{"id":707098,"date":"2023-01-18T13:52:58","date_gmt":"2023-01-18T12:52:58","guid":{"rendered":"https:\/\/www.capgemini.com\/fr-fr\/?post_type=client-story&#038;p=707098"},"modified":"2026-01-07T13:01:27","modified_gmt":"2026-01-07T12:01:27","slug":"loreal-computer-vision","status":"publish","type":"client-story","link":"https:\/\/www.capgemini.com\/fr-fr\/actualites\/cas-clients\/loreal-computer-vision\/","title":{"rendered":"L\u2019IA transforme la ligne de production chez L\u2019Or\u00e9al"},"content":{"rendered":"\n<header class=\"wp-block-cg-blocks-hero-reusable header heroReusable  \"><div class=\"header-bgs\"><picture><source srcset=\"https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2023\/01\/2022-FR-Hero-Bannrer-Loreal-Computer-Vision.png?w=2880&amp;quality=70 1x, https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2023\/01\/2022-FR-Hero-Bannrer-Loreal-Computer-Vision.png?w=2880&amp;quality=70 2x\" media=\"(min-width: 1500px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2023\/01\/2022-FR-Hero-Bannrer-Loreal-Computer-Vision.png?w=1440&amp;quality=70 1x, https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2023\/01\/2022-FR-Hero-Bannrer-Loreal-Computer-Vision.png?w=2880&amp;quality=70 2x\" media=\"(min-width: 992px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2023\/01\/2022-FR-Hero-Bannrer-Loreal-Computer-Vision.png?w=1024&amp;quality=70 1x, https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2023\/01\/2022-FR-Hero-Bannrer-Loreal-Computer-Vision.png?w=1024&amp;quality=70 2x\" media=\"(min-width: 768px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2023\/01\/2022-FR-Hero-Bannrer-Loreal-Computer-Vision.png?w=768&amp;quality=70 1x, https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2023\/01\/2022-FR-Hero-Bannrer-Loreal-Computer-Vision.png?w=768&amp;quality=70 2x\" media=\"(min-width: 0)\"\/><img decoding=\"async\" src=\"https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2023\/01\/2022-FR-Hero-Bannrer-Loreal-Computer-Vision.png\" class=\"header-img header-img-d\" alt=\"\" style=\"object-fit:cover;object-position:0% 27%\" loading=\"eager\"\/><\/picture><\/div><div class=\"heroPictureCardHeaderShape\"><\/div><div class=\"container\"><div class=\"row\"><div class=\"col-md-12\"><div class=\"box\"><div class=\"boxTagWrapper\"><div class=\"tagInfo\"><div><span class=\"box-tag\">Biens et services de consommation<\/span><\/div><\/div><\/div><div class=\"box-title\"><h1 data-maxlength=\"34\">L\u2019IA transforme la ligne de production chez L\u2019Or\u00e9al<\/h1><\/div><div class=\"inner-row-insight download-btn\"><\/div><\/div><div class=\"infoWrapper \"><div class=\"row\"><div class=\"col-md-4\"><span class=\"fieldName\">Client : L&#8217;Or\u00e9al<\/span><\/div><div class=\"col-md-4\"><span class=\"fieldName\">R\u00e9gion : France<\/span><\/div><div class=\"col-md-4\"><span class=\"fieldName\">Secteur : Biens de consommation<\/span><\/div><\/div><\/div><\/div><\/div><\/div><\/header>\n\n\n\n<section class=\"wp-block-cg-blocks-intro-para undefined section section--intro\"><div class=\"intro-para\"><div class=\"container\"><div class=\"row\"><div class=\"col-12 col-md-1\"><nav class=\"article-social\"><ul class=\"social-nav\"><li class=\"ip-order-fb\"><a href=\"https:\/\/www.facebook.com\/sharer\/sharer.php?u=https:\/\/www.capgemini.com\/fr-fr\/actualites\/cas-clients\/loreal-computer-vision\/\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"Ouvrir dans une nouvelle fen\u00eatre\"><i aria-hidden=\"true\" class=\"icon-fb\"><\/i><span class=\"sr-only\">Facebook<\/span><\/a><\/li><li class=\"ip-order-li\"><a href=\"https:\/\/www.linkedin.com\/sharing\/share-offsite\/?url=https:\/\/www.capgemini.com\/fr-fr\/actualites\/cas-clients\/loreal-computer-vision\/\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"Ouvrir dans une nouvelle fen\u00eatre\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><span class=\"sr-only\">Linkedin<\/span><\/a><\/li><\/ul><\/nav><\/div><div class=\"col-12 col-md-11 col-lg-10\"><h2 class=\"intro-para-title\">L\u2019Or\u00e9al collabore avec Capgemini pour cr\u00e9er sa solution de <em>computer vision<\/em> int\u00e9gr\u00e9e \u00e0 la chaine de production\u00a0: une machine qui identifie et \u00e9jecte des contenants d\u00e9fectueux<\/h2><p class=\"intro-para-content\"><strong>Le d\u00e9fi : <\/strong>L&#8217;Or\u00e9al souhaitait automatiser le processus d&#8217;identification et de retrait de bouteilles d\u00e9fectueuses dans ses lignes de production, afin d\u2019\u00e9viter des arr\u00eats longs et co\u00fbteux caus\u00e9s par des d\u00e9bordements des contenants<br><br><strong>La solution : <\/strong>En partenariat avec Capgemini, L&#8217;Or\u00e9al a mis en place une machine sur-mesure, capable de scanner les bouteilles sur la cha\u00eene de production et de les \u00e9jecter sans intervention humaine, gr\u00e2ce \u00e0 la computer vision<br><br><strong>Les avantages :<\/strong><br><\/p><ul class=\"box-list\"><li>Augmentation de la production 4%, ce qui repr\u00e9sente au moins 450\u00a0000\u00a0bouteilles suppl\u00e9mentaires fabriqu\u00e9es chaque ann\u00e9e<\/li><li>R\u00e9duction du besoin d&#8217;arr\u00eats et de r\u00e9vision manuelle de la ligne de production<\/li><li>Am\u00e9lioration de l&#8217;exp\u00e9rience employ\u00e9 et de l&#8217;efficacit\u00e9 gr\u00e2ce \u00e0 l\u2019\u00e9limination des t\u00e2ches de nettoyage<\/li><\/ul><\/div><\/div><\/div><\/div><\/section>\n\n\n\n<section class=\"wp-block-cg-blocks-intro-para-video is-style-cg-sapphire2 section section--info-2cols section--insights section-video \"><div class=\"bg-color video-align-right\"><div class=\"container\"><div class=\"row video-align-left\"><div class=\"col-md-12\"><div class=\"video-align-left row box box--4 box--mini\"><div class=\"col-md-3\"><h3 class=\"Video-title\" data-maxlength=\"34\">L&#8217;Or\u00e9al Computer Vision<\/h3><div class=\"video-info\"><p data-maxlength=\"68\">Utiliser l&#8217;IA pour transformer la production de l&#8217;Or\u00e9al<\/p><\/div><\/div><div class=\"col-md-8 box-img-wrapper\"><div class=\"video-box\"><div class=\"video-wrapper\"><iframe title=\"video-section\" src=\"https:\/\/www.youtube.com\/embed\/W0_p987jC10?rel=0&amp;modestbranding=1&amp;playsinline=1&amp;enablejsapi=1\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen loading=\"lazy\" referrerpolicy=\"strict-origin-when-cross-origin\"><\/iframe><\/div><\/div><\/div><div class=\"col-md-1\"><\/div><\/div><\/div><\/div><\/div><\/div><\/section>\n\n\n\n<section class=\"wp-block-cg-blocks-group undefined section section--article-content\"><div class=\"article-main-content\"><div class=\"container\"><div class=\"row\"><div class=\"col-12 col-md-11 col-lg-10 offset-md-1 offset-lg-1\"><div class=\"article-text article-quote-text\">\n<h3 class=\"wp-block-heading\" id=\"h-poursuivre-la-quete-d-une-fabrication-impeccable\"><strong><strong>Poursuivre la qu\u00eate d\u2019une fabrication impeccable<\/strong><\/strong><\/h3>\n\n\n\n<p>Depuis la mise en \u0153uvre de la cha\u00eene de montage il y a plus d&#8217;un si\u00e8cle, les entreprises ont poursuivi une qu\u00eate effr\u00e9n\u00e9e pour trouver tous les moyens d&#8217;am\u00e9liorer l&#8217;efficacit\u00e9 et la rapidit\u00e9 de leurs processus de production. Au fil du temps, l&#8217;automatisation a transform\u00e9 cet univers, en prenant le relai des activit\u00e9s r\u00e9p\u00e9titives dans la fabrication de produits. Par ailleurs, l&#8217;expansion de l&#8217;automatisation dans les sites industriels a introduit de nouveaux d\u00e9fis exigeant de nouvelles solutions.<\/p>\n\n\n\n<p>Leader mondial des produits cosm\u00e9tiques et de soins, L&#8217;Or\u00e9al a d\u00e9ploy\u00e9 des efforts consid\u00e9rables pour trouver ces opportunit\u00e9s d&#8217;am\u00e9lioration de la production. Bien que l&#8217;entreprise ait connu des avanc\u00e9es substantielles, elle reste n\u00e9anmoins vuln\u00e9rable \u00e0 quelques perturbations. Dans le cas de l\u2019embouteillage des produits tels que le shampoing, toute d\u00e9formation des contenants entra\u00eenait de longues pauses dans la production, car les d\u00e9versements ou les d\u00e9bordements du produit devaient \u00eatre nettoy\u00e9s.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u00ab&nbsp;L\u2019usine L\u2019Or\u00e9al de Vichy a 52 ans, mais nous avons toujours voulu qu\u2019elle soit \u00e0 la pointe de la technologie. Nous connaissons une forte croissance en termes d&#8217;unit\u00e9s produites, nous utilisons donc toutes les technologies disponibles pour faciliter la production. Comme nos produits sont export\u00e9s dans le monde entier, le rythme doit \u00eatre le plus optimal possible. \u00bb<\/p>\n<cite>Jean-Yves Larraufie, Directeur Cosm\u00e9tique Active Production, L&#8217;Or\u00e9al (2017-2022)<\/cite><\/blockquote>\n\n\n\n<p>Les interruptions de la production ont des implications \u00e9videntes pour l&#8217;efficacit\u00e9 globale. Cependant, L&#8217;Or\u00e9al a fait preuve de beaucoup d&#8217;ambition pour imaginer une solution adapt\u00e9e \u00e0 sa situation, \u00e0 savoir une IA aidant \u00e0 identifier les probl\u00e8mes avec des bouteilles individuelles, mais aussi \u00e0 les retirer de la ligne de production sans n\u00e9cessiter l&#8217;arr\u00eat du processus ni d\u2019intervention humaine.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-l-ia-fait-une-percee-dans-les-chaines-de-production\"><strong><strong>L&#8217;IA fait une perc\u00e9e dans les cha\u00eenes de production<\/strong><\/strong><\/h3>\n\n\n\n<p>C&#8217;est \u00e0 cette \u00e9tape que Capgemini a \u00e9t\u00e9 sollicit\u00e9 pour accompagner le process d&#8217;id\u00e9ation, d\u00e9veloppement et la mise en \u0153uvre du projet. Nous avons utilis\u00e9 le savoir-faire combin\u00e9 de nos experts en IA, de d\u00e9veloppeurs et de concepteurs d&#8217;\u00e9quipements industriels, pour fournir les capacit\u00e9s compl\u00e8tes n\u00e9cessaires \u00e0 la cr\u00e9ation d&#8217;une solution haut de gamme. Ensemble, les \u00e9quipes ont examin\u00e9 le d\u00e9fi sous tous les angles et ont d\u00e9cid\u00e9 de cr\u00e9er une machine enti\u00e8rement personnalis\u00e9e, pr\u00eate pour la production, bas\u00e9e sur la <em>computer vision<\/em>.<\/p>\n\n\n\n<p>Gr\u00e2ce \u00e0 la technologie THEIA, une solution d\u00e9velopp\u00e9e par Capgemini Engineering pour scanner des produits alimentaires d\u00e9fectueux, il n&#8217;a fallu que deux mois pour construire un d\u00e9monstrateur test\u00e9 en conditions r\u00e9elles de production : d\u00e9bit \u00e9lev\u00e9 (1 bouteille\/seconde) et espace r\u00e9duit sur la ligne. THEIA a \u00e9t\u00e9 modifi\u00e9e pour inclure un ensemble flexible de crit\u00e8res qui d\u00e9finiraient le type de probl\u00e8mes susceptibles d&#8217;arr\u00eater la ligne de production.&nbsp;<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u00ab Ce projet est un excellent exemple de l&#8217;approche de L&#8217;Or\u00e9al vis-\u00e0-vis du concept d&#8217;industrie 4.0. Nous partons toujours d&#8217;une probl\u00e9matique pratique \u00e0 laquelle sont confront\u00e9es les \u00e9quipes sur le terrain. Pour aider \u00e0 r\u00e9soudre ce probl\u00e8me, Capgemini a fourni une aide pr\u00e9cieuse, tout d&#8217;abord avec de fortes capacit\u00e9s d&#8217;IA, mais aussi gr\u00e2ce \u00e0 une approche rigoureuse de la gestion de projet qui a permis de d\u00e9ployer la solution tr\u00e8s rapidement. \u00bb<\/p>\n<cite>Olivier Chapel, Directeur Industrie 4.0, L&#8217;Or\u00e9al<\/cite><\/blockquote>\n\n\n\n<p>Avec une \u00e9volution constante de la gamme de produits L&#8217;Or\u00e9al, un d\u00e9fi cl\u00e9 \u00e9tait de concevoir l&#8217;IA de sorte qu&#8217;un op\u00e9rateur sans connaissances technologiques puisse permettre \u00e0 l&#8217;algorithme d\u2019analyser de nouveaux formats de bouteilles et d\u00e9tecter de nouveaux types d&#8217;anomalies. Au final, l&#8217;IA est capable de d\u00e9tecter plus de 99% des d\u00e9fauts majeurs tout en gardant le nombre de faux positifs \u00e0 un niveau tr\u00e8s bas, limitant ainsi l&#8217;impact sur les routines des op\u00e9rateurs.<\/p>\n\n\n\n<p>Avec des r\u00e9sultats probants, L&#8217;Or\u00e9al a confirm\u00e9 sa volont\u00e9 d&#8217;industrialiser le projet et d&#8217;impl\u00e9menter la solution dans l&#8217;une de ses lignes de production de l&#8217;usine de Vichy.<\/p>\n\n\n\n<p>\u00c0 partir de ce plan, L&#8217;Or\u00e9al et Capgemini ont alors commenc\u00e9 \u00e0 coconstruire la machine industrielle et \u00e0 optimiser l&#8217;IA qui concr\u00e9tiserait la vision du fabricant.<\/p>\n\n\n\n<p>Une fois l\u2019IA en place, l\u2019\u00e9quipe s\u2019est ensuite concentr\u00e9e sur la construction d&#8217;une machine qui abriterait la solution, scannerait les bouteilles et retirerait celles d\u00e9form\u00e9es de la ligne de production avant que les incidents ne se produisent. Le r\u00e9sultat&nbsp;? Une solution de <em>computer vision<\/em> sur mesure et une machine industrielle pouvant \u00eatre int\u00e9gr\u00e9es \u00e0 la cha\u00eene de production et fonctionnant comme un syst\u00e8me de d\u00e9tection pour emp\u00eacher les bouteilles d\u00e9fectueuses de provoquer un d\u00e9bordement. Gardant \u00e0 l&#8217;esprit le principe de limiter au maximum l&#8217;impact sur les op\u00e9rateurs de L&#8217;Or\u00e9al, la machine a \u00e9t\u00e9 con\u00e7ue pour \u00e9viter toute modification co\u00fbteuse de l&#8217;environnement de production et s&#8217;int\u00e9grer dans la routine de l&#8217;op\u00e9rateur, avec des interfaces simples con\u00e7ues en collaboration avec l&#8217;\u00e9quipe technique de l\u2019usine de Vichy.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-la-prochaine-etape\"><strong>La prochaine \u00e9tape<\/strong><\/h3>\n\n\n\n<p>Avec des premiers r\u00e9sultats positifs pour la cha\u00eene de production \u00e9quip\u00e9e de la machine, dont une augmentation d&#8217;au moins 4% de la production globale, se traduisant par un minimum de 450 000 bouteilles suppl\u00e9mentaires par an, L&#8217;Or\u00e9al et Capgemini ont d\u00e9j\u00e0 tourn\u00e9 les yeux vers une \u00e9ventuelle expansion, ce qui ferait de l\u2019acteur de la beaut\u00e9 l\u2019un des fabricants de produits de d\u00e9tail les plus innovants.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u00ab Ce projet s&#8217;inscrit \u00e9galement dans une approche globale pour nos usines, o\u00f9 nous allons capter de plus en plus de donn\u00e9es directement dans les machines. En enrichissant nos bases de donn\u00e9es et \u00e0 l&#8217;aide de croisements, nous pourrons tirer des d&#8217;enseignements pour am\u00e9liorer notre excellence op\u00e9rationnelle, en termes d&#8217;outils, de processus, de contr\u00f4le qualit\u00e9 et de s\u00e9curit\u00e9, mais aussi pour r\u00e9duire notre impact environnemental. \u00bb<\/p>\n<cite>Olivier Chapel, Directeur Industrie 4.0, L&#8217;Or\u00e9al<\/cite><\/blockquote>\n\n\n\n<p>Sachant ce qui est d\u00e9j\u00e0 possible, L&#8217;Or\u00e9al a acc\u00e8s \u00e0 un avenir construit avec des technologies innovantes et uniques qui continueront de r\u00e9volutionner l&#8217;industrie.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/section>\n\n\n\n\t\t<section\n\t\t\tclass=\"section section--lifeatcap-learning section--event-slider-careerInvent \">\n\n\t\t\t<div class=\"container\">\n\t\t\t\t<div class='career-invent-header'>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"row\">\n\t\t\t\t\t\t\t<div class=\"heading col-12 col-md-8\">\n\t\t\t\t\t\t\t\t<h2>Pour aller plus loin<\/h2>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"slider slider-fader 7a654d14-c370-49d5-b6f3-9730e8220191\">\n\t\t\t\t\t\t\t\t\t<div class=\"slider-nav-wrapper smallDevice\">\n\t\t\t\t\t\t<div class=\"row\">\n\t\t\t\t\t\t\t<div class=\"col-md-12 text-center\">\n\t\t\t\t\t\t\t\t<div class=\"slider-nav\">\n\t\t\t\t\t\t\t\t\t<button class=\"slider-prev inactive\"\n\t\t\t\t\t\t\t\t\t\taria-label=\"Curseur pr\u00e9c\u00e9dent\"><\/button>\n\t\t\t\t\t\t\t\t\t<ul class=\"slider-paginator\"><\/ul>\n\t\t\t\t\t\t\t\t\t<button class=\"slider-next \"\n\t\t\t\t\t\t\t\t\t\taria-label=\"Curseur suivant\"><\/button>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\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\t\t\t\t<div\n\t\t\t\t\tclass=\"slider-list \">\n\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\tclass=\"slide active \">\n\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\tclass=\"slide-bg-wrapper wp-block-cg-blocks-career-invent is-style-sapphire2\">\n\t\t\t\t\t\t\t\t<div class=\"bgImagesection\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"bgColor\"><\/div>\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"container slide-info-wrapper\">\n\t\t\t\t\t\t\t\t\t\t<div class=\"row\">\n\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\t\t\t\t\tclass=\"col-md-6 col-sm-12 box-inner \">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"bgColor\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tclass=\"content-title \">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"explore-header\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tdata-maxlength=\"68\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttitle=\"Le jumeau num\u00e9rique de L\u2019Or\u00e9al\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tLe jumeau num\u00e9rique de L\u2019Or\u00e9al\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tclass=\"box-title \">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h4 data-maxlength=\"144\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttitle=\"Le jumeau num\u00e9rique de L\u2019Or\u00e9al cr\u00e9e des passerelles entre physique et digital.\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tstyle=\"white-space: pre-wrap;\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tLe jumeau num\u00e9rique de L\u2019Or\u00e9al cr\u00e9e des passerelles entre physique et digital.\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/h4>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div >\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"btnDiv\"> <a class=\"more2\" data-maxlength=\"24\" aria-label=\"D\u00e9couvrir le cas client A propos Le jumeau num\u00e9rique de L\u2019Or\u00e9al\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t tabindex=\"0\" href=\"https:\/\/www.capgemini.com\/fr-fr\/actualites\/cas-clients\/loreal-augmented-product\/\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttarget=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tD\u00e9couvrir le cas client\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a> <\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\n\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"col-md-6 col-sm-12 text-right box-img-wrapper escaper escaper-right\">\n\t\t\t\t\t\t\t\t\t\t\t\t\n\n\t\t\t\t\t\t\t\t\t\t\t\t<picture>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2022\/09\/2022-FR-Featured-Image-Cas-client-Loreal.jpg?w=1200&amp;quality=90 1x, https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2022\/09\/2022-FR-Featured-Image-Cas-client-Loreal.jpg?w=1200&amp;quality=90 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 1500px)\" \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2022\/09\/2022-FR-Featured-Image-Cas-client-Loreal.jpg?w=600&amp;quality=90 1x, https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2022\/09\/2022-FR-Featured-Image-Cas-client-Loreal.jpg?w=1200&amp;quality=90 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 992px)\" \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2022\/09\/2022-FR-Featured-Image-Cas-client-Loreal.jpg?w=400&amp;quality=90 1x, https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2022\/09\/2022-FR-Featured-Image-Cas-client-Loreal.jpg?w=800&amp;quality=90 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 768px)\" \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2022\/09\/2022-FR-Featured-Image-Cas-client-Loreal.jpg?w=400&amp;quality=90 1x, https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2022\/09\/2022-FR-Featured-Image-Cas-client-Loreal.jpg?w=800&amp;quality=90 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 0)\" \/>\n\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" class=\"box-img\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrc=\"https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2022\/09\/2022-FR-Featured-Image-Cas-client-Loreal.jpg\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tstyle=\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tobject-position: 50% 20%; object-fit: cover;\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\" alt=\"\" \/>\n\n\t\t\t\t\t\t\t\t\t\t\t\t<\/picture>\n\t\t\t\t\t\t\t\t\t\t\t\t<!-- <img decoding=\"async\" class=\"box-img\" src=\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\"\n\t\t\t\t\t\t\t\t\t\t\tstyle=\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\" alt=\"\"\n\t\t\t\t\t\t\t\t\t\t\/> -->\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"\">\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"slide-reveal\"><\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\tclass=\"slide active \">\n\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\tclass=\"slide-bg-wrapper wp-block-cg-blocks-career-invent is-style-sapphire2\">\n\t\t\t\t\t\t\t\t<div class=\"bgImagesection\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"bgColor\"><\/div>\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"container slide-info-wrapper\">\n\t\t\t\t\t\t\t\t\t\t<div class=\"row\">\n\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\t\t\t\t\tclass=\"col-md-6 col-sm-12 box-inner \">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"bgColor\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tclass=\"content-title \">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"explore-header\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tdata-maxlength=\"68\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttitle=\"Data et intelligence artificielle\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tData et intelligence artificielle\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tclass=\"box-title \">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h4 data-maxlength=\"144\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttitle=\"Ma\u00eetrisez vos donn\u00e9es et transformez votre organisation.\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tstyle=\"white-space: pre-wrap;\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tMa\u00eetrisez vos donn\u00e9es et transformez votre organisation.<br>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/h4>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div >\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"btnDiv\"> <a class=\"more2\" data-maxlength=\"24\" aria-label=\"En savoir plus A propos Data et intelligence artificielle&lt;br&gt;\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t tabindex=\"-1\" href=\"https:\/\/www.capgemini.com\/fr-fr\/services\/data-intelligence-artificielle\/\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttarget=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tEn savoir plus\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a> <\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\n\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"col-md-6 col-sm-12 text-right box-img-wrapper escaper escaper-right\">\n\t\t\t\t\t\t\t\t\t\t\t\t\n\n\t\t\t\t\t\t\t\t\t\t\t\t<picture>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2022\/04\/0_1_Header-banner_Eye-lady-e1649075744243.jpg?w=1200&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2022\/04\/0_1_Header-banner_Eye-lady-e1649075744243.jpg?w=1200&amp;quality=90 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 1500px)\" \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2022\/04\/0_1_Header-banner_Eye-lady-e1649075744243.jpg?w=600&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2022\/04\/0_1_Header-banner_Eye-lady-e1649075744243.jpg?w=1200&amp;quality=90 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 992px)\" \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2022\/04\/0_1_Header-banner_Eye-lady-e1649075744243.jpg?w=400&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2022\/04\/0_1_Header-banner_Eye-lady-e1649075744243.jpg?w=800&amp;quality=90 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 768px)\" \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2022\/04\/0_1_Header-banner_Eye-lady-e1649075744243.jpg?w=400&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2022\/04\/0_1_Header-banner_Eye-lady-e1649075744243.jpg?w=800&amp;quality=90 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 0)\" \/>\n\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" class=\"box-img\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrc=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2022\/04\/0_1_Header-banner_Eye-lady-e1649075744243.jpg\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tstyle=\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tobject-position: 50% 50%; object-fit: cover;\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\" alt=\"\" \/>\n\n\t\t\t\t\t\t\t\t\t\t\t\t<\/picture>\n\t\t\t\t\t\t\t\t\t\t\t\t<!-- <img decoding=\"async\" class=\"box-img\" src=\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\"\n\t\t\t\t\t\t\t\t\t\t\tstyle=\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\" alt=\"\"\n\t\t\t\t\t\t\t\t\t\t\/> -->\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"\">\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"slide-reveal\"><\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\n\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t<div class=\"slider-nav-wrapper largeDevice\">\n\t\t\t\t\t\t<div class=\"row\">\n\t\t\t\t\t\t\t<div class=\"col-md-12 text-center\">\n\t\t\t\t\t\t\t\t<div class=\"slider-nav\">\n\t\t\t\t\t\t\t\t\t<button class=\"slider-prev inactive\"\n\t\t\t\t\t\t\t\t\t\taria-label=\"Curseur pr\u00e9c\u00e9dent\"><\/button>\n\t\t\t\t\t\t\t\t\t<ul class=\"slider-paginator\"><\/ul>\n\t\t\t\t\t\t\t\t\t<button class=\"slider-next\"\n\t\t\t\t\t\t\t\t\t\taria-label=\"Curseur suivant\"><\/button>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\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\n\t\t\t<\/div>\n\n\t\t<\/section>\n\n\t\t","protected":false},"excerpt":{"rendered":"<p>L\u2019or\u00e9al collabore avec avec Capgemini pour cr\u00e9er sa propre solution de computer vision bas\u00e9e sur l&#8217;IA, permettant d&#8217;automatiser le processus d&#8217;identification et de retrait de bouteilles d\u00e9fectueuses dans ses lignes de 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