{"id":13988,"date":"2023-05-06T11:52:58","date_gmt":"2023-05-06T09:52:58","guid":{"rendered":"https:\/\/dev.jems-group.com\/?p=13988"},"modified":"2026-04-23T16:31:11","modified_gmt":"2026-04-23T14:31:11","slug":"quest-ce-que-lia-generative","status":"publish","type":"post","link":"https:\/\/www.jems-group.com\/fr\/actualites\/quest-ce-que-lia-generative\/","title":{"rendered":"Qu\u2019est ce que l\u2019IA g\u00e9n\u00e9rative ?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"13988\" class=\"elementor elementor-13988\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-240e634 e-flex e-con-boxed e-con e-parent\" data-id=\"240e634\" 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\t\t<div class=\"elementor-element elementor-element-0034e30 elementor-widget elementor-widget-global elementor-global-12335 elementor-widget-breadcrumbs\" data-id=\"0034e30\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"breadcrumbs.default\">\n\t\t\t\t\t<p id=\"breadcrumbs\"><span><span><a href=\"https:\/\/www.jems-group.com\/fr\/\">Accueil<\/a><\/span><\/span><\/p>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-816de0c e-con-full e-flex e-con e-child\" data-id=\"816de0c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-798d721 e-con-full e-flex e-con e-child\" data-id=\"798d721\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e053f1d elementor-widget elementor-widget-heading\" data-id=\"e053f1d\" 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\">Qu\u2019est ce que l\u2019IA g\u00e9n\u00e9rative ?<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9b09188 elementor-widget elementor-widget-post-info\" data-id=\"9b09188\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-7c979de\" itemprop=\"datePublished\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t<span class=\"elementor-post-info__item-prefix\">Publi\u00e9 le <\/span>\n\t\t\t\t\t\t\t\t\t\t<time>6 mai 2023<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d01628e e-flex e-con-boxed e-con e-parent\" data-id=\"d01628e\" 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-ea1bcb3 elementor-widget elementor-widget-text-editor\" data-id=\"ea1bcb3\" 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>\u00ab l\u2019IA g\u00e9n\u00e9rative et ses possibilit\u00e9s \u00bb. (1\/5). Et c\u2019est reparti. Depuis la derni\u00e8re version de ChatGPT en mars 2023, on se remet \u00e0 craindre l\u2019IA. \u00ab IA g\u00e9n\u00e9rative facteur de risque \u00bb, \u00ab Gen IA et la fin des RH \u00bb, \u00ab la K-pop boulevers\u00e9e par l\u2019IA g\u00e9n\u00e9rative \u00bb, \u00ab 82% des entreprises vont interdire ChatGPT \u00bb. Pourquoi l\u2019IA g\u00e9n\u00e9rative (re)fait peur ? Finalement c\u2019est un peu comme utiliser un moteur de recherche, non? Premier article d\u2019une s\u00e9rie pour essayer d\u2019y voir plus clair avec l\u2019IA g\u00e9n\u00e9rative.<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c5a80c7 elementor-widget elementor-widget-heading\" data-id=\"c5a80c7\" 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\">IA g\u00e9n\u00e9rative, c\u2019est la m\u00eame chose que Google en fait ?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-26451b2 elementor-widget elementor-widget-text-editor\" data-id=\"26451b2\" 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>C\u2019est quoi l\u2019IA g\u00e9n\u00e9rative\u00a0? Selon ChatGPT, l\u2019IA g\u00e9n\u00e9rative est un\u00a0<em>mod\u00e8le capable de cr\u00e9er des contenus originaux, tels que textes, images, vid\u00e9os ou sons, en imitant les sch\u00e9mas et les caract\u00e9ristiques pr\u00e9sentes dans les donn\u00e9es d\u2019entra\u00eenement<\/em>. \u00a0Les techniques d\u2019IA g\u00e9n\u00e9rative reposent sur des algorithmes d\u2019apprentissage appel\u00e9s one-shot et z\u00e9ro-shot. L\u2019apprentissage se fait avec des quantit\u00e9s limit\u00e9es de donn\u00e9es (cas du one-shot) ou bien il va permettre de reconna\u00eetre certaines classes sans jamais avoir \u00e9t\u00e9 entrain\u00e9 pour cela (cas du z\u00e9ro-shot). Voir cet\u00a0<a href=\"https:\/\/nlpcloud.com\/fr\/zero-shot-learning-for-nlp-text-classification\">article.<\/a><\/p><p>On peut donc l\u2019utiliser professionnellement pour g\u00e9n\u00e9rer des vid\u00e9os pr\u00e9dictives, mod\u00e9liser des formes 3D dans l\u2019architecture, g\u00e9n\u00e9rer des voix \u00e0 partir de texte (La Matinale Le Monde) cr\u00e9er des groupes de musique (Eternity) etc. Et parmi les outils plus connus on va retrouver ChatGPT (OpenAI) mais aussi AlphaCode (Deepmind), GiHub Copilot (GitHub &amp; OpenAI), Bard (Google), Jasper (Open source) DALL-E, copy.ai, etc\u2026<\/p><p>Dans le cas de ChatGTP, en quoi est-il diff\u00e9rent d\u2019un moteur de recherche ?\u00a0 L\u2019un va donner des r\u00e9ponses en langage naturel, l\u2019autre va renvoyer des images ou des vid\u00e9os avec les sources. L\u2019un ne se base que sur des donn\u00e9es mises en ligne avant septembre 2021 l\u2019autre indexe l\u2019ensemble du web \u00ab\u00a0\u00e0 date\u00a0\u00bb.\u00a0<strong>Dans les deux cas la notion de biais cognitifs est importante<\/strong>. Voil\u00e0 les diff\u00e9rences subjectives avec une mise en parall\u00e8le de l\u2019\u00eatre humain :<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c8fe748 elementor-widget elementor-widget-text-editor\" data-id=\"c8fe748\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<table width=\"920\"><tbody><tr><td width=\"138\">\u00a0<\/td><td width=\"158\">Moteur de recherche (ex. Google)<\/td><td width=\"170\">Agent conversationnel<br \/>(ChatGPT)<\/td><td width=\"138\">L\u2019\u00eatre humain<br \/>(Moi)<\/td><\/tr><tr><td width=\"138\"><strong>Comment effectuer une recherche\u00a0?<\/strong><\/td><td width=\"158\">Par succession de mots clefs<\/td><td width=\"170\">En langage naturel<\/td><td width=\"138\">Il faut me demander gentiment<\/td><\/tr><tr><td width=\"138\"><strong>Type de r\u00e9ponse donn\u00e9e<\/strong><\/td><td width=\"158\">Des m\u00e9tadonn\u00e9es : images, sons, textes, vid\u00e9os<\/td><td width=\"170\">Un texte en langage naturel o\u00f9 les sources ne sont pas pr\u00e9cis\u00e9es.<\/td><td width=\"138\">Subjective avec 250 biais cognitifs possibles<\/td><\/tr><tr><td width=\"138\"><strong>De la publicit\u00e9<\/strong><\/td><td width=\"158\">Oui<\/td><td width=\"170\">Non<\/td><td width=\"138\">\u2013<\/td><\/tr><tr><td width=\"138\"><strong>Base de donn\u00e9es<\/strong><\/td><td width=\"158\">Indexation web en temps r\u00e9el<\/td><td width=\"170\">Donn\u00e9es jusqu\u2019en septembre 2021<\/td><td width=\"138\">Ce que peut contenir mon petit cerveau<\/td><\/tr><tr><td width=\"138\"><strong>Ethique\u00a0?<\/strong><\/td><td width=\"158\">Un probl\u00e8me r\u00e9current<\/td><td width=\"170\">Des interdictions d\u2019usage qui varient en fonction de l\u2019IA<\/td><td width=\"138\">D\u00e9pend des \u00e9poques et des cultures<\/td><\/tr><\/tbody><\/table><p>\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0426c70 elementor-widget elementor-widget-image\" data-id=\"0426c70\" 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\" src=\"https:\/\/www.jems-group.com\/wp-content\/uploads\/elementor\/thumbs\/representation-humaine-ia-generative-midjourney-rksh4wf5ix05wzf0k4x415vcsl9m2rwhhjcdnep8v4.webp\" title=\"representation humaine ia generative midjourney\" alt=\"representation humaine ia generative midjourney\" loading=\"lazy\" \/>\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-f2aca3f elementor-widget elementor-widget-text-editor\" data-id=\"f2aca3f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<figure id=\"attachment_9419\" class=\"wp-caption aligncenter\" aria-describedby=\"caption-attachment-9419\"><figcaption id=\"caption-attachment-9419\" class=\"wp-caption-text\">Une repr\u00e9sentation humaine de l\u2019IA g\u00e9n\u00e9rative qui reste trop syst\u00e9matique. <br \/>MIDJOURNEY<\/figcaption><\/figure>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2cf3546 elementor-widget elementor-widget-heading\" data-id=\"2cf3546\" 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 on en parle que maintenant ?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-07da038 elementor-widget elementor-widget-text-editor\" data-id=\"07da038\" 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\u2019IA g\u00e9n\u00e9rative existe depuis les ann\u00e9es 60. Elle a donc environ 63 ans, soit le m\u00eame \u00e2ge que Yannick Noah. Ce n\u2019est donc pas nouveau.\u00a0<strong>En 2014, l\u2019arriv\u00e9e de nouvelles architectures<\/strong>\u00a0<strong>dites GAN<\/strong>\u00a0(<em>Generative Adversarial Network<\/em>\u00a0\u2013 r\u00e9seau antagoniste g\u00e9n\u00e9ratif) acc\u00e9l\u00e8re consid\u00e9rablement les d\u00e9veloppements sur l\u2019IA g\u00e9n\u00e9rative. Les GAN utilisent une technique de\u00a0<em>Machine Learning<\/em>\u00a0qui met en comp\u00e9tition deux r\u00e9seaux de neurones, l\u2019un qui cr\u00e9\u00e9 (le g\u00e9n\u00e9rateur) et l\u2019autre qui d\u00e9tecte les donn\u00e9es g\u00e9n\u00e9r\u00e9es parmi les donn\u00e9es d\u2019origines (le discriminateur) de sorte que le g\u00e9n\u00e9rateur puisse s\u2019imposer, au fur et \u00e0 mesure des cycles, face au discriminateur.<\/p><p>Puis \u00e9mergent en novembre 2022 d\u2019autres mod\u00e8les comme les\u00a0<em>Transformers<\/em>\u00a0et\u00a0<em>VAE<\/em>\u00a0(Variational AutoEncoders) et l\u2019initiative d\u2019OpenAI qui vont vulgariser ces outils pour le grand public avec la version 3.5 de ChatGPT.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f16c0c1 elementor-widget elementor-widget-heading\" data-id=\"f16c0c1\" 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\">Les humains vont-ils \u00eatre remplac\u00e9s ?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-df267be elementor-widget elementor-widget-text-editor\" data-id=\"df267be\" 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\u2019humain est complexe. Il utilise une grande vari\u00e9t\u00e9 de sch\u00e9mas de pens\u00e9e pour comprendre, analyser et r\u00e9soudre les probl\u00e8mes : la d\u00e9duction, l\u2019induction, l\u2019analogie, les raisonnements probabilistes, par contradictions ou les raisonnements critiques.<\/p><p>Les programmes d\u2019intelligence artificiels nous surclassent dans la\u00a0<strong>d\u00e9duction<\/strong>\u00a0(savoir inf\u00e9rer une conclusion \u00e0 partir de propositions g\u00e9n\u00e9rales),\u00a0<strong>l\u2019induction<\/strong>\u00a0( g\u00e9n\u00e9ralisation \u00e0 partir d\u2019exemples sp\u00e9cifiques : j\u2019ai vu plusieurs corbeaux noirs dans les arbres, donc tous les corbeaux sont noirs) ou\u00a0<strong>les raisonnements probabilistes<\/strong>\u00a0(la base de ChatGPT).<\/p><p>L\u2019\u00eatre humain dans son choix de d\u00e9cisions est influenc\u00e9 par son exp\u00e9rience de vie, ses \u00e9motions et sa conscience. Un agent conversationnel n\u2019a aucune compr\u00e9hension profonde des choses. C\u2019est un logiciel. Dans les ann\u00e9es 20 on a baptis\u00e9 ces objets \u00ab\u00a0Intelligence artificielle\u00a0\u00bb. C\u2019est probablement une grande maladresse. Il aurait \u00e9t\u00e9 plus juste de les appeler \u00ab\u00a0Data Science\u00a0\u00bb ou \u00ab\u00a0agent artificiel\u00a0\u00bb par exemple. On a pu observer des d\u00e9rives dans son utilisation au cin\u00e9ma ou dans la litt\u00e9rature, contribuant \u00e0 faire grimper en fl\u00e8che certains fantasmes peu l\u00e9gitimes.<\/p><p>Si toutes les grandes plateformes ont leur IA g\u00e9n\u00e9rative Bard (Google), Ernie (Baidu), Llama2 (Meta) personne ne sait comment l\u2019IA g\u00e9n\u00e9rative va \u00e9voluer. De l\u00e0 \u00e0 favoriser les partisans d\u2019un IA outrageusement forte, je pense qu\u2019on va trop loin.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9fd312a elementor-widget elementor-widget-image\" data-id=\"9fd312a\" 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=\"400\" height=\"263\" src=\"https:\/\/www.jems-group.com\/wp-content\/uploads\/2023\/05\/IA-generative-illustration.webp\" class=\"attachment-large size-large wp-image-13990\" alt=\"IA generative illustration\" srcset=\"https:\/\/www.jems-group.com\/wp-content\/uploads\/2023\/05\/IA-generative-illustration.webp 400w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2023\/05\/IA-generative-illustration-300x197.webp 300w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2023\/05\/IA-generative-illustration-18x12.webp 18w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/>\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-d5f5dce elementor-widget elementor-widget-text-editor\" data-id=\"d5f5dce\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<figure id=\"attachment_9419\" class=\"wp-caption aligncenter\" aria-describedby=\"caption-attachment-9419\"><figcaption id=\"caption-attachment-9419\" class=\"wp-caption-text\"><figure id=\"attachment_9421\" class=\"wp-caption aligncenter\" aria-describedby=\"caption-attachment-9421\"><figcaption id=\"caption-attachment-9421\" class=\"wp-caption-text\">Une repr\u00e9sentation abstraite de l\u2019IA g\u00e9n\u00e9rative. <br \/>MIDJOURNEY<\/figcaption><\/figure><\/figcaption><\/figure>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4764fba elementor-widget elementor-widget-heading\" data-id=\"4764fba\" 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\">Quelle suite \u00e0 l\u2019IA g\u00e9n\u00e9rative ?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3c39958 elementor-widget elementor-widget-text-editor\" data-id=\"3c39958\" 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>Dans nos prochains articles nous vous expliquerons plus en d\u00e9tails les avantages pour l\u2019entreprise : comment celle-ci va pouvoir injecter ses propres donn\u00e9es pour g\u00e9n\u00e9rer des cas d\u2019usages, l\u2019importance des data set d\u2019entrainements ou le besoin pour les services IT de renouveler leurs infrastructures.<\/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<div class=\"elementor-element elementor-element-50e6d0f e-flex e-con-boxed e-con e-parent\" data-id=\"50e6d0f\" 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-36ed447 elementor-widget elementor-widget-heading\" data-id=\"36ed447\" 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\">PLUS DE RESSOURCES<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-768cf3d elementor-widget-divider--view-line elementor-widget elementor-widget-global elementor-global-343 elementor-widget-divider\" data-id=\"768cf3d\" 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-bdcd730 elementor-grid-3 elementor-grid-tablet-2 elementor-grid-mobile-1 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elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"8a27494\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.jems-group.com\/fr\/actualites\/metadonnees-actives-data-fabric-ia-generative-industrialisation\/\">M\u00e9tadonn\u00e9es actives, data fabric et IA g\u00e9n\u00e9rative : la nouvelle base de confiance pour industrialiser l\u2019IA en entreprise<\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7444ac3 elementor-align-right elementor-widget elementor-widget-button\" data-id=\"7444ac3\" 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\" 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e-loop-item-14790 post-14790 post type-post status-publish format-standard has-post-thumbnail hentry category-ia\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-64cf36a e-flex e-con-boxed e-con e-parent\" data-id=\"64cf36a\" 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\t\t<div class=\"elementor-element elementor-element-5f4d684 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"5f4d684\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"448\" src=\"https:\/\/www.jems-group.com\/wp-content\/uploads\/2025\/10\/IA-Act-methode-1024x574.webp\" class=\"attachment-large size-large wp-image-13367\" alt=\"IA Act m\u00e9thode\" srcset=\"https:\/\/www.jems-group.com\/wp-content\/uploads\/2025\/10\/IA-Act-methode-1024x574.webp 1024w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2025\/10\/IA-Act-methode-300x168.webp 300w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2025\/10\/IA-Act-methode-768x430.webp 768w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2025\/10\/IA-Act-methode-18x10.png 18w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2025\/10\/IA-Act-methode.webp 1456w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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-8a27494 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"8a27494\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.jems-group.com\/fr\/actualites\/ai-act-2026-securise-trajectoire-securite\/\">AI Act 2026 : Ce qui a chang\u00e9 depuis janvier et comment s\u00e9curiser sa trajectoire de conformit\u00e9 ?<\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7444ac3 elementor-align-right elementor-widget elementor-widget-button\" data-id=\"7444ac3\" 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:\/\/www.jems-group.com\/fr\/actualites\/ai-act-2026-securise-trajectoire-securite\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-arrow-right\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M190.5 66.9l22.2-22.2c9.4-9.4 24.6-9.4 33.9 0L441 239c9.4 9.4 9.4 24.6 0 33.9L246.6 467.3c-9.4 9.4-24.6 9.4-33.9 0l-22.2-22.2c-9.5-9.5-9.3-25 .4-34.3L311.4 296H24c-13.3 0-24-10.7-24-24v-32c0-13.3 10.7-24 24-24h287.4L190.9 101.2c-9.8-9.3-10-24.8-.4-34.3z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Lire l'article<\/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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"12041\" class=\"elementor elementor-12041 e-loop-item e-loop-item-12775 post-12775 post type-post status-publish format-standard has-post-thumbnail hentry category-ia\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-64cf36a e-flex e-con-boxed e-con e-parent\" data-id=\"64cf36a\" data-element_type=\"container\" data-e-type=\"container\" 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https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/03\/PAC-RADAR-JEMS-2026-18x9.png 18w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/03\/PAC-RADAR-JEMS-2026.webp 1200w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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-8a27494 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"8a27494\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.jems-group.com\/fr\/actualites\/ia-souveraine-un-enjeu-business-reglementaire-et-strategique-pour-les-entreprises-francaises\/\">IA souveraine : un enjeu business, r\u00e9glementaire et strat\u00e9gique pour les entreprises fran\u00e7aises<\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7444ac3 elementor-align-right elementor-widget elementor-widget-button\" data-id=\"7444ac3\" 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:\/\/www.jems-group.com\/fr\/actualites\/ia-souveraine-un-enjeu-business-reglementaire-et-strategique-pour-les-entreprises-francaises\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-arrow-right\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M190.5 66.9l22.2-22.2c9.4-9.4 24.6-9.4 33.9 0L441 239c9.4 9.4 9.4 24.6 0 33.9L246.6 467.3c-9.4 9.4-24.6 9.4-33.9 0l-22.2-22.2c-9.5-9.5-9.3-25 .4-34.3L311.4 296H24c-13.3 0-24-10.7-24-24v-32c0-13.3 10.7-24 24-24h287.4L190.9 101.2c-9.8-9.3-10-24.8-.4-34.3z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Lire l'article<\/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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-febab78 elementor-align-right elementor-widget elementor-widget-button\" data-id=\"febab78\" 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:\/\/www.jems-group.com\/fr\/actualites\/\">\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\">Explorer nos actualit\u00e9s<\/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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>\u00ab l\u2019IA g\u00e9n\u00e9rative et ses possibilit\u00e9s \u00bb. (1\/5). Et c\u2019est reparti. Depuis la derni\u00e8re version de ChatGPT en mars 2023, on se remet \u00e0 craindre l\u2019IA. \u00ab IA g\u00e9n\u00e9rative facteur de risque \u00bb, \u00ab Gen IA et la fin des RH \u00bb, \u00ab la K-pop boulevers\u00e9e par l\u2019IA g\u00e9n\u00e9rative \u00bb, \u00ab 82% des entreprises vont interdire ChatGPT \u00bb. Pourquoi l\u2019IA g\u00e9n\u00e9rative (re)fait peur ? Finalement c\u2019est un peu comme utiliser un moteur de recherche, non? Premier article d\u2019une s\u00e9rie pour essayer d\u2019y voir plus clair avec l\u2019IA g\u00e9n\u00e9rative.<\/p>\n","protected":false},"author":5,"featured_media":13990,"comment_status":"closed","ping_status":"open","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[15],"tags":[],"class_list":["post-13988","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ia"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Qu\u2019est ce que l\u2019IA g\u00e9n\u00e9rative ? - JEMS<\/title>\n<meta name=\"description\" content=\"Qu\u2019est-ce que l\u2019IA g\u00e9n\u00e9rative ? 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