1.4l-.48,1.4h-1.45c-.9,0-1.65.55-1.93,1.4-.28.85.01,1.74.74,2.27l1.19.89-.45,1.38c-.28.85.01,1.74.74,2.27.72.53,1.66.53,2.39,0l1.21-.85,1.18.85c.36.26.78.39,1.19.39s.83-.13,1.19-.4c.72-.53,1.01-1.42.74-2.27l-.44-1.42,1.18-.85c.72-.53,1.01-1.42.74-2.27-.28-.85-1.04-1.4-1.93-1.4ZM44.14,32.01c-.71.52-1.01,1.43-.74,2.27l.4,1.42-1.18-.86c-.36-.26-.77-.39-1.19-.39s-.84.13-1.19.39l-1.22.82.45-1.38c.27-.84-.02-1.75-.74-2.27l-1.16-.91h1.45c.88,0,1.66-.56,1.93-1.4l.5-1.4s0,0,0,.02l.45,1.38c.27.84,1.05,1.4,1.93,1.4l1.47.05-1.18.85Z\"><\/path><path d=\"M32.64,49.32l-1.48-.02-.45-1.38c-.28-.85-1.03-1.4-1.93-1.4s-1.65.55-1.93,1.4l-.48,1.4h-1.46c-.9,0-1.65.55-1.93,1.4-.28.85.01,1.74.74,2.27l1.19.89-.45,1.38c-.28.85.01,1.74.74,2.27.72.53,1.66.53,2.39,0l1.21-.85,1.18.85c.36.26.78.4,1.19.4s.83-.13,1.19-.39c.72-.53,1.01-1.42.74-2.27l-.44-1.42,1.18-.85c.72-.53,1.01-1.42.74-2.27-.28-.85-1.03-1.4-1.93-1.4ZM31.48,52.22c-.71.52-1.01,1.43-.74,2.27l.4,1.42-1.18-.85c-.36-.26-.77-.39-1.19-.39s-.84.13-1.19.39l-1.22.82.45-1.38c.27-.84-.02-1.75-.74-2.27l-1.16-.91h1.46c.88,0,1.66-.56,1.93-1.4l.5-1.4s0,0,0,.02h0s.45,1.38.45,1.38c.27.84,1.05,1.4,1.93,1.4l1.47.05-1.18.85Z\"><\/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-894dc36 elementor-widget elementor-widget-heading\" data-id=\"894dc36\" 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\">Analyse des sentiments<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-36a65cf elementor-widget elementor-widget-text-editor\" data-id=\"36a65cf\" 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;annotation, qui attribue des \u00e9tiquettes aux passages de texte (positif, n\u00e9gatif ou neutre, par exemple), est un \u00e9l\u00e9ment important de l&rsquo;analyse des sentiments.<span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); background-color: var( --e-global-color-b396ccb ); font-size: 1rem;\"> <\/span><\/p><p>Ces donn\u00e9es annot\u00e9es permettent aux mod\u00e8les NLP de d\u00e9terminer la tonalit\u00e9 \u00e9motionnelle d&rsquo;un texte pour des applications telles que l&rsquo;analyse des commentaires des clients.<\/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-177486a e-con-full e-flex e-con e-child\" data-id=\"177486a\" 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-805dc47 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"805dc47\" 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>Experts<\/title><path d=\"M58.21,50.93a3.51,3.51,0,0,0-2-6l-.39-.06a5.59,5.59,0,0,0,2.23-4.47V38.35a11.22,11.22,0,0,0-9-11A8.23,8.23,0,1,0,37.77,16.26a8.2,8.2,0,0,0-11.09-.46,8.23,8.23,0,1,0-11.1,11.58,11.22,11.22,0,0,0-9,11v2.06a5.62,5.62,0,0,0,2.11,4.38l-1,.14a3.51,3.51,0,0,0-2.84,2.4,3.47,3.47,0,0,0,.89,3.6l.93.91a1.49,1.49,0,0,1,.43,1.34l-.21,1.28A3.51,3.51,0,0,0,12,58.17l1.15-.61a1.53,1.53,0,0,1,1.41,0l1.15.61a3.47,3.47,0,0,0,3.7-.27,3.49,3.49,0,0,0,1.4-3.44l-.22-1.28a1.52,1.52,0,0,1,.44-1.34l.34-.33a4.07,4.07,0,0,0,.88,1.28l1.13,1.09A2.09,2.09,0,0,1,24,55.7l-.27,1.55a4.05,4.05,0,0,0,5.88,4.28L31,60.79a2.1,2.1,0,0,1,1.92,0l1.39.74h0a4.1,4.1,0,0,0,1.89.47,4.06,4.06,0,0,0,4-4.75l-.26-1.55a2,2,0,0,1,.59-1.82l1.12-1.09a4,4,0,0,0,.9-1.32l.38.37a1.52,1.52,0,0,1,.44,1.34l-.22,1.28a3.52,3.52,0,0,0,5.1,3.71l1.15-.61a1.53,1.53,0,0,1,1.41,0l1.15.61a3.56,3.56,0,0,0,1.64.41,3.53,3.53,0,0,0,3.46-4.12l-.22-1.28a1.52,1.52,0,0,1,.44-1.34ZM56.1,38.35v2.06a3.58,3.58,0,0,1-1.75,3.09l-.57.3-.52-1a.83.83,0,0,0-.09-.16l-1.36-6a1,1,0,0,0-2,.44l.88,3.84a4.34,4.34,0,0,0-.62-.06,3.52,3.52,0,0,0-3.16,2l-.57,1.17a1.51,1.51,0,0,1-1.14.83l-.78.11a5.5,5.5,0,0,0,.68-2.65V40.13a11.18,11.18,0,0,0-6.25-10,9,9,0,0,1,4-1h4A9.21,9.21,0,0,1,56.1,38.35ZM39.2,17.84a6.22,6.22,0,1,1,.94,6.49.74.74,0,0,0-.2-.16,8.39,8.39,0,0,0,.27-2.07A8.24,8.24,0,0,0,39.1,18,1.7,1.7,0,0,0,39.2,17.84Zm-.07,8.32a8.65,8.65,0,0,0,1.56,1.22,10.76,10.76,0,0,0-4.21,1.85l-.29-.07A8.21,8.21,0,0,0,39.13,26.16ZM32,15.86a6.24,6.24,0,1,1-5.73,8.7s0,0,0,0A6.25,6.25,0,0,1,32,15.86Zm-5.56,12.3A11.06,11.06,0,0,0,24,27.38a7.72,7.72,0,0,0,1.06-.77A8.15,8.15,0,0,0,26.41,28.16ZM13.57,20.31a6.22,6.22,0,0,1,11.69-3,8.21,8.21,0,0,0-1.08,7.41,6.23,6.23,0,0,1-10.61-4.44Zm-5,20.1V38.35a9.21,9.21,0,0,1,9.2-9.2h4a9,9,0,0,1,3.65.76A11.21,11.21,0,0,0,18.8,40.13v2.08a5.59,5.59,0,0,0,.67,2.64l-.71-.1a1.51,1.51,0,0,1-1.14-.83l-.57-1.16a3.49,3.49,0,0,0-3-2L14.87,37a1,1,0,0,0-.76-1.2,1,1,0,0,0-1.19.76L11.8,41.49a3.46,3.46,0,0,0-1.06,1.27l-.37.74A3.6,3.6,0,0,1,8.62,40.41Zm12,9.09-.93.91a3.5,3.5,0,0,0-1,3.11l.22,1.28a1.52,1.52,0,0,1-2.2,1.6l-1.15-.61a3.5,3.5,0,0,0-3.27,0l-1.15.61a1.5,1.5,0,0,1-1.6-.12,1.48,1.48,0,0,1-.6-1.48l.22-1.28a3.53,3.53,0,0,0-1-3.11l-.92-.91A1.47,1.47,0,0,1,6.8,48a1.49,1.49,0,0,1,1.23-1l1.28-.18a3.58,3.58,0,0,0,2.15-1.18l0,0s0-.07.07-.1l.09-.13h0A4.13,4.13,0,0,0,12,44.8l.57-1.16a1.51,1.51,0,0,1,2.72,0l.58,1.16a3.52,3.52,0,0,0,2.65,1.93l1.28.18A1.49,1.49,0,0,1,21,48,1.47,1.47,0,0,1,20.6,49.5Zm19.66,1.86-1.13,1.09A4.07,4.07,0,0,0,38,56l.27,1.55a2.06,2.06,0,0,1-3,2.17L33.86,59a4,4,0,0,0-3.78,0l-1.39.73a2.06,2.06,0,0,1-3-2.17L26,56a4.06,4.06,0,0,0-1.17-3.59l-1.13-1.1a2,2,0,0,1-.51-2.1A2,2,0,0,1,24.24,48l0,0a2.05,2.05,0,0,1,.55-.16l1.56-.23a4.05,4.05,0,0,0,3.05-2.21l.7-1.41a2,2,0,0,1,3.68,0l.7,1.41a4.05,4.05,0,0,0,3.05,2.21l1.56.23a2.06,2.06,0,0,1,1.14,3.51Zm1.13-6.07c-.27.16-.54.3-.8.44l-1.77-7.39a1,1,0,0,0-1.94.46l1.65,6.94-.68-.09a2.06,2.06,0,0,1-1.55-1.13l-.69-1.41a4.05,4.05,0,0,0-7.27,0l-.7,1.41a2,2,0,0,1-1.55,1.12l-.7.11,1.65-7a1,1,0,0,0-1.95-.46l-1.75,7.38c-.27-.13-.53-.28-.79-.43a3.59,3.59,0,0,1-1.75-3.08V40.13A9.21,9.21,0,0,1,30,30.93h4a9.2,9.2,0,0,1,9.18,9.2v2.08A3.59,3.59,0,0,1,41.39,45.29ZM56.81,49.5l-.92.91a3.52,3.52,0,0,0-1,3.11l.22,1.28a1.47,1.47,0,0,1-.6,1.48,1.5,1.5,0,0,1-1.6.12l-1.15-.61a3.5,3.5,0,0,0-3.27,0l-1.15.61a1.52,1.52,0,0,1-2.2-1.6l.22-1.28a3.5,3.5,0,0,0-1-3.11l-.93-.91A1.47,1.47,0,0,1,43,48a1.49,1.49,0,0,1,1.22-1l1.28-.18a3.52,3.52,0,0,0,2.65-1.93l.58-1.16a1.51,1.51,0,0,1,2.72,0L52,44.8a3.57,3.57,0,0,0,.67.91,1.26,1.26,0,0,0,.24.22,3.53,3.53,0,0,0,1.74.8l1.28.18a1.5,1.5,0,0,1,1.23,1A1.47,1.47,0,0,1,56.81,49.5ZM32,2a1,1,0,0,1,1,1V9a1,1,0,1,1-2,0V3A1,1,0,0,1,32,2ZM25.5,5.41l2,2.77a1,1,0,0,1-.81,1.58,1,1,0,0,1-.81-.41l-2-2.77A1,1,0,1,1,25.5,5.41Zm14.34-.22a1,1,0,0,1,.22,1.39L38,9.35a1,1,0,0,1-.81.41,1,1,0,0,1-.81-1.58l2-2.77A1,1,0,0,1,39.84,5.19Z\"><\/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-b2cb164 elementor-widget elementor-widget-heading\" data-id=\"b2cb164\" 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\">Reconnaissance d'entit\u00e9s nomm\u00e9es (NER)<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f353bf8 elementor-widget elementor-widget-text-editor\" data-id=\"f353bf8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Le NER consiste \u00e0 localiser et \u00e0 classer des entit\u00e9s textuelles afin de faciliter l&rsquo;extraction d&rsquo;informations significatives. <\/p><p>L&rsquo;annotation des donn\u00e9es aide \u00e0 entra\u00eener les mod\u00e8les \u00e0 reconna\u00eetre des entit\u00e9s dans divers contextes, am\u00e9liorant ainsi la recherche d&rsquo;informations.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\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-177e95a e-flex e-con-boxed e-con e-parent\" data-id=\"177e95a\" 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-a5778a8 e-con-full e-flex e-con e-child\" data-id=\"a5778a8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dd0b0bc elementor-widget elementor-widget-heading\" data-id=\"dd0b0bc\" 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\">L'importance des services<br>d'\u00e9tiquetage des donn\u00e9es dans<br>l'IA et le NPL r\u00e9side dans leur capacit\u00e9 \u00e0 :<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e9f3b1b e-con-full e-flex e-con e-child\" data-id=\"e9f3b1b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b49264c elementor-widget elementor-widget-text-editor\" data-id=\"b49264c\" 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>Am\u00e9liorez la pr\u00e9cision et les performances des mod\u00e8les tout au long du cycle de vie de l&rsquo;IA.<\/li><li>Aidez les algorithmes \u00e0 apprendre de mani\u00e8re autonome et \u00e0 hi\u00e9rarchiser les r\u00e9sultats avec un minimum d&rsquo;intervention humaine.<\/li><li>Permettre aux machines de comprendre et d&rsquo;interpr\u00e9ter les subtilit\u00e9s du langage<\/li><li>Am\u00e9liorer l&rsquo;efficacit\u00e9 et la pr\u00e9cision des algorithmes bas\u00e9s sur le langage<\/li><li>Permettre le d\u00e9ploiement de mod\u00e8les d&rsquo;IA dans diverses applications telles que les chatbots, la reconnaissance vocale et l&rsquo;automatisation.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f0a00e0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f0a00e0\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wide\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-53f7654\" data-id=\"53f7654\" 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-7bd957b elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"7bd957b\" 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\">Services d'\u00e9tiquetage des donn\u00e9es<br>pour les mod\u00e8les linguistiques<br>\u00e0 grande \u00e9chelle (LLM)\n\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4bbcea3 elementor-widget elementor-widget-text-editor\" data-id=\"4bbcea3\" 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;ajustement des instructions consiste \u00e0 cr\u00e9er des paires d&rsquo;instructions et de r\u00e9sultats souhait\u00e9s afin d&rsquo;ajuster les mod\u00e8les d&rsquo;apprentissage automatique (LLM) \u00e0 des t\u00e2ches ou des comportements sp\u00e9cifiques. Cette approche aide les mod\u00e8les \u00e0 comprendre et \u00e0 suivre plus efficacement les instructions en langage naturel.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9b029ce e-flex e-con-boxed e-con e-parent\" data-id=\"9b029ce\" 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-65dea6d e-con-full e-flex e-con e-child\" data-id=\"65dea6d\" 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-df83c24 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"df83c24\" 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-633e57b elementor-widget elementor-widget-heading\" data-id=\"633e57b\" 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\">RLHF<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-75c8c69 elementor-widget elementor-widget-heading\" data-id=\"75c8c69\" 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\">Apprentissage par renforcement \u00e0 partir des commentaires humains<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4bd385e elementor-widget elementor-widget-text-editor\" data-id=\"4bd385e\" 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;annotation RLHF consiste \u00e0 demander \u00e0 des \u00e9valuateurs humains de classer les r\u00e9sultats du mod\u00e8le en fonction de crit\u00e8res tels que la qualit\u00e9, l&rsquo;utilit\u00e9, l&rsquo;innocuit\u00e9 ou d&rsquo;autres crit\u00e8res, qui sont ensuite utilis\u00e9s pour entra\u00eener un mod\u00e8le de r\u00e9compense. <\/p><p>Cette approche a jou\u00e9 un r\u00f4le crucial dans le d\u00e9veloppement de mod\u00e8les tels que ChatGPT et Claude.<\/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-5e1c18e e-con-full e-flex e-con e-child\" data-id=\"5e1c18e\" 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-4a6338b elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"4a6338b\" 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=\"Expanded\" viewBox=\"0 0 64 64\"><path d=\"M48.1,53.68c.31.45.2,1.08-.25,1.39-4.66,3.22-10.14,4.93-15.85,4.93s-11.19-1.7-15.85-4.93c-.45-.31-.57-.94-.25-1.39.31-.46.94-.57,1.39-.25,4.33,2.99,9.42,4.57,14.71,4.57s10.38-1.58,14.71-4.57c.45-.31,1.08-.2,1.39.25ZM17.29,10.57c4.33-2.99,9.42-4.57,14.71-4.57s10.38,1.58,14.71,4.57c.17.12.37.18.57.18.32,0,.63-.15.82-.43.31-.45.2-1.08-.25-1.39-4.66-3.22-10.14-4.93-15.85-4.93s-11.19,1.7-15.85,4.93c-.45.31-.57.94-.25,1.39.31.45.94.57,1.39.25ZM6,32c0-5.3,1.58-10.38,4.57-14.71.31-.45.2-1.08-.25-1.39-.45-.31-1.08-.2-1.39.25-3.22,4.66-4.93,10.14-4.93,15.85s1.7,11.19,4.93,15.85c.19.28.51.43.82.43.2,0,.39-.06.57-.18.45-.31.57-.94.25-1.39-2.99-4.33-4.57-9.41-4.57-14.71ZM55.07,16.15c-.31-.46-.94-.57-1.39-.25-.45.31-.57.94-.25,1.39,2.99,4.33,4.57,9.41,4.57,14.71s-1.58,10.38-4.57,14.71c-.31.45-.2,1.08.25,1.39.17.12.37.18.57.18.32,0,.63-.15.82-.43,3.22-4.66,4.93-10.14,4.93-15.85s-1.7-11.19-4.93-15.85ZM48.26,37c-.31,1.02-.72,2.02-1.22,2.96l.52.52c.94.94,1.46,2.2,1.46,3.54s-.52,2.59-1.46,3.54-2.2,1.46-3.54,1.46-2.59-.52-3.54-1.46l-.53-.52c-.94.5-1.93.91-2.96,1.22v.74c0,2.76-2.24,5-5,5s-5-2.24-5-5v-.74c-1.03-.32-2.02-.73-2.96-1.22l-.53.52c-.94.94-2.2,1.46-3.54,1.46s-2.59-.52-3.54-1.46-1.46-2.2-1.46-3.54.52-2.59,1.46-3.54l.52-.52c-.5-.94-.91-1.93-1.22-2.96h-.74c-2.76,0-5-2.24-5-5s2.24-5,5-5h.74c.31-1.02.72-2.02,1.22-2.96l-.52-.52c-.94-.94-1.46-2.2-1.46-3.54s.52-2.59,1.46-3.54,2.2-1.46,3.54-1.46,2.59.52,3.54,1.46l.53.52c.94-.5,1.93-.91,2.96-1.22v-.74c0-2.76,2.24-5,5-5s5,2.24,5,5v.74c1.03.32,2.02.73,2.96,1.22l.53-.52c.94-.94,2.2-1.46,3.54-1.46s2.59.52,3.54,1.46,1.46,2.2,1.46,3.54-.52,2.59-1.46,3.54l-.52.52c.5.94.91,1.93,1.22,2.96h.74c2.76,0,5,2.24,5,5s-2.24,5-5,5h-.74ZM47.5,35h1.5c1.65,0,3-1.35,3-3s-1.35-3-3-3h-1.5c-.46,0-.85-.31-.97-.75-.35-1.37-.89-2.67-1.6-3.87-.23-.39-.17-.89.15-1.22l1.06-1.06c.57-.57.88-1.32.88-2.12s-.31-1.56-.88-2.12c-1.13-1.13-3.12-1.13-4.25,0l-1.06,1.06c-.32.32-.82.39-1.22.15-1.2-.71-2.5-1.25-3.87-1.6-.44-.11-.75-.51-.75-.97v-1.5c0-1.65-1.35-3-3-3s-3,1.35-3,3v1.5c0,.46-.31.85-.75.97-1.37.35-2.67.89-3.87,1.6-.39.23-.89.17-1.22-.15l-1.06-1.06c-1.13-1.13-3.11-1.13-4.25,0-.57.57-.88,1.32-.88,2.12s.31,1.56.88,2.12l1.06,1.06c.32.32.39.82.15,1.22-.71,1.2-1.25,2.51-1.6,3.87-.11.44-.51.75-.97.75h-1.5c-1.65,0-3,1.35-3,3s1.35,3,3,3h1.5c.46,0,.85.31.97.75.35,1.37.89,2.67,1.6,3.87.23.39.17.89-.15,1.22l-1.06,1.06c-.57.57-.88,1.32-.88,2.12s.31,1.56.88,2.12c1.13,1.13,3.11,1.13,4.25,0l1.06-1.06c.19-.19.45-.29.71-.29.17,0,.35.05.51.14,1.2.71,2.5,1.25,3.87,1.6.44.11.75.51.75.97v1.5c0,1.65,1.35,3,3,3s3-1.35,3-3v-1.5c0-.46.31-.85.75-.97,1.37-.35,2.67-.89,3.87-1.6.39-.23.89-.17,1.22.15l1.06,1.06c1.13,1.13,3.11,1.13,4.25,0,.57-.57.88-1.32.88-2.12s-.31-1.56-.88-2.12l-1.06-1.06c-.32-.32-.39-.82-.15-1.22.71-1.2,1.25-2.51,1.6-3.87.11-.44.51-.75.97-.75ZM45,32c0,7.17-5.83,13-13,13s-13-5.83-13-13,5.83-13,13-13,13,5.83,13,13ZM43,32c0-6.07-4.93-11-11-11s-11,4.93-11,11,4.93,11,11,11,11-4.93,11-11Z\"><\/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-9a51231 elementor-widget elementor-widget-heading\" data-id=\"9a51231\" 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 la cha\u00eene de pens\u00e9e<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ad5a56f elementor-widget elementor-widget-text-editor\" data-id=\"ad5a56f\" 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;annotation de la cha\u00eene de pens\u00e9e consiste \u00e0 \u00e9tiqueter les \u00e9tapes interm\u00e9diaires du raisonnement, et pas seulement les r\u00e9ponses finales, afin d&rsquo;aider les mod\u00e8les \u00e0 apprendre \u00e0 raisonner \u00e0 travers des probl\u00e8mes complexes. <\/p><p>Cette approche a permis d&rsquo;am\u00e9liorer consid\u00e9rablement la capacit\u00e9 des mod\u00e8les \u00e0 r\u00e9soudre des t\u00e2ches de raisonnement en plusieurs \u00e9tapes.<\/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-7fed51f e-con-full e-flex e-con e-child\" data-id=\"7fed51f\" 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-37bc78e elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"37bc78e\" 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-7461207 elementor-widget elementor-widget-heading\" data-id=\"7461207\" 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\">Exemples d'apprentissage en quelques essais<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e5f0334 elementor-widget elementor-widget-text-editor\" data-id=\"e5f0334\" 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;\">Cr\u00e9er des exemples soigneusement s\u00e9lectionn\u00e9s qui illustrent le comportement ou le format de sortie souhait\u00e9 que le mod\u00e8le doit suivre. <\/span><\/p><p><span style=\"font-weight: 400;\">Cette approche exploite la capacit\u00e9 des LLM \u00e0 apprendre \u00e0 partir d&rsquo;exemples dans la fen\u00eatre contextuelle.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\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-5fd6f6b e-flex e-con-boxed e-con e-parent\" data-id=\"5fd6f6b\" 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-b978caf elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"b978caf\" 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<br>comme entreprise de<br>labellisation de donn\u00e9es ? \n<\/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-d57b770 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d57b770\" 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-58dff0b\" data-id=\"58dff0b\" 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-02145f1 elementor-widget-tablet__width-initial elementor-widget elementor-widget-image\" data-id=\"02145f1\" 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-data-labeling.webp\" class=\"attachment-large size-large wp-image-535558\" alt=\"\u00e9tiquetage de donn\u00e9es multilingues\" srcset=\"https:\/\/oworkers.com\/wp-content\/uploads\/2025\/11\/multilingual-data-labeling.webp 550w, https:\/\/oworkers.com\/wp-content\/uploads\/2025\/11\/multilingual-data-labeling-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-1f7dba8\" data-id=\"1f7dba8\" 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-d32a339 elementor-widget elementor-widget-heading\" data-id=\"d32a339\" 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-177bcbb elementor-widget elementor-widget-text-editor\" data-id=\"177bcbb\" 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-8948ab5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8948ab5\" 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-3adcb5c1\" data-id=\"3adcb5c1\" 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-9172fd3 elementor-widget elementor-widget-heading\" data-id=\"9172fd3\" 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-6e9b8672 elementor-widget elementor-widget-text-editor\" data-id=\"6e9b8672\" 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-24b2ab03\" data-id=\"24b2ab03\" 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-77a07e28 elementor-widget elementor-widget-image\" data-id=\"77a07e28\" 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\/03\/data-labeling-services-low-price.webp\" class=\"attachment-large size-large wp-image-528591\" alt=\"services d&#039;\u00e9tiquetage de donn\u00e9es \u00e0 bas prix\" \/>\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-ff1bd7c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ff1bd7c\" 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-d8b57c1\" data-id=\"d8b57c1\" 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-30bc282 elementor-widget elementor-widget-image\" data-id=\"30bc282\" 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\/03\/data-labeling-service-secure.webp\" class=\"attachment-large size-large wp-image-528593\" alt=\"Services d&#039;\u00e9tiquetage des donn\u00e9es s\u00e9curis\u00e9s\" srcset=\"https:\/\/oworkers.com\/wp-content\/uploads\/2025\/03\/data-labeling-service-secure.webp 550w, https:\/\/oworkers.com\/wp-content\/uploads\/2025\/03\/data-labeling-service-secure-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-12ee7bf\" data-id=\"12ee7bf\" 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-c5ebbbc elementor-widget elementor-widget-heading\" data-id=\"c5ebbbc\" 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-f3005c4 elementor-widget elementor-widget-text-editor\" data-id=\"f3005c4\" 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-11c8b01f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"11c8b01f\" 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-204df3f\" data-id=\"204df3f\" 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-11e464f6 elementor-widget elementor-widget-heading\" data-id=\"11e464f6\" 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-2ecf95a8 elementor-widget elementor-widget-text-editor\" data-id=\"2ecf95a8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tNous 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.\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-2509f8a7\" data-id=\"2509f8a7\" 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-5209c896 elementor-widget elementor-widget-image\" data-id=\"5209c896\" 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\/03\/data-labeling-services-ethical.webp\" class=\"attachment-large size-large wp-image-528598\" alt=\"emplois \u00e9thiques en \u00e9tiquetage des donn\u00e9es\" \/>\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-1304c0d6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1304c0d6\" 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-5a53bff6\" data-id=\"5a53bff6\" 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-76c2f5cf elementor-widget elementor-widget-image\" data-id=\"76c2f5cf\" 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\/03\/data-labeling-services-expert.webp\" class=\"attachment-large size-large wp-image-528596\" alt=\"experts en \u00e9tiquetage des donn\u00e9es\" \/>\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-4061d240\" data-id=\"4061d240\" 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-b50373c elementor-widget elementor-widget-heading\" data-id=\"b50373c\" 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-622a26e7 elementor-widget elementor-widget-text-editor\" data-id=\"622a26e7\" 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-5e2a99f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5e2a99f\" 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-db105e8\" data-id=\"db105e8\" 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-d10f36a elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"d10f36a\" 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-c9f3cb3 elementor-widget elementor-widget-heading\" data-id=\"c9f3cb3\" 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-df1325f e-flex e-con-boxed e-con e-parent\" data-id=\"df1325f\" 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-24a1d1a elementor-widget elementor-widget-text-editor\" data-id=\"24a1d1a\" 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>Oworkers poss\u00e8de plus de 12 ans d&rsquo;exp\u00e9rience dans les services li\u00e9s aux donn\u00e9es, aidant les entreprises \u00e0 <strong><a href=\"https:\/\/oworkers.com\/fr\/services-annotation-images\/\">annoter des images<\/a><\/strong>, des vid\u00e9os, des textes et des donn\u00e9es 3D. Avec des centaines d&rsquo;\u00e9tudes de cas dans plus de 12 secteurs d&rsquo;activit\u00e9 et un taux de rotation du personnel de seulement 1,7 % en 2024, nous garantissons fiabilit\u00e9 et expertise. <\/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\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7fc7881 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7fc7881\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wide\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f5d5742\" data-id=\"f5d5742\" 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-577e4fb elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"577e4fb\" 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\">\u00c9tiquetage des donn\u00e9es :<br>d\u00e9fis courants et meilleures pratiques\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-63e93d8 elementor-widget elementor-widget-spacer\" data-id=\"63e93d8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d4648c1 elementor-widget elementor-widget-jet-tabs\" data-id=\"d4648c1\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;tabs_position&quot;:&quot;left&quot;,&quot;tabs_position_mobile&quot;:&quot;top&quot;}\" data-widget_type=\"jet-tabs.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n\t\t<div class=\"jet-tabs jet-tabs-position-left jet-tabs-move-up-effect  \" data-settings=\"{&quot;activeIndex&quot;:0,&quot;event&quot;:&quot;click&quot;,&quot;autoSwitch&quot;:false,&quot;autoSwitchDelay&quot;:3000,&quot;ajaxTemplate&quot;:false,&quot;tabsPosition&quot;:&quot;left&quot;,&quot;switchScrolling&quot;:false,&quot;switchScrollingOffset&quot;:0}\">\n\t\t\t\t\t\t<div style=\"min-width:424px; min-width:424px;width:424px;flex:0 0 424px;\" class=\"jet-tabs__control-wrapper\" role=\"tablist\">\n\n                                    <div id=\"jet-tabs-control-2221\" class=\"jet-tabs__control jet-tabs__control-icon-left elementor-menu-anchor active-tab \" data-tab=\"1\" tabindex=\"0\" role=\"tab\" aria-controls=\"jet-tabs-content-2221\" aria-expanded=\"true\" data-template-id=\"false\"><div class=\"jet-tabs__control-inner\"><div class=\"jet-tabs__label-icon jet-tabs-icon\"><svg class=\"e-font-icon-svg e-fas-arrow-circle-right\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8c137 0 248 111 248 248S393 504 256 504 8 393 8 256 119 8 256 8zm-28.9 143.6l75.5 72.4H120c-13.3 0-24 10.7-24 24v16c0 13.3 10.7 24 24 24h182.6l-75.5 72.4c-9.7 9.3-9.9 24.8-.4 34.3l11 10.9c9.4 9.4 24.6 9.4 33.9 0L404.3 273c9.4-9.4 9.4-24.6 0-33.9L271.6 106.3c-9.4-9.4-24.6-9.4-33.9 0l-11 10.9c-9.5 9.6-9.3 25.1.4 34.4z\"><\/path><\/svg><\/div><h3 class=\"jet-tabs__label-text\">Incoh\u00e9rence et subjectivit\u00e9<\/h3><\/div><\/div><div id=\"jet-tabs-control-2222\" class=\"jet-tabs__control jet-tabs__control-icon-left elementor-menu-anchor  \" data-tab=\"2\" tabindex=\"0\" role=\"tab\" aria-controls=\"jet-tabs-content-2222\" aria-expanded=\"false\" data-template-id=\"false\"><div class=\"jet-tabs__control-inner\"><div class=\"jet-tabs__label-icon jet-tabs-icon\"><svg class=\"e-font-icon-svg e-fas-arrow-circle-right\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8c137 0 248 111 248 248S393 504 256 504 8 393 8 256 119 8 256 8zm-28.9 143.6l75.5 72.4H120c-13.3 0-24 10.7-24 24v16c0 13.3 10.7 24 24 24h182.6l-75.5 72.4c-9.7 9.3-9.9 24.8-.4 34.3l11 10.9c9.4 9.4 24.6 9.4 33.9 0L404.3 273c9.4-9.4 9.4-24.6 0-33.9L271.6 106.3c-9.4-9.4-24.6-9.4-33.9 0l-11 10.9c-9.5 9.6-9.3 25.1.4 34.4z\"><\/path><\/svg><\/div><h3 class=\"jet-tabs__label-text\">Ambigu\u00eft\u00e9 dans le langage<\/h3><\/div><\/div><div id=\"jet-tabs-control-2223\" class=\"jet-tabs__control jet-tabs__control-icon-left elementor-menu-anchor  \" data-tab=\"3\" tabindex=\"0\" role=\"tab\" aria-controls=\"jet-tabs-content-2223\" aria-expanded=\"false\" data-template-id=\"false\"><div class=\"jet-tabs__control-inner\"><div class=\"jet-tabs__label-icon jet-tabs-icon\"><svg class=\"e-font-icon-svg e-fas-arrow-circle-right\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8c137 0 248 111 248 248S393 504 256 504 8 393 8 256 119 8 256 8zm-28.9 143.6l75.5 72.4H120c-13.3 0-24 10.7-24 24v16c0 13.3 10.7 24 24 24h182.6l-75.5 72.4c-9.7 9.3-9.9 24.8-.4 34.3l11 10.9c9.4 9.4 24.6 9.4 33.9 0L404.3 273c9.4-9.4 9.4-24.6 0-33.9L271.6 106.3c-9.4-9.4-24.6-9.4-33.9 0l-11 10.9c-9.5 9.6-9.3 25.1.4 34.4z\"><\/path><\/svg><\/div><h3 class=\"jet-tabs__label-text\">Co\u00fbt et temps n\u00e9cessaires \u00e0 l'annotation<\/h3><\/div><\/div><div id=\"jet-tabs-control-2224\" class=\"jet-tabs__control jet-tabs__control-icon-left elementor-menu-anchor  \" data-tab=\"4\" tabindex=\"0\" role=\"tab\" aria-controls=\"jet-tabs-content-2224\" aria-expanded=\"false\" data-template-id=\"false\"><div class=\"jet-tabs__control-inner\"><div class=\"jet-tabs__label-icon jet-tabs-icon\"><svg class=\"e-font-icon-svg e-fas-arrow-circle-right\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8c137 0 248 111 248 248S393 504 256 504 8 393 8 256 119 8 256 8zm-28.9 143.6l75.5 72.4H120c-13.3 0-24 10.7-24 24v16c0 13.3 10.7 24 24 24h182.6l-75.5 72.4c-9.7 9.3-9.9 24.8-.4 34.3l11 10.9c9.4 9.4 24.6 9.4 33.9 0L404.3 273c9.4-9.4 9.4-24.6 0-33.9L271.6 106.3c-9.4-9.4-24.6-9.4-33.9 0l-11 10.9c-9.5 9.6-9.3 25.1.4 34.4z\"><\/path><\/svg><\/div><h3 class=\"jet-tabs__label-text\">Expertise et formation des annotateurs<\/h3><\/div><\/div><div id=\"jet-tabs-control-2225\" class=\"jet-tabs__control jet-tabs__control-icon-left elementor-menu-anchor  \" data-tab=\"5\" tabindex=\"0\" role=\"tab\" aria-controls=\"jet-tabs-content-2225\" aria-expanded=\"false\" data-template-id=\"false\"><div class=\"jet-tabs__control-inner\"><div class=\"jet-tabs__label-icon jet-tabs-icon\"><svg class=\"e-font-icon-svg e-fas-arrow-circle-right\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8c137 0 248 111 248 248S393 504 256 504 8 393 8 256 119 8 256 8zm-28.9 143.6l75.5 72.4H120c-13.3 0-24 10.7-24 24v16c0 13.3 10.7 24 24 24h182.6l-75.5 72.4c-9.7 9.3-9.9 24.8-.4 34.3l11 10.9c9.4 9.4 24.6 9.4 33.9 0L404.3 273c9.4-9.4 9.4-24.6 0-33.9L271.6 106.3c-9.4-9.4-24.6-9.4-33.9 0l-11 10.9c-9.5 9.6-9.3 25.1.4 34.4z\"><\/path><\/svg><\/div><h3 class=\"jet-tabs__label-text\">Biais dans les annotations<\/h3><\/div><\/div><div id=\"jet-tabs-control-2226\" class=\"jet-tabs__control jet-tabs__control-icon-left elementor-menu-anchor  \" data-tab=\"6\" tabindex=\"0\" role=\"tab\" aria-controls=\"jet-tabs-content-2226\" aria-expanded=\"false\" data-template-id=\"false\"><div class=\"jet-tabs__control-inner\"><div class=\"jet-tabs__label-icon jet-tabs-icon\"><svg class=\"e-font-icon-svg e-fas-arrow-circle-right\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8c137 0 248 111 248 248S393 504 256 504 8 393 8 256 119 8 256 8zm-28.9 143.6l75.5 72.4H120c-13.3 0-24 10.7-24 24v16c0 13.3 10.7 24 24 24h182.6l-75.5 72.4c-9.7 9.3-9.9 24.8-.4 34.3l11 10.9c9.4 9.4 24.6 9.4 33.9 0L404.3 273c9.4-9.4 9.4-24.6 0-33.9L271.6 106.3c-9.4-9.4-24.6-9.4-33.9 0l-11 10.9c-9.5 9.6-9.3 25.1.4 34.4z\"><\/path><\/svg><\/div><h3 class=\"jet-tabs__label-text\">Traitement des donn\u00e9es sensibles<\/h3><\/div><\/div><div id=\"jet-tabs-control-2227\" class=\"jet-tabs__control jet-tabs__control-icon-left elementor-menu-anchor  \" data-tab=\"7\" tabindex=\"0\" role=\"tab\" aria-controls=\"jet-tabs-content-2227\" aria-expanded=\"false\" data-template-id=\"false\"><div class=\"jet-tabs__control-inner\"><div class=\"jet-tabs__label-icon jet-tabs-icon\"><svg class=\"e-font-icon-svg e-fas-arrow-circle-right\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8c137 0 248 111 248 248S393 504 256 504 8 393 8 256 119 8 256 8zm-28.9 143.6l75.5 72.4H120c-13.3 0-24 10.7-24 24v16c0 13.3 10.7 24 24 24h182.6l-75.5 72.4c-9.7 9.3-9.9 24.8-.4 34.3l11 10.9c9.4 9.4 24.6 9.4 33.9 0L404.3 273c9.4-9.4 9.4-24.6 0-33.9L271.6 106.3c-9.4-9.4-24.6-9.4-33.9 0l-11 10.9c-9.5 9.6-9.3 25.1.4 34.4z\"><\/path><\/svg><\/div><h3 class=\"jet-tabs__label-text\">Probl\u00e8mes d'\u00e9volutivit\u00e9<\/h3><\/div><\/div>\n                    \t\t\t    <\/div>\n\t\t\t<div class=\"jet-tabs__content-wrapper\">\n\t\t\t\t<div id=\"jet-tabs-content-2221\" class=\"jet-tabs__content active-content\" data-tab=\"1\" role=\"tabpanel\" aria-hidden=\"false\" data-template-id=\"false\"><p>D\u00e9fi : les t\u00e2ches d&rsquo;annotation impliquent souvent des jugements subjectifs, ce qui entra\u00eene des incoh\u00e9rences entre les annotateurs.<\/p>\n<p><b>Exemple <\/b>: dans l&rsquo;analyse des sentiments, la phrase \u00ab J&rsquo;ai ador\u00e9 le jeu des acteurs, mais les effets sp\u00e9ciaux \u00e9taient horribles \u00bb pourrait \u00eatre qualifi\u00e9e de sentiment positif, n\u00e9gatif ou mitig\u00e9 par diff\u00e9rents annotateurs.<\/p>\n<p>Impact : des annotations incoh\u00e9rentes g\u00e9n\u00e8rent des donn\u00e9es d&rsquo;entra\u00eenement bruit\u00e9es, ce qui peut entra\u00eener de mauvaises performances du mod\u00e8le et des pr\u00e9dictions peu fiables.<\/p>\n<\/div><div id=\"jet-tabs-content-2222\" class=\"jet-tabs__content \" data-tab=\"2\" role=\"tabpanel\" aria-hidden=\"true\" data-template-id=\"false\"><p><strong>D\u00e9fi<\/strong> : le langage naturel comporte des ambigu\u00eft\u00e9s inh\u00e9rentes qui rendent l&rsquo;annotation difficile.<\/p>\n<p><strong>Exemple <\/strong>: dans la reconnaissance d&rsquo;entit\u00e9s nomm\u00e9es (NER), d\u00e9terminer si \u00ab Grande-Bretagne \u00bb dans \u00ab Les extraterrestres ont attaqu\u00e9 la Grande-Bretagne \u00bb fait r\u00e9f\u00e9rence \u00e0 un lieu ou \u00e0 un gouvernement (entit\u00e9 g\u00e9opolitique) peut pr\u00eater \u00e0 ambigu\u00eft\u00e9.<\/p>\n<p><strong>Impact<\/strong> : les ambigu\u00eft\u00e9s peuvent entra\u00eener des d\u00e9saccords entre les annotateurs et des donn\u00e9es d&rsquo;entra\u00eenement incoh\u00e9rentes.<\/p>\n<\/div><div id=\"jet-tabs-content-2223\" class=\"jet-tabs__content \" data-tab=\"3\" role=\"tabpanel\" aria-hidden=\"true\" data-template-id=\"false\"><p><strong>D\u00e9fi <\/strong>: les annotations de haute qualit\u00e9 sont chronophages et co\u00fbteuses, en particulier pour les t\u00e2ches complexes ou les domaines sp\u00e9cialis\u00e9s.<\/p>\n<p>Impact : les contraintes budg\u00e9taires et temporelles conduisent souvent \u00e0 des compromis en mati\u00e8re de qualit\u00e9 des annotations ou de taille des ensembles de donn\u00e9es.<\/p>\n<\/div><div id=\"jet-tabs-content-2224\" class=\"jet-tabs__content \" data-tab=\"4\" role=\"tabpanel\" aria-hidden=\"true\" data-template-id=\"false\"><p>D\u00e9fi : De nombreuses t\u00e2ches d&rsquo;annotation n\u00e9cessitent une expertise dans le domaine ou des connaissances sp\u00e9cialis\u00e9es.<\/p>\n<p><strong>Exemple <\/strong>: l&rsquo;annotation de textes m\u00e9dicaux n\u00e9cessite une bonne compr\u00e9hension de la terminologie et des concepts m\u00e9dicaux.<\/p>\n<p>Impact : le manque d&rsquo;expertise peut entra\u00eener des annotations inexactes, tandis que le recrutement d&rsquo;experts augmente les co\u00fbts.<\/p>\n<\/div><div id=\"jet-tabs-content-2225\" class=\"jet-tabs__content \" data-tab=\"5\" role=\"tabpanel\" aria-hidden=\"true\" data-template-id=\"false\"><p>D\u00e9fi : Les donn\u00e9es d\u00e9mographiques et les opinions personnelles des annotateurs peuvent introduire un biais dans le processus d&rsquo;annotation.<\/p>\n<p>Impact : les annotations biais\u00e9es conduisent \u00e0 des mod\u00e8les biais\u00e9s qui perp\u00e9tuent ou amplifient les pr\u00e9jug\u00e9s existants.<\/p>\n<\/div><div id=\"jet-tabs-content-2226\" class=\"jet-tabs__content \" data-tab=\"6\" role=\"tabpanel\" aria-hidden=\"true\" data-template-id=\"false\"><p>D\u00e9fi : les projets d&rsquo;annotation impliquent souvent des informations sensibles ou personnelles.<\/p>\n<p><strong>Impact :<\/strong> Les pr\u00e9occupations relatives \u00e0 la confidentialit\u00e9 et les exigences r\u00e9glementaires ajoutent \u00e0 la complexit\u00e9 du processus d&rsquo;annotation.<\/p>\n<\/div><div id=\"jet-tabs-content-2227\" class=\"jet-tabs__content \" data-tab=\"7\" role=\"tabpanel\" aria-hidden=\"true\" data-template-id=\"false\"><p>D\u00e9fi : Il est difficile d&rsquo;intensifier les efforts d&rsquo;annotation pour les grands ensembles de donn\u00e9es tout en maintenant la qualit\u00e9.<\/p>\n<p><strong>Impact :<\/strong> Les projets \u00e0 grande \u00e9chelle sont souvent confront\u00e9s \u00e0 des d\u00e9fis en mati\u00e8re de contr\u00f4le qualit\u00e9 et \u00e0 des probl\u00e8mes de coordination.<\/p>\n<\/div>\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\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-1a73206 e-flex e-con-boxed e-con e-parent\" data-id=\"1a73206\" 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-de74a23 elementor-widget elementor-widget-heading\" data-id=\"de74a23\" 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-cc1e641 e-con-full e-flex e-con e-child\" data-id=\"cc1e641\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-7f387ad e-con-full e-flex e-con e-child\" data-id=\"7f387ad\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b29c680 elementor-widget elementor-widget-image\" data-id=\"b29c680\" 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\/externalisation-e-commerce-etudes-cas\/\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"162\" src=\"https:\/\/oworkers.com\/wp-content\/uploads\/2026\/01\/retail-industry-and-annotation-services.webp\" class=\"attachment-large size-large wp-image-538091\" alt=\"services d&#039;annotation pour ecommerce et retail\" \/>\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-e8b8ea4 elementor-widget elementor-widget-text-editor\" data-id=\"e8b8ea4\" 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-fcbd1b4 elementor-widget elementor-widget-image\" data-id=\"fcbd1b4\" 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-46123ca elementor-widget elementor-widget-text-editor\" data-id=\"46123ca\" 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-1aa0a54 elementor-widget elementor-widget-image\" data-id=\"1aa0a54\" 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-95ccd59 elementor-widget elementor-widget-text-editor\" data-id=\"95ccd59\" 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-a4f9005 elementor-widget elementor-widget-image\" data-id=\"a4f9005\" 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-d14525c elementor-widget elementor-widget-text-editor\" data-id=\"d14525c\" 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-f5f6bb0 e-con-full e-flex e-con e-child\" data-id=\"f5f6bb0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3ac63e3 elementor-widget elementor-widget-image\" data-id=\"3ac63e3\" 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-5cedd92 elementor-widget elementor-widget-text-editor\" data-id=\"5cedd92\" 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-420d204 elementor-widget elementor-widget-image\" data-id=\"420d204\" 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\/2026\/01\/annotation-services-for-healthcare-industry.webp\" class=\"attachment-large size-large wp-image-538092\" alt=\"services d&#039;annotation pour le secteur de la 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-127d5e1 elementor-widget elementor-widget-text-editor\" data-id=\"127d5e1\" 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-1ca53a9 elementor-widget elementor-widget-image\" data-id=\"1ca53a9\" 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\/2026\/01\/data-annotation-services-for-robotics-.webp\" class=\"attachment-large size-large wp-image-537885\" 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-528e7ab elementor-widget elementor-widget-text-editor\" data-id=\"528e7ab\" 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-a4d0d5d elementor-widget elementor-widget-image\" data-id=\"a4d0d5d\" 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\/2026\/01\/agriculture-industry-annotation-solutions.webp\" class=\"attachment-large size-large wp-image-538093\" alt=\"Solutions d&#039;annotation pour l&#039;industrie agricole\" \/>\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-2d4bbfb elementor-widget elementor-widget-text-editor\" data-id=\"2d4bbfb\" 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-1713693 e-con-full e-flex e-con e-child\" data-id=\"1713693\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-093da26 elementor-widget elementor-widget-image\" data-id=\"093da26\" 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-eff70de elementor-widget elementor-widget-text-editor\" data-id=\"eff70de\" 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-1cd3ebf elementor-widget elementor-widget-image\" data-id=\"1cd3ebf\" 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-930c3cc elementor-widget elementor-widget-text-editor\" data-id=\"930c3cc\" 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-e7dc3cd elementor-widget elementor-widget-image\" data-id=\"e7dc3cd\" 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-186a22d elementor-widget elementor-widget-text-editor\" data-id=\"186a22d\" 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-e8ff642 elementor-widget elementor-widget-image\" data-id=\"e8ff642\" 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\/2026\/01\/data-annotation-services-for-finance-industry.webp\" class=\"attachment-large size-large wp-image-538012\" alt=\"Services d&#039;annotation de donn\u00e9es pour le secteur financier\" \/>\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-a80aeeb elementor-widget elementor-widget-text-editor\" data-id=\"a80aeeb\" 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-4add80b5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4add80b5\" 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-59912b0\" data-id=\"59912b0\" 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-50f922d3 elementor-widget elementor-widget-heading\" data-id=\"50f922d3\" 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-61ef349 elementor-widget elementor-widget-image\" data-id=\"61ef349\" 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-3dadc353 elementor-widget elementor-widget-text-editor\" data-id=\"3dadc353\" 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>D\u00e9couvrez <strong><a href=\"https:\/\/oworkers.com\/fr\/pourquoi-nous\/#awards\">NOS R\u00c9COMPENSES<\/a><\/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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-692de788\" data-id=\"692de788\" 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-45805155 elementor-widget elementor-widget-heading\" data-id=\"45805155\" 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-30547c4c elementor-widget elementor-widget-image\" data-id=\"30547c4c\" 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-14775294 elementor-widget elementor-widget-text-editor\" data-id=\"14775294\" 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 ou Meet ou Teams avec un seul point de contact (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-d7bc729 e-flex e-con-boxed e-con e-parent\" data-id=\"d7bc729\" 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-9b9758e elementor-widget elementor-widget-n-accordion\" data-id=\"9b9758e\" 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-1630\" 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-1630\" >\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 d'\u00e9tiquetage multilingue des donn\u00e9es ? <\/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-1630\" class=\"elementor-element elementor-element-236774d e-con-full e-flex e-con e-child\" data-id=\"236774d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1630\" class=\"elementor-element elementor-element-618ed7b e-flex e-con-boxed e-con e-child\" data-id=\"618ed7b\" 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-958247a elementor-widget elementor-widget-text-editor\" data-id=\"958247a\" 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 d&rsquo;\u00e9tiquetage des donn\u00e9es consistent \u00e0 enrichir les donn\u00e9es brutes avec des annotations en plusieurs langues afin de cr\u00e9er des ensembles de donn\u00e9es structur\u00e9s que les moteurs d&rsquo;IA peuvent comprendre.<br><br>Chez <strong><a href=\"https:\/\/oworkers.com\/3d-annotation-services\/\">OWorkers<\/a><\/strong>, nous sommes sp\u00e9cialis\u00e9s dans la fourniture de services d&rsquo;\u00e9tiquetage de donn\u00e9es multilingues de haute qualit\u00e9 pour le traitement moderne du langage naturel (NLP) et les grands mod\u00e8les linguistiques (LLM). <\/p><h3>Le r\u00f4le essentiel de l&rsquo;\u00e9tiquetage des donn\u00e9es dans le NPL et les mod\u00e8les linguistiques \u00e0 grande \u00e9chelle (LLM)<\/h3><p>L&rsquo;annotation des donn\u00e9es est fondamentale pour l&rsquo;efficacit\u00e9 des syst\u00e8mes d&rsquo;intelligence artificielle. \u00c0 mesure que les technologies d&rsquo;IA \u00e9voluent, la qualit\u00e9 de l&rsquo;annotation des donn\u00e9es est devenue un facteur essentiel qui d\u00e9termine les performances, la fiabilit\u00e9 et l&rsquo;\u00e9quit\u00e9 des mod\u00e8les. L&rsquo;\u00e9tiquetage des donn\u00e9es pour les applications NLP &amp; LLM n\u00e9cessite une expertise sp\u00e9cialis\u00e9e afin de saisir les subtilit\u00e9s linguistiques et la compr\u00e9hension contextuelle, permettant ainsi aux mod\u00e8les d&rsquo;IA :  <\/p><ul><li>Am\u00e9liorez la pr\u00e9cision et les performances tout au long du cycle de vie de l&rsquo;IA<\/li><li>Aidez les algorithmes \u00e0 apprendre de mani\u00e8re autonome avec une intervention humaine minimale.<\/li><li>Permettre aux machines de comprendre les subtilit\u00e9s linguistiques de diff\u00e9rentes cultures<\/li><li>Am\u00e9liorer la pr\u00e9cision des algorithmes bas\u00e9s sur le langage<\/li><\/ul><p><br>Les mod\u00e8les linguistiques modernes (LLM) ont besoin d&rsquo;\u00e9normes quantit\u00e9s de donn\u00e9es correctement annot\u00e9es pour apprendre les sch\u00e9mas linguistiques, le contexte et les nuances de plusieurs langues : c&rsquo;est l\u00e0 que les services d&rsquo;\u00e9tiquetage multilingue des donn\u00e9es entrent en jeu !<\/p><h2>Principales applications de l&rsquo;\u00e9tiquetage multilingue des donn\u00e9es<\/h2><p>Chez <strong><a href=\"https:\/\/oworkers.com\/fr\/services-annotation-video\/\">OWorkers<\/a><\/strong>, nous proposons plusieurs services de labellisation de donn\u00e9es multilingues adapt\u00e9s \u00e0 diff\u00e9rentes applications d&rsquo;IA. Chaque approche cible un domaine cl\u00e9 des \u00ab capacit\u00e9s de compr\u00e9hension \u00bb des LLM, garantissant ainsi une formation de qualit\u00e9. <\/p><h3>Reconnaissance et classification d&rsquo;entit\u00e9s<\/h3><p>La reconnaissance d&rsquo;entit\u00e9s extrait des informations structur\u00e9es \u00e0 partir de textes non structur\u00e9s. Les services d&rsquo;\u00e9tiquetage multilingue des donn\u00e9es aident les syst\u00e8mes d&rsquo;IA \u00e0 identifier des entit\u00e9s dans diff\u00e9rentes langues et diff\u00e9rents contextes culturels, ce qui est essentiel pour les moteurs de recherche et les syst\u00e8mes de recommandation mondiaux. <\/p><h3>Analyse des sentiments et reconnaissance des intentions<\/h3><p>Comprendre le ton \u00e9motionnel et l&rsquo;intention de l&rsquo;utilisateur est crucial pour de nombreuses applications d&rsquo;IA. L&rsquo;\u00e9tiquetage de l&rsquo;analyse des sentiments aide les mod\u00e8les \u00e0 d\u00e9terminer les connotations \u00e9motionnelles du contenu au-del\u00e0 des fronti\u00e8res culturelles, tandis que la reconnaissance des intentions permet aux syst\u00e8mes de comprendre les objectifs des utilisateurs malgr\u00e9 les diff\u00e9rences linguistiques. <\/p><h3>Ajustement fin des mod\u00e8les linguistiques \u00e0 grande \u00e9chelle (LLM) \u00e0 l&rsquo;aide de donn\u00e9es \u00e9tiquet\u00e9es<\/h3><p>Les mod\u00e8les linguistiques de grande taille n\u00e9cessitent des donn\u00e9es \u00e9tiquet\u00e9es sp\u00e9cialis\u00e9es pour \u00eatre affin\u00e9s. L&rsquo;\u00e9tiquetage professionnel des donn\u00e9es pour le d\u00e9veloppement de NLP &amp; LLM est essentiel pour cr\u00e9er des mod\u00e8les hautement performants capables de comprendre le langage humain. Des services d&rsquo;\u00e9tiquetage de donn\u00e9es multilingues de qualit\u00e9 doivent inclure :  <\/p><ul><li><b>R\u00e9glage des instructions :<\/b> cr\u00e9ation de paires instruction-r\u00e9ponse qui enseignent aux mod\u00e8les \u00e0 suivre des instructions dans plusieurs langues<\/li><li><b>Annotation ARCH<\/b> : fournir des commentaires humains sur les r\u00e9sultats du mod\u00e8le afin de les aligner sur les pr\u00e9f\u00e9rences humaines et les attentes culturelles.<\/li><li>\u00c9tiquetage de la cha\u00eene de pens\u00e9e : annotation des \u00e9tapes interm\u00e9diaires du raisonnement afin d&rsquo;am\u00e9liorer les capacit\u00e9s de r\u00e9solution de probl\u00e8mes des mod\u00e8les au-del\u00e0 des barri\u00e8res linguistiques<\/li><\/ul><p><span style=\"background-color: transparent;\"><br>Ces techniques aident les organisations \u00e0 personnaliser des mod\u00e8les linguistiques polyvalents pour des applications sp\u00e9cifiques \u00e0 un domaine tout en garantissant leur performance constante dans toutes les langues requises.<\/span><\/p><h2>Les d\u00e9fis li\u00e9s \u00e0 l&rsquo;\u00e9tiquetage multilingue des donn\u00e9es<\/h2><h3>Nuances culturelles et linguistiques<\/h3><p>Les langues diff\u00e8rent non seulement par leur vocabulaire et leur grammaire, mais aussi par leurs r\u00e9f\u00e9rences culturelles, leurs expressions idiomatiques et leurs significations contextuelles. Les experts multilingues form\u00e9s comprennent ces subtilit\u00e9s et veillent \u00e0 ce que les donn\u00e9es \u00e9tiquet\u00e9es refl\u00e8tent le contexte culturel appropri\u00e9 dans chaque langue.<br><br>Par exemple, les expressions de sentiment, d&rsquo;humour ou de formalit\u00e9 varient consid\u00e9rablement d&rsquo;une culture \u00e0 l&rsquo;autre, ce qui n\u00e9cessite des annotateurs ayant une connaissance culturelle approfondie plut\u00f4t que de simples comp\u00e9tences linguistiques.  <\/p><h3>Coh\u00e9rence et contr\u00f4le qualit\u00e9 dans toutes les langues<\/h3><p>Maintenir la coh\u00e9rence entre plusieurs langues pr\u00e9sente des d\u00e9fis particuliers. L&rsquo;annotation implique souvent des jugements subjectifs qui peuvent varier selon les annotateurs et les langues. C&rsquo;est pourquoi il est important de traiter ces questions par le biais d&rsquo;un contr\u00f4le qualit\u00e9 rigoureux, de directives standardis\u00e9es et de processus de validation crois\u00e9e.<br><br>Chez OWorkers, nous mettons en \u0153uvre des sch\u00e9mas d&rsquo;annotation robustes qui fonctionnent harmonieusement entre diff\u00e9rentes structures linguistiques tout en pr\u00e9servant le sens et le contexte voulus.   <\/p><h3>D\u00e9ploiement mondial des op\u00e9rations d&rsquo;\u00e9tiquetage<\/h3><p>Le marquage \u00e0 grande \u00e9chelle de donn\u00e9es multilingues n\u00e9cessite \u00e0 la fois une expertise linguistique et une gestion de projet efficace. OWorkers a d\u00e9velopp\u00e9 des processus robustes dans ses centres de livraison en Bulgarie, en \u00c9gypte et \u00e0 Madagascar afin de traiter des projets \u00e0 grande \u00e9chelle dans des d\u00e9lais tr\u00e8s courts. <\/p><h2>Pourquoi choisir OWorkers pour vos services d&rsquo;\u00e9tiquetage de donn\u00e9es multilingues ?<\/h2><p>Lorsque vous recherchez des experts en \u00e9tiquetage de donn\u00e9es pour des projets NLP &amp; LLM, OWorkers se distingue comme un fournisseur de qualit\u00e9 sup\u00e9rieure offrant des avantages uniques :<\/p><ul><li><b>Expertise linguistique :<\/b> nous servons nos clients dans plus de 30 langues, des langues europ\u00e9ennes \u00e0 l&rsquo;arabe, en passant par les langues asiatiques et bien d&rsquo;autres encore, avec une ma\u00eetrise native ou quasi native de chacune d&rsquo;entre elles.<\/li><li><b>Rentabilit\u00e9 : <\/b>gr\u00e2ce \u00e0 nos centres strat\u00e9giquement situ\u00e9s en Bulgarie, \u00e0 Madagascar et en \u00c9gypte, nous offrons jusqu&rsquo;\u00e0 80 % d&rsquo;\u00e9conomies sans compromettre la qualit\u00e9, rendant ainsi accessible l&rsquo;\u00e9tiquetage multilingue des donn\u00e9es \u00e0 l&rsquo;\u00e9chelle de l&rsquo;entreprise.<\/li><li><strong>S\u00e9curit\u00e9 et conformit\u00e9 :<\/strong> certifi\u00e9 ISO 27001 et conforme au RGPD, avec des protocoles de s\u00e9curit\u00e9 stricts, des installations surveill\u00e9es et des environnements de travail prot\u00e9g\u00e9s par des accords de confidentialit\u00e9 afin de prot\u00e9ger vos donn\u00e9es sensibles.<\/li><li>Op\u00e9rations \u00e9thiques : nous employons du personnel \u00e0 temps plein b\u00e9n\u00e9ficiant d&rsquo;avantages sociaux complets plut\u00f4t que des freelances ou des travailleurs collaboratifs, ce qui nous permet de maintenir un taux de rotation remarquablement bas de 1,7 % \u00e0 l&rsquo;\u00e9chelle mondiale en 2024, garantissant ainsi la continuit\u00e9 et une qualit\u00e9 constante.<\/li><li><strong>Connaissances verticales :<\/strong> nous faisons appel \u00e0 des experts sp\u00e9cialis\u00e9s dans plus de 12 secteurs d&rsquo;activit\u00e9 pour des projets sp\u00e9cifiques, apportant ainsi une expertise qui am\u00e9liore la pr\u00e9cision des annotations dans des domaines sp\u00e9cialis\u00e9s.<\/li><li>Exp\u00e9rience et stabilit\u00e9 : avec plus de 12 ans d&rsquo;exp\u00e9rience dans les services de donn\u00e9es, OWorkers apporte une expertise in\u00e9gal\u00e9e \u00e0 vos projets d&rsquo;\u00e9tiquetage de donn\u00e9es multilingues, soutenue par une exp\u00e9rience \u00e9prouv\u00e9e aupr\u00e8s des principales entreprises d&rsquo;IA \u00e0 travers le monde.<\/li><li><strong>Efficacit\u00e9 de la communication <\/strong>: nous utilisons des plateformes telles que Slack ou Microsoft Teams avec un point de contact unique (votre chef de projet d\u00e9di\u00e9) afin d&rsquo;assurer une communication fluide tout au long de votre projet.<\/li><\/ul><h2>Foire aux questions sur les services d&rsquo;\u00e9tiquetage multilingue des donn\u00e9es<\/h2><h3>Quels sont les secteurs qui tirent le plus profit de l&rsquo;\u00e9tiquetage multilingue des donn\u00e9es ?<\/h3><p>L&rsquo;\u00e9tiquetage multilingue des donn\u00e9es profite \u00e0 de nombreux secteurs, notamment le commerce de d\u00e9tail, les transports, les m\u00e9dias, les soins de sant\u00e9, les v\u00e9hicules autonomes et les services financiers.<br><br>Ces industries ont besoin de syst\u00e8mes d&rsquo;IA capables de comprendre les informations dans plusieurs langues afin de desservir efficacement les march\u00e9s mondiaux et d&rsquo;offrir une exp\u00e9rience utilisateur coh\u00e9rente dans toutes les r\u00e9gions. <\/p><h3>Comment OWorkers garantit-il la qualit\u00e9 dans l&rsquo;\u00e9tiquetage multilingue des donn\u00e9es ?<\/h3><p>Nous garantissons la qualit\u00e9 gr\u00e2ce \u00e0 notre personnel hautement qualifi\u00e9 (85 % sont titulaires d&rsquo;un master), \u00e0 une s\u00e9lection rigoureuse des candidats, \u00e0 des processus de contr\u00f4le qualit\u00e9 structur\u00e9s et \u00e0 une formation continue.<br><br>Notre \u00e9quipe d\u00e9di\u00e9e \u00e0 l&rsquo;assurance qualit\u00e9 maintient des normes constantes dans toutes les langues tout en mettant en \u0153uvre des mesures de qualit\u00e9 sp\u00e9cifiques \u00e0 chaque projet. <\/p><h3>Quelles langues sont prises en charge par les services d&rsquo;\u00e9tiquetage des donn\u00e9es d&rsquo;OWorkers ?<\/h3><p>OWorkers fournit des services d&rsquo;\u00e9tiquetage de donn\u00e9es multilingues dans plus de 30 langues, notamment les langues d&rsquo;Europe occidentale (anglais, fran\u00e7ais, allemand), les langues d&rsquo;Europe orientale, les langues nordiques, l&rsquo;arabe et plusieurs langues asiatiques. Nos centres de livraison mondiaux garantissent une qualit\u00e9 de niveau natif dans toute cette large gamme. <\/p><h3>Comment les services d&rsquo;\u00e9tiquetage multilingue des donn\u00e9es am\u00e9liorent-ils les performances des mod\u00e8les d&rsquo;IA ?<\/h3><p>L&rsquo;\u00e9tiquetage de donn\u00e9es de qualit\u00e9 pour le d\u00e9veloppement de NLP &amp; LLM est la base de syst\u00e8mes d&rsquo;IA efficaces. Des donn\u00e9es multilingues correctement \u00e9tiquet\u00e9es aident les mod\u00e8les \u00e0 comprendre les concepts au-del\u00e0 des barri\u00e8res linguistiques, \u00e0 saisir les nuances culturelles, \u00e0 r\u00e9duire les biais et \u00e0 desservir plusieurs march\u00e9s sans n\u00e9cessiter de mod\u00e8les distincts pour chaque langue.<br><br>Il en r\u00e9sulte des syst\u00e8mes d&rsquo;IA plus polyvalents, d\u00e9ployables \u00e0 l&rsquo;\u00e9chelle mondiale, avec une pr\u00e9cision et une sensibilit\u00e9 culturelle am\u00e9lior\u00e9es.  <\/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-25617754 elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"25617754\" 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-430440d5\" data-id=\"430440d5\" 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-341f1dd5 elementor-widget elementor-widget-heading\" data-id=\"341f1dd5\" 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-3cada3f8 elementor-widget elementor-widget-text-editor\" data-id=\"3cada3f8\" 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-3a24dbfe elementor-align-left elementor-mobile-align-center elementor-widget elementor-widget-button\" data-id=\"3a24dbfe\" 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-107366e7\" data-id=\"107366e7\" 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-68c4214b elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"68c4214b\" 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 d&rsquo;\u00e9tiquetage multilingue des donn\u00e9es pour NPL &amp; LLM RELIER LES LANGUES,Cr\u00e9er de l&rsquo;intelligence Votre partenaire en intelligence linguistique, optimisant le NLP et les LLM dans plus de 30 langues.Nous fournissons des services d&rsquo;\u00e9tiquetage de donn\u00e9es multilingues gr\u00e2ce \u00e0 des \u00e9quipes internes d&rsquo;annotateurs experts, s\u00e9lectionn\u00e9s, g\u00e9r\u00e9s et exp\u00e9riment\u00e9s. Demander un devis Nous avons la confiance [&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-538094","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>Services multilingues d&#039;\u00e9tiquetage de donn\u00e9es par oworkers<\/title>\n<meta name=\"description\" content=\"Nous fournissons des services d&#039;\u00e9tiquetage de donn\u00e9es multilingues dans 30 langues avec des \u00e9quipes d&#039;annotateurs d\u00e9di\u00e9es \u00e0 vos projets NLP et LLM.\" \/>\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-etiquetage-des-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 d&#039;\u00e9tiquetage des donn\u00e9es - Oworkers\" \/>\n<meta property=\"og:description\" content=\"Discover oworkers&#039; expertise in the field of multilingual data processing, AP Processing, AI data annotation, contrent trust and safety. 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