{"id":783413,"date":"2023-04-20T14:07:00","date_gmt":"2023-04-20T12:07:00","guid":{"rendered":"https:\/\/www.capgemini.com\/fr-fr\/?p=783413"},"modified":"2025-05-05T12:04:40","modified_gmt":"2025-05-05T10:04:40","slug":"en-intelligence-artificielle-performance-rime-avec-confiance","status":"publish","type":"post","link":"https:\/\/www.capgemini.com\/fr-fr\/perspectives\/blog\/en-intelligence-artificielle-performance-rime-avec-confiance\/","title":{"rendered":"En Intelligence Artificielle, performance rime avec confiance"},"content":{"rendered":"\n<header class=\"wp-block-cg-blocks-hero-blogs header-hero-blogs\"><div class=\"container\"><div class=\"hero-blogs\"><div class=\"hero-blogs-content-wrapper\"><div class=\"row\"><div class=\"col-12\"><div class=\"header-title\"><h1>En Intelligence Artificielle, performance rime avec confiance<\/h1><\/div><\/div><\/div><\/div><div class=\"hero-blogs-bottom\"><div class=\"header-author\"><div class=\"author-img\"><img decoding=\"async\" src=\"https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2025\/05\/Lucas-Michelis.jpg?w=200&amp;quality=10\" alt=\"\" loading=\"lazy\"\/><\/div><div class=\"author-name-date\"><h5 class=\"author-name\">Philippe Neveux<\/h5><h5 class=\"blog-date\">20 avril 2023<\/h5><\/div><\/div><div class=\"brand-image\"> <\/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\/insights\/expert-perspectives\/en-intelligence-artificielle-performance-rime-avec-confiance\/\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"opens in a new window\"><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\/insights\/expert-perspectives\/en-intelligence-artificielle-performance-rime-avec-confiance\/\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"opens in a new window\"><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\u2019intelligence artificielle de Confiance est un sujet que l\u2019on adresse tous les jours chez Capgemini Invent pour fournir \u00e0 nos clients des algorithmes de qualit\u00e9. Ce sujet est trait\u00e9 par la tribu Trusted AI qui assure la connaissance et l\u2019application de l\u2019\u00e9tat de l\u2019art des 8 th\u00e9matiques de l\u2019IA de Confiance introduites <a href=\"https:\/\/www.capgemini.com\/fr-fr\/insights\/expert-perspectives\/ia-de-confiance-comprendre-les-enjeux-de-la-prochaine-decennie\/\" target=\"_blank\" rel=\"noreferrer noopener\">cet article<\/a>. La performance est une de ces 8 composantes.<\/h2><\/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<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"752\" height=\"472\" src=\"https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2025\/05\/concepts-performance.png?w=752\" alt=\"\" class=\"wp-image-783408\" srcset=\"https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2025\/05\/concepts-performance.png 752w, https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2025\/05\/concepts-performance.png?resize=300,188 300w\" sizes=\"auto, (max-width: 752px) 100vw, 752px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-la-performance-a-quoi-ca-sert-nbsp\">La performance, \u00e0 quoi \u00e7a sert&nbsp;?<\/h2>\n\n\n\n<p>La performance est la premi\u00e8re th\u00e9matique qui nous vient \u00e0 l\u2019esprit lorsqu\u2019on travaille sur un projet IA. On veut savoir \u00e0 quel point notre algorithme est bon dans la t\u00e2che pour laquelle il a \u00e9t\u00e9 entra\u00een\u00e9. Est-ce que mon mod\u00e8le arrive \u00e0 d\u00e9terminer si un client \u00e0 qui on donne un cr\u00e9dit pourra le rembourser \u00e0 temps&nbsp;? Est-ce qu\u2019il arrive \u00e0 cat\u00e9goriser des mails pour les communiquer aux experts m\u00e9tiers r\u00e9f\u00e9rents&nbsp;? Ou encore, est-ce qu\u2019il a la capacit\u00e9 de pr\u00e9voir un niveau de production en usine pour anticiper le prochain approvisionnement&nbsp;? &nbsp;<\/p>\n\n\n\n<p>Un algorithme doit \u00eatre suffisamment performant pour r\u00e9pondre \u00e0 la probl\u00e9matique m\u00e9tier qu\u2019il cherche \u00e0 r\u00e9soudre. Si un algorithme n\u2019est pas performant il sera n\u00e9cessairement difficile de lui accorder sa confiance.<a id=\"_msocom_1\"><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-la-performance-qu-est-ce-que-c-est-nbsp\">La performance, qu\u2019est-ce que c\u2019est&nbsp;?<\/h2>\n\n\n\n<p>Si nous ouvrons notre dictionnaire Larousse, la performance est : un \u00ab r\u00e9sultat obtenu dans un domaine pr\u00e9cis par quelqu\u2019un, une machine, etc. Exploit ou r\u00e9ussite remarquable en un domaine quelconque&nbsp;\u00bb. Traduit dans le contexte de l\u2019intelligence artificielle, la performance repose sur 3 concepts.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-alignement-metier-et-technique\"><strong><strong><strong><em><strong><em>Alignement m\u00e9tier et technique :<\/em><\/strong><\/em><\/strong><\/strong><\/strong><\/h4>\n\n\n\n<p>Il faut d\u00e9finir une m\u00e9trique technique pour conna\u00eetre la performance d\u2019un algorithme ind\u00e9pendamment du cas d\u2019usage m\u00e9tier qu\u2019il cherche \u00e0 optimiser. On peut comparer la performance de diff\u00e9rents algorithmes pour savoir lequel serait, \u00e0 priori, le plus apte \u00e0 aider le m\u00e9tier.<\/p>\n\n\n\n<p>Cette performance est seulement relative pour comparer la performance des algorithmes entre eux, elle ne nous donne aucune information sur la valeur ajout\u00e9e du mod\u00e8le dans le processus m\u00e9tier cible.<\/p>\n\n\n\n<p>Il faut avoir la capacit\u00e9 de mesurer des performances m\u00e9tiers (un gain de chiffre d\u2019affaires, un nombre de clients convertis, etc) pour s\u2019assurer que les performances du mod\u00e8le sont bien en ad\u00e9quation avec la plus-value attendue par le m\u00e9tier.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-controle-des-processus-d-evaluation\"><strong><strong><strong><em><strong><em>Contr\u00f4le des processus d\u2019\u00e9valuation :<\/em><\/strong><\/em><\/strong><\/strong><\/strong><\/h4>\n\n\n\n<p>Contr\u00f4ler le processus d\u2019\u00e9valuation de l\u2019algorithme, c\u2019est \u00eatre totalement transparent sur : les hypoth\u00e8ses, les angles morts, les biais de mesures, le contr\u00f4le du sur-apprentissage, etc. Ce processus d\u2019\u00e9valuation de l\u2019algorithme doit comporter le mode op\u00e9ratoire de mesure de la performance pendant la conception, mais aussi en op\u00e9ration. Comment la performance du mod\u00e8le en op\u00e9ration est-elle mesur\u00e9e et contr\u00f4l\u00e9e ?<\/p>\n\n\n\n<p>Les performances mesur\u00e9es lors de la conception doivent \u00eatre les m\u00eames qu\u2019en op\u00e9ration.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-benchmarks-systematiques\"><strong><strong><strong><em><strong><em>Benchmarks syst\u00e9matiques :<\/em><\/strong><\/em><\/strong><\/strong><\/strong><\/h4>\n\n\n\n<p>L\u2019IA est une science exp\u00e9rimentale. Il n\u2019y a aucun fondement th\u00e9orique sur la bonne performance d\u2019un algorithme. Il faut, en tout temps, comparer l\u2019algorithme \u00e0 un mod\u00e8le alternatif pour assurer le gain en performance.<\/p>\n\n\n\n<p>Ces mod\u00e8les alternatifs peuvent \u00eatre des r\u00e8gles m\u00e9tiers simples, des seuils de d\u00e9cision, un tirage al\u00e9atoire, un mod\u00e8le propri\u00e9taire, etc. C\u2019est uniquement en comparant ces performances qu\u2019on peut savoir si un mod\u00e8le est pertinent face \u00e0 un autre qui serait plus complexe, moins compr\u00e9hensible, plus difficile \u00e0 maintenir, ou autre.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-la-performance-comment-l-activer-nbsp\"><strong>La performance, comment l\u2019activer&nbsp;?<\/strong><\/h2>\n\n\n\n<p>Afin d\u2019assurer la performance d\u2019un algorithme, trois actions sont \u00e0 mettre en place dans les projets IA.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-aligner\"><strong>Aligner<\/strong><\/h4>\n\n\n\n<p>L\u2019objectif est de lister l\u2019ensemble des exigences m\u00e9tiers et les convertir en contraintes techniques. D\u2019un c\u00f4t\u00e9, les data scientist auront une vision claire de la performance technique cible. D\u2019un autre c\u00f4t\u00e9, les \u00e9quipes m\u00e9tier sauront \u00e0 quel point le mod\u00e8le d\u2019IA les aide lors de la mise en production de celui-ci. Cette liste d\u2019exigences m\u00e9tiers et contraintes techniques doit \u00eatre accompagn\u00e9e de m\u00e9triques et seuils de performance \u00e0 atteindre ainsi qu\u2019une qualification des co\u00fbts des diff\u00e9rentes erreurs possibles (financiers, op\u00e9rationnelles, humains, &#8230;). Le document de cadrage fonctionnel et technique est le r\u00e9f\u00e9rentiel documentaire de cette liste d\u2019exigences.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-evaluer\"><strong><strong>\u00c9valuer<\/strong><\/strong><\/h4>\n\n\n\n<p>\u00c9tablir un protocole d\u2019\u00e9valuation de la cha\u00eene de traitement compl\u00e8te permet d\u2019\u00e9viter tout angle mort sur la capacit\u00e9 du mod\u00e8le d\u2019IA \u00e0 optimiser le processus m\u00e9tier cible. Pour ce faire, il faut valider l\u2019ensemble de la cha\u00eene (cascade de mod\u00e8les, pr\u00e9\/post-traitement inclus) sur un jeu de test d\u00e9di\u00e9 repr\u00e9sentatif de l\u2019environnement cible (post\u00e9rieur et ind\u00e9pendant du jeu d\u2019entra\u00eenement). Cette validation peut se faire \u00e0 travers un sch\u00e9ma r\u00e9dig\u00e9 explicitant le protocole d\u2019\u00e9valuation combin\u00e9 \u00e0 un code document\u00e9.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-comparer\"><strong>Comparer<\/strong><\/h4>\n\n\n\n<p>Ajouter de la complexit\u00e9 pour gagner en performance doit avoir du sens. Contr\u00f4ler et mesurer sa valeur de mani\u00e8re incr\u00e9mentale est la meilleure m\u00e9thode pour mesurer la balance gain (performance) \/ complexit\u00e9 (mod\u00e8le non-intelligible, complexe \u00e0 maintenir, \u00e0 d\u00e9ployer, etc.). On peut alors d\u00e9finir plusieurs mod\u00e8les alternatifs du plus simple (ex&nbsp;: na\u00eff, al\u00e9atoire, r\u00e8gles m\u00e9tiers, lin\u00e9aire, avec peu de variables) au plus compliqu\u00e9 (mod\u00e8le ensembliste, deep learning, etc.) et comparer leurs courbes d\u2019apprentissage (performance en fonction de la taille du jeu d\u2019entra\u00eenement). Ces diff\u00e9rents tests nous am\u00e8nent \u00e0 un comparatif document\u00e9 des performances des mod\u00e8les en fonction de leur complexit\u00e9 ainsi que de la volum\u00e9trie des donn\u00e9es utilis\u00e9es.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-la-performance-en-vrai-ca-donne-quoi-nbsp\">La performance, en vrai \u00e7a donne quoi&nbsp;?<\/h2>\n\n\n\n<p>Prenons un exemple de projet client dans lequel nous avons appliqu\u00e9 ces concepts dans l\u2019octroi de cr\u00e9dit. Ce mod\u00e8le doit d\u00e9terminer pour un client un montant maximal tout en contr\u00f4lant le risque de l\u2019ensemble des cr\u00e9dits d\u00e9bours\u00e9s (si le client \u00e0 une haute capacit\u00e9 d\u2019emprunt, alors un montant plus \u00e9lev\u00e9 lui sera accord\u00e9). Il s\u2019agit d\u2019un mod\u00e8le de classification binaire pour un montant donn\u00e9&nbsp;: oui\/non le client remboursera son cr\u00e9dit, et supervis\u00e9 en entra\u00eenant le mod\u00e8le sur les anciens cr\u00e9dits d\u00e9bours\u00e9s.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"804\" height=\"138\" src=\"https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2025\/05\/octroit-de-credit.png?w=804\" alt=\"\" class=\"wp-image-783407\" srcset=\"https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2025\/05\/octroit-de-credit.png 804w, https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2025\/05\/octroit-de-credit.png?resize=300,51 300w, https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2025\/05\/octroit-de-credit.png?resize=768,132 768w\" sizes=\"auto, (max-width: 804px) 100vw, 804px\" \/><\/figure>\n\n\n\n<p><strong>S\u2019aligner sur les objectifs m\u00e9tier&nbsp;: <\/strong>Ici, deux exigences m\u00e9tiers \u00e9taient d\u00e9finies&nbsp;: le risque global des cr\u00e9dits d\u00e9bours\u00e9s (combien de cr\u00e9dits sont rembours\u00e9s pour 100 cr\u00e9dits accord\u00e9s) ainsi que le montant moyen du cr\u00e9dit (la moyenne des montants des cr\u00e9dits). En effet, un mod\u00e8le peut \u00eatre conservateur en proposant uniquement des cr\u00e9dits \u00e0 faible montant pour minimiser le risque. Ces exigences m\u00e9tiers ont \u00e9t\u00e9 par la suite traduites en performance technique, \u00e0 savoir l\u2019AUC-ROC pour mesurer la capacit\u00e9 du mod\u00e8le discriminer les clients qui peuvent rembourser de ceux qui ne peuvent pas. D\u00e9finir ces m\u00e9triques m\u00e9tier nous a permis de ne pas perdre de vue l\u2019objectif premier du projet qui est de contr\u00f4ler le risque en maximisant le revenu, et non maximiser \u00e0 tout prix l\u2019AUC ROC.<\/p>\n\n\n\n<p>&nbsp;<strong>\u00c9valuer la performance&nbsp;: <\/strong>Ici, des fen\u00eatres temporelles ont \u00e9t\u00e9 construites pour le jeu d\u2019entra\u00eenement, de calibration et de test. Les m\u00e9triques de performances ont \u00e9t\u00e9 calcul\u00e9es sur un jeu de donn\u00e9es post\u00e9rieur au jeu d\u2019entra\u00eenement pour respecter la causalit\u00e9 de l\u2019information. En op\u00e9ration, le mod\u00e8le pr\u00e9dit sur des donn\u00e9es futures au jeu d\u2019entra\u00eenement. Dans ce cas d\u2019usage particulier, il est impossible de mesurer le nombre de faux n\u00e9gatifs (des clients \u00e0 qui nous avons refus\u00e9 d\u2019accorder un cr\u00e9dit mais qui auraient pu le rembourser) car le jeu de donn\u00e9es labellis\u00e9s se construit apr\u00e8s avoir d\u00e9cid\u00e9 d\u2019accorder ou non un cr\u00e9dit. C\u2019est pour cela que les m\u00e9triques m\u00e9tiers \u00e9taient bien plus informatives sur la qualit\u00e9 du mod\u00e8le que les m\u00e9triques techniques. De plus, pour \u00e9viter d\u2019\u00eatre compl\u00e8tement aveugle sur cette population, nous aurions pu automatiquement accorder des cr\u00e9dits \u00e0 une infime partie des clients (environ 1%) et ainsi avoir des m\u00e9triques de performances techniques non-biais\u00e9es.<\/p>\n\n\n\n<p><strong>Comparer les performances&nbsp;: <\/strong>Notre client avait d\u00e9j\u00e0 entra\u00een\u00e9 un mod\u00e8le de classification binaire. Nous avons, d\u00e8s le d\u00e9but du projet, compar\u00e9 notre nouveau mod\u00e8le avec le leur et avec une r\u00e9f\u00e9rence qui \u00e9tait un mod\u00e8le totalement al\u00e9atoire. C\u00f4t\u00e9 performance m\u00e9tier, nous avons ainsi pu mesurer le gain r\u00e9el \u00e0 utiliser notre mod\u00e8le sur un mois de r\u00e9f\u00e9rence pour lequel nous avions de la donn\u00e9e labellis\u00e9e. Ce proc\u00e9d\u00e9 est r\u00e9pliqu\u00e9 une fois le mod\u00e8le d\u00e9ploy\u00e9 pour s\u2019assurer qu\u2019il est toujours aussi performant et que les exigences m\u00e9tiers sont toujours valid\u00e9es.<\/p>\n\n\n\n<p>Voil\u00e0, vous savez tout sur la performance&nbsp;!<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/section>\n\n\n\n<section class=\"wp-block-cg-blocks-wrapper-people-slider section section--expert-slider wrapper-people-slider undefined\"><div class=\"container\"><div class=\"content-title\"><h2 data-maxlength=\"68\" class=\"people-heading-title\">Auteur<\/h2><\/div><\/div><div class=\"slider slider-boxed\"><div class=\"container\"><div class=\"slider-window\"><div class=\"slider-list\">\t\t<div class=\"slide\">\n\t\t\t<div class=\"box\">\n\t\t\t\t<div class=\"row\">\n\t\t\t\t\t<div class=\"col-md-6 col-lg-4 box-img-wrapper\">\n\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2025\/05\/Philippe-Neveux.jpg\" alt=\"Philippe Neveux\"\/>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"col-md-6 col-lg-8 box-inner\">\n\t\t\t\t\t\t<div class=\"row title-social-media-header\">\n\t\t\t\t\t\t\t<div class=\"col-md-12 col-lg-6 mbl-social-icon\">\n\t\t\t\t\t\t\t\t<ul class=\"social-nav\">\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\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li><a aria-label=\"Linkedin\" target=\"_blank\" title=\"Ouvrir dans une nouvelle fen\u00eatre\" href=\"https:\/\/www.linkedin.com\/in\/philippe-neveux\/\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><\/a><\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"col-md-12 col-lg-6 box-container\">\n\t\t\t\t\t\t\t\t<div class=\"box-title\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"people-profile-title\">Philippe Neveux<\/h3>\n\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<span>Trusted AI, Senior Data Scientist, Capemini Invent<\/span>\n\t\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=\"col-md-12 col-lg-6 social-box-container dkt-social-icon\">\n\t\t\t\t\t\t\t\t<ul class=\"social-nav\">\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\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li><a aria-label=\"Linkedin\" target=\"_blank\" title=\"Ouvrir dans une nouvelle fen\u00eatre\" href=\"https:\/\/www.linkedin.com\/in\/philippe-neveux\/\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><\/a><\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\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<div class=\"people-info\">Philippe est un des artisans de la tribu Trusted AI. Il travaille sur ces sujets en auditant des algorithmes au vu de la nouvelle r\u00e9glementation, en d\u00e9ployant des mod\u00e8les d&#8217;intelligence artificielle de confiance ou encore en organisant des formations assurant son mandat de responsable Formations IA de Confiance de Capgemini Invent.<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div><\/div><\/div><div class=\"slider-nav\"><button class=\"slider-prev inactive\" aria-label=\"Slider-previous\" tabindex=\"-1\"><\/button><ul class=\"slider-paginator\"><\/ul><button class=\"slider-next\" aria-label=\"Slider-next\"><\/button><\/div><\/div><\/section>\n","protected":false},"excerpt":{"rendered":"<p>L\u2019intelligence artificielle de Confiance est un sujet que l\u2019on adresse tous les jours chez Capgemini Invent pour fournir \u00e0 nos clients des algorithmes de qualit\u00e9. Ce sujet est trait\u00e9 par la tribu Trusted AI qui assure la connaissance et l\u2019application de l\u2019\u00e9tat de l\u2019art des 8 th\u00e9matiques de l\u2019IA de Confiance introduites dans cet article. La performance est une de ces 8 composantes.<\/p>\n","protected":false},"author":12386,"featured_media":783406,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"cg_dt_proposed_to":[],"cg_seo_hreflang_relations":"[]","cg_seo_canonical_relation":"","cg_seo_hreflang_x_default_relation":"","cg_dt_approved_content":true,"cg_dt_mandatory_content":false,"cg_dt_notes":"","cg_dg_source_changed":false,"cg_dt_link_disabled":false,"_yoast_wpseo_primary_brand":"","_jetpack_memberships_contains_paid_content":false,"footnotes":"","featured_focal_points":""},"categories":[3],"tags":[],"brand":[],"service":[49],"industry":[],"partners":[],"blog-topic":[359],"content-group":[],"class_list":["post-783413","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-innovation","service-ia-data","blog-topic-ia-data"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.8 (Yoast SEO v22.8) - 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