{"id":783217,"date":"2023-04-20T15:19:00","date_gmt":"2023-04-20T13:19:00","guid":{"rendered":"https:\/\/www.capgemini.com\/fr-fr\/?p=783217"},"modified":"2025-05-05T12:10:37","modified_gmt":"2025-05-05T10:10:37","slug":"qualite-des-donnees-ou-la-genese-de-lia-de-confiance","status":"publish","type":"post","link":"https:\/\/www.capgemini.com\/fr-fr\/perspectives\/blog\/qualite-des-donnees-ou-la-genese-de-lintelligence-artificielle-de-confiance\/","title":{"rendered":"Qualit\u00e9 des donn\u00e9es, ou la gen\u00e8se de l\u2019intelligence artificielle de 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>Qualit\u00e9 des donn\u00e9es, ou la gen\u00e8se de l\u2019intelligence artificielle de 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\/04\/photocmo-e1746018998930.jpg?w=200&amp;quality=10\" alt=\"\" loading=\"lazy\"\/><\/div><div class=\"author-name-date\"><h5 class=\"author-name\">Candice Moyet<\/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\/qualite-des-donnees-ou-la-genese-de-lintelligence-artificielle-de-confiance\/\" 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\/insights\/expert-perspectives\/qualite-des-donnees-ou-la-genese-de-lintelligence-artificielle-de-confiance\/\" 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\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 <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 qualit\u00e9 de donn\u00e9es 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\" height=\"531\" width=\"1024\" src=\"https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2025\/04\/qualite-donnees-logo.png?w=960\" alt=\"\" class=\"wp-image-783211\" srcset=\"https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2025\/04\/qualite-donnees-logo.png 1390w, https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2025\/04\/qualite-donnees-logo.png?resize=300,156 300w, https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2025\/04\/qualite-donnees-logo.png?resize=768,398 768w, https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2025\/04\/qualite-donnees-logo.png?resize=1024,531 1024w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-la-qualite-des-donnees-a-quoi-ca-sert-nbsp\">La qualit\u00e9 des donn\u00e9es, \u00e0 quoi \u00e7a sert\u202f?&nbsp;<\/h2>\n\n\n\n<p>Ma\u00eetriser la qualit\u00e9 des donn\u00e9es en entr\u00e9e d\u2019un mod\u00e8le est un important pr\u00e9requis dans la mise en place d\u2019une IA de confiance. En effet, un mod\u00e8le \u00e9tant entra\u00een\u00e9 \u00e0 partir de donn\u00e9es, si elles-m\u00eames ne respectent pas certains crit\u00e8res de qualit\u00e9, le mod\u00e8le d\u2019IA pourra difficilement les respecter \u00e0 son tour. Comme dit l\u2019adage&nbsp;: <em>garbage in, garbage out.<\/em><\/p>\n\n\n\n<p>Derri\u00e8re le terme de qualit\u00e9 des donn\u00e9es, sont cach\u00e9s cinq concepts cl\u00e9s&nbsp;que nous allons d\u00e9tailler : la gouvernance, le contr\u00f4le de la pertinence, de la coh\u00e9rence, de la compl\u00e9tude et de la pr\u00e9cision.<a id=\"_msocom_1\"><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-la-qualite-des-donnees-qu-est-ce-que-c-est-nbsp\">La qualit\u00e9 des donn\u00e9es, qu\u2019est-ce que c\u2019est\u202f?&nbsp;<\/h2>\n\n\n\n<p>D\u2019apr\u00e8s la d\u00e9finition du Larousse, la qualit\u00e9 est \u00ab&nbsp;chacun des caract\u00e8res et propri\u00e9t\u00e9s positifs de la donn\u00e9e qui font qu\u2019elle correspond au mieux \u00e0 ce qu\u2019on en attend&nbsp;\u00bb. La qualit\u00e9 des donn\u00e9es se d\u00e9compose donc en 5 crit\u00e8res distincts.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-gouvernance-de-la-donnee\"><strong><strong>Gouvernance de la donn\u00e9e<\/strong><\/strong><\/h4>\n\n\n\n<p>Dans un premier temps, pour pouvoir contr\u00f4ler les donn\u00e9es, il faut \u00eatre capable de les conna\u00eetre&nbsp;et de les comprendre :&nbsp; savoir quelles donn\u00e9es sont utilis\u00e9es \u00e0 chaque phase de la construction ou de l\u2019exploitation d\u2019un mod\u00e8le, de conna\u00eetre leur origine, leurs \u00e9tapes de transformation \u00e9ventuelles et qui en est responsable. C\u2019est ce qu\u2019on appelle la gouvernance de la donn\u00e9e<em>.<\/em> Il s\u2019agit \u00e9galement d\u2019anticiper le cycle de vie la donn\u00e9e et de son processus de labellisation, car la donn\u00e9e labellis\u00e9e est le carburant de la plupart des IAs en production.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-controle-de-la-pertinence\"><strong><strong>Contr\u00f4le de la pertinence<\/strong><\/strong><\/h4>\n\n\n\n<p>Lors du d\u00e9veloppement d\u2019un mod\u00e8le d\u2019IA, toutes les variables des donn\u00e9es disponibles ne sont pas forc\u00e9ment pertinentes. En effet, cela d\u00e9pend du cas d\u2019usage m\u00e9tier et contr\u00f4ler la pertinence des donn\u00e9es revient \u00e0 s\u00e9lectionner les variables les plus align\u00e9es avec l\u2019objectif m\u00e9tier, et uniquement celles-ci. C\u2019est \u00e0 la fois un enjeu d\u2019efficacit\u00e9 et de conformit\u00e9 \u00e0 certaines r\u00e9glementations, comme le RGPD (principe de minimisation).<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-controle-de-la-coherence\"><strong><strong>Contr\u00f4le de la coh\u00e9rence<\/strong><\/strong><\/h4>\n\n\n\n<p>La coh\u00e9rence est une autre des propri\u00e9t\u00e9s de la donn\u00e9e \u00e0 contr\u00f4ler pour assurer sa qualit\u00e9. Elle correspond \u00e0 la qualification de son format et de sa gestion : la donn\u00e9e doit \u00eatre coh\u00e9rente d\u2019une source de donn\u00e9e \u00e0 l\u2019autre d\u2019une part et doit \u00e9galement \u00eatre en coh\u00e9rence avec la connaissance m\u00e9tier la r\u00e9alit\u00e9 du terrain. Contr\u00f4ler cette coh\u00e9rence, cela signifie impl\u00e9menter les m\u00e9thodes de quantification des incoh\u00e9rences et les correctifs n\u00e9cessaires, le tout de mani\u00e8re document\u00e9e et reproductible.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-controle-de-la-completude\"><strong><strong>Contr\u00f4le de la compl\u00e9tude<\/strong><\/strong><\/h4>\n\n\n\n<p>on s\u2019assure de la repr\u00e9sentativit\u00e9 temporelle&nbsp;: si la date de cr\u00e9ation ou d\u2019int\u00e9gration des donn\u00e9es est coh\u00e9rente avec les hypoth\u00e8ses de mod\u00e9lisation (on parle de profondeur d\u2019historique). Dans un second temps, on contr\u00f4le la spatialit\u00e9&nbsp;; c\u2019est-\u00e0-dire si toutes les populations cibles du cas d\u2019usage sont \u00e9galement repr\u00e9sent\u00e9es, de mani\u00e8re \u00e0 identifier les biais pr\u00e9sents dans les donn\u00e9es. On s\u2019assure \u00e9galement de mettre en place un contr\u00f4le des valeurs manquantes pr\u00e9sentes dans les donn\u00e9es align\u00e9 avec l\u2019objectif m\u00e9tier.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-controle-de-la-precision\"><strong><strong>Contr\u00f4le de la <strong>pr\u00e9cision<\/strong><\/strong><\/strong><\/h4>\n\n\n\n<p>La donn\u00e9e donne toujours une vision d\u00e9form\u00e9e de la r\u00e9alit\u00e9. Non seulement par sa non-repr\u00e9sentativit\u00e9 (on l\u2019a vu dans le paragraphe pr\u00e9c\u00e9dent sur la compl\u00e9tude), mais aussi par son inexactitude. Toute donn\u00e9e peut \u00eatre vue comme une mesure du monde r\u00e9el, et toute mesure s\u2019accompagne de bruit, d\u2019incertitudes et d\u2019anomalies. Contr\u00f4ler la pr\u00e9cision de la donn\u00e9e, c\u2019est d\u00e9finir les diff\u00e9rentes sources d\u2019inexactitudes (bruits, anomalies, biais de mesure), les quantifier, et les corriger de mani\u00e8re proactive.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-la-qualite-des-donnees-comment-l-activer-nbsp\"><strong>La qualit\u00e9 des donn\u00e9es, comment l\u2019activer\u202f?&nbsp;<\/strong><\/h2>\n\n\n\n<p>Maintenant que nous comprenons mieux tous les crit\u00e8res qui font qu\u2019une donn\u00e9e est de qualit\u00e9, d\u00e9finissons trois actions qui permettent de mesurer et mettre en place ces propri\u00e9t\u00e9s pour assurer cette qualit\u00e9 des donn\u00e9es au sein des mod\u00e8les d\u2019IA.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-selectionner\"><strong>S\u00e9lectionner<\/strong><\/h4>\n\n\n\n<p>La premi\u00e8re action \u00e0 mettre en place est la s\u00e9lection des donn\u00e9es pertinentes align\u00e9es sur le besoin m\u00e9tier. Nous voulons produire un document de cadrage d\u00e9finissant les choix des variables des donn\u00e9es mais aussi la mani\u00e8re dont la cible a \u00e9t\u00e9 choisie ou mod\u00e9lis\u00e9e. Ces choix doivent \u00eatre justifi\u00e9s en accord avec l\u2019objectif m\u00e9tier. Pour cela, il faut effectuer un travail de qualification de la pertinence pour chaque variable d\u2019un jeu de donn\u00e9es ainsi qu\u2019un recensement des hypoth\u00e8ses et approximations faites pour d\u00e9finir la cible.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-qualifier\"><strong>Qualifier<\/strong><\/h4>\n\n\n\n<p>Une fois les donn\u00e9es s\u00e9lectionn\u00e9es, il est n\u00e9cessaire de d\u00e9finir des crit\u00e8res de qualit\u00e9s de donn\u00e9es pour les qualifier. Ces crit\u00e8res de qualit\u00e9s sont multiples. Li\u00e9s au concept de coh\u00e9rence nous pouvons recenser le format, le type, la coh\u00e9rence m\u00e9tier et inter-sources. Si nous nous int\u00e9ressons \u00e0 la compl\u00e9tude des donn\u00e9es, la fra\u00eecheur (date) et la repr\u00e9sentativit\u00e9 sont \u00e0 mesurer. Enfin, du c\u00f4t\u00e9 de la pertinence, les propri\u00e9t\u00e9s importantes sont la pr\u00e9sence de bruit, d\u2019anomalies ou de doublons. Ces crit\u00e8res de qualit\u00e9s recens\u00e9s peuvent alors \u00eatre mesur\u00e9s et document\u00e9s.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-filtrer\"><strong>Filtrer<\/strong><\/h4>\n\n\n\n<p>Le filtrage de la donn\u00e9e permet de corriger une donn\u00e9e de mauvaise qualit\u00e9. Apr\u00e8s avoir d\u00e9tect\u00e9 certaines caract\u00e9ristiques de non-qualit\u00e9, il est possible de mettre en place une strat\u00e9gie de filtrage (ou suppression) ou de correction de la donn\u00e9e. Cette strat\u00e9gie doit \u00eatre justifi\u00e9e par rapport aux objectifs m\u00e9tiers. Son impact doit \u00eatre mesur\u00e9 en comparant la volum\u00e9trie des donn\u00e9es corrig\u00e9es par rapport \u00e0 la volum\u00e9trie initiale. Chaque correctif doit \u00eatre trac\u00e9 dans le temps et r\u00e9versible. &nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-la-qualite-des-donnees-en-vrai-ca-donne-quoi-nbsp\">La qualit\u00e9 des donn\u00e9es, en vrai \u00e7a donne quoi\u202f?&nbsp;<\/h2>\n\n\n\n<p>Pour mieux comprendre et s\u2019impr\u00e9gner de ce concept cl\u00e9 de l\u2019IA de confiance, nous pr\u00e9sentons un cas d\u2019usage concret mettant en place une \u00e9valuation et des actions pour s\u2019assurer de la qualit\u00e9 des donn\u00e9es.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"886\" height=\"362\" src=\"https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2025\/04\/qolmat-qualite-donnees.png?w=886\" alt=\"\" class=\"wp-image-783212\" srcset=\"https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2025\/04\/qolmat-qualite-donnees.png 886w, https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2025\/04\/qolmat-qualite-donnees.png?resize=300,123 300w, https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2025\/04\/qolmat-qualite-donnees.png?resize=768,314 768w\" sizes=\"auto, (max-width: 886px) 100vw, 886px\" \/><\/figure>\n\n\n\n<p><em><em>Figure 1&nbsp;: Reconstruction des s\u00e9ries temporelles avec donn\u00e9es manquantes gr\u00e2ce \u00e0 Qolmat. Les donn\u00e9es brutes disponibles sont des s\u00e9ries temporelles de l\u2019affluence voyageur avec des donn\u00e9es manquantes. Le signal a \u00e9t\u00e9 reconstruit pour obtenir un jeu de donn\u00e9es complet et coh\u00e9rent gr\u00e2ce \u00e0 la m\u00e9thode d\u2019imputation multivari\u00e9e <\/em><a href=\"https:\/\/arxiv.org\/abs\/2208.01998\"><em>RPCA<\/em><\/a><em> impl\u00e9ment\u00e9e dans le package <\/em><a href=\"https:\/\/github.com\/Quantmetry\/qolmat\"><em>Qolmat<\/em><\/a><em> d\u00e9velopp\u00e9 par Capgemini Invent. Cette m\u00e9thode permet \u00e9galement d\u2019extraire les anomalies depuis les observations brutes.<\/em><\/em><\/p>\n\n\n\n<p>&nbsp;Ce cas d\u2019usage prend place chez un client qui cherche \u00e0 pr\u00e9dire le nombre de voyageurs, notamment les pics d\u2019affluence, sur le r\u00e9seau transilien (Ile-de-France). Les donn\u00e9es disponibles sont des s\u00e9ries temporelles d\u2019affluence voyageurs avec des donn\u00e9es manquantes. En effet, l\u2019historique des donn\u00e9es est perturb\u00e9 \u00e0 cause de dysfonctionnements, de portes ouvertes, de gr\u00e8ves, etc.<\/p>\n\n\n\n<p>L\u2019entra\u00eenement d\u2019un mod\u00e8le de pr\u00e9vision capable de faire la pr\u00e9diction de l\u2019affluence quotidienne n\u00e9cessite d\u2019avoir de la donn\u00e9e compl\u00e8te sur les s\u00e9ries temporelles. C\u2019est ici qu\u2019intervient le concept de compl\u00e9tude des donn\u00e9es. En effet, nous avons besoin de palier \u00e0 ces valeurs manquantes tout en gardant la coh\u00e9rence entre les diff\u00e9rentes donn\u00e9es. D\u2019une part une coh\u00e9rence temporelle&nbsp;: les donn\u00e9es doivent garder une continuit\u00e9 dans le temps, et d\u2019autre part une coh\u00e9rence spatiale&nbsp;; c\u2019est-\u00e0-dire l\u2019affluence relative entre les diff\u00e9rentes gares.<\/p>\n\n\n\n<p>Pour r\u00e9pondre \u00e0 cette probl\u00e9matique et remettre en qualit\u00e9 les donn\u00e9es, il a \u00e9t\u00e9 n\u00e9cessaire de mettre en place des algorithmes avanc\u00e9s de reconstruction du signal&nbsp;: pour d\u00e9tecter les anomalies puis y rem\u00e9dier. Le package open-source <a href=\"https:\/\/github.com\/Quantmetry\/qolmat\">Qolmat<\/a> en cours de d\u00e9veloppement a permis cette imputation de donn\u00e9es manquantes en les rempla\u00e7ant par des donn\u00e9es artificielles, aussi r\u00e9alistes que possible, afin de les rendre exploitables pour un mod\u00e8le de machine learning et obtenir des gains significatifs de performance.<\/p>\n\n\n\n<p>A travers cet exemple, on prend conscience que des donn\u00e9es remises en qualit\u00e9s sont le point de d\u00e9part d\u2019une IA de confiance et permettent de rendre ses pr\u00e9dictions plus performantes !<\/p>\n\n\n\n<p>Vive la qualit\u00e9 de donn\u00e9es&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\/04\/photocmo-e1746018998930.jpg\" alt=\"Candice Moyet\"\/>\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\/candicemyt\/\"><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\">Candice Moyet<\/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, 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\/candicemyt\/\"><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\">Candice anime la tribu 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. La qualit\u00e9 de donn\u00e9es est une de ces 8 composantes.<\/p>\n","protected":false},"author":12386,"featured_media":783315,"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":[174],"brand":[],"service":[49],"industry":[],"partners":[],"blog-topic":[359],"content-group":[],"class_list":["post-783217","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-innovation","tag-ia-et-data","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) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Qualit\u00e9 des donn\u00e9es, ou la gen\u00e8se de l\u2019ia de confiance - Capgemini France<\/title>\n<meta name=\"description\" content=\"Quelles sont les crit\u00e8res essentiels pour ma\u00eetriser la gouvernance, la pertinence, la coh\u00e9rence, la compl\u00e9tude et la pr\u00e9cision des donn\u00e9es ?\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.capgemini.com\/fr-fr\/perspectives\/blog\/qualite-des-donnees-ou-la-genese-de-lintelligence-artificielle-de-confiance\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Qualit\u00e9 des donn\u00e9es, ou la gen\u00e8se de l\u2019intelligence artificielle de confiance\" \/>\n<meta property=\"og:description\" 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