{"id":35,"date":"2026-07-22T13:46:20","date_gmt":"2026-07-22T13:46:20","guid":{"rendered":"https:\/\/b855a8ed13.0ea.mcms.ovh.net\/?p=35"},"modified":"2026-07-22T14:02:45","modified_gmt":"2026-07-22T14:02:45","slug":"entrainer-modele-ia-ovhcloud","status":"publish","type":"post","link":"https:\/\/b855a8ed13-wp7.1.0.0ea.mcms.ovh.net\/?p=35","title":{"rendered":"Entra\u00eener un mod\u00e8le IA souverain avec OVHcloud AI Training"},"content":{"rendered":"

Vos donn\u00e9es, vos mod\u00e8les, votre souverainet\u00e9<\/h2>\n

Les mod\u00e8les IA g\u00e9n\u00e9riques sont puissants, mais ils ne connaissent pas votre m\u00e9tier, votre jargon, vos donn\u00e9es. Pour obtenir des r\u00e9sultats vraiment pertinents, il faut entra\u00eener ou affiner (fine-tuner) un mod\u00e8le sur vos propres donn\u00e9es. Et quand ces donn\u00e9es sont sensibles, la question du \u00ab o\u00f9 \u00bb devient cruciale.<\/p>\n

\"Robot<\/figure>\n

OVHcloud AI Training : l’offre en un coup d’oeil<\/h2>\n
    \n
  • GPU \u00e0 la demande<\/strong> \u2014 NVIDIA A100 (80 Go), H100, L40S disponibles en quelques minutes.<\/li>\n
  • Multi-GPU<\/strong> \u2014 scalez sur 1 \u00e0 8 GPU par job, ou distribuez sur plusieurs noeuds.<\/li>\n
  • Notebooks manag\u00e9s<\/strong> \u2014 JupyterLab pr\u00e9-configur\u00e9 avec PyTorch, TensorFlow, Hugging Face Transformers.<\/li>\n
  • Stockage int\u00e9gr\u00e9<\/strong> \u2014 Object Storage S3-compatible pour vos datasets, connect\u00e9 directement aux GPU.<\/li>\n
  • Facturation \u00e0 la minute<\/strong> \u2014 payez uniquement le temps de calcul utilis\u00e9.<\/li>\n<\/ul>\n

    Cas d’usage : fine-tuning d’un LLM<\/h2>\n

    Prenons un exemple concret : vous \u00eates une entreprise juridique et vous voulez un assistant IA sp\u00e9cialis\u00e9 en droit fran\u00e7ais.<\/p>\n

      \n
    1. Pr\u00e9parez vos donn\u00e9es<\/strong> \u2014 rassemblez vos contrats, jurisprudences, notes internes dans un format structur\u00e9 (JSONL, CSV).<\/li>\n
    2. Choisissez un mod\u00e8le de base<\/strong> \u2014 Mistral 7B est un excellent point de d\u00e9part pour le fran\u00e7ais.<\/li>\n
    3. Lancez l’entra\u00eenement<\/strong> \u2014 cr\u00e9ez un job AI Training avec votre script de fine-tuning. OVHcloud provisionne les GPU automatiquement.<\/li>\n
    4. \u00c9valuez<\/strong> \u2014 testez votre mod\u00e8le sur des cas r\u00e9els et it\u00e9rez.<\/li>\n
    5. D\u00e9ployez<\/strong> \u2014 exportez votre mod\u00e8le vers AI Deploy pour le mettre en production.<\/li>\n<\/ol>\n

      Toutes les donn\u00e9es restent dans des datacenters europ\u00e9ens, jamais expos\u00e9es \u00e0 des tiers.<\/p>\n

      \"Illustration<\/figure>\n

      Fine-tuning vs entra\u00eenement from scratch<\/h2>\n
        \n
      • Fine-tuning (LoRA, QLoRA)<\/strong> \u2014 adaptez un mod\u00e8le existant \u00e0 votre domaine. Rapide (quelques heures), \u00e9conomique (1 \u00e0 2 GPU). Id\u00e9al pour 90 % des cas.<\/li>\n
      • Entra\u00eenement from scratch<\/strong> \u2014 cr\u00e9ez un mod\u00e8le enti\u00e8rement nouveau. N\u00e9cessite des semaines de calcul et des datasets massifs. R\u00e9serv\u00e9 aux cas tr\u00e8s sp\u00e9cifiques.<\/li>\n
      • RAG (Retrieval-Augmented Generation)<\/strong> \u2014 alternative au fine-tuning : le mod\u00e8le reste g\u00e9n\u00e9rique mais puise dans vos documents \u00e0 chaque requ\u00eate. Plus simple, mais moins sp\u00e9cialis\u00e9.<\/li>\n<\/ul>\n

        L’\u00e9cosyst\u00e8me open source<\/h2>\n

        OVHcloud AI Training supporte tout l’\u00e9cosyst\u00e8me ML open source :<\/p>\n

          \n
        • Hugging Face<\/strong> \u2014 acc\u00e8s direct au Hub pour t\u00e9l\u00e9charger et publier des mod\u00e8les.<\/li>\n
        • PyTorch \/ TensorFlow<\/strong> \u2014 les deux frameworks majeurs, pr\u00e9-install\u00e9s.<\/li>\n
        • MLflow<\/strong> \u2014 suivi des exp\u00e9rimentations, versioning des mod\u00e8les.<\/li>\n
        • Weights & Biases<\/strong> \u2014 monitoring avanc\u00e9 des runs d’entra\u00eenement.<\/li>\n
        • PEFT \/ TRL<\/strong> \u2014 biblioth\u00e8ques Hugging Face pour le fine-tuning efficient.<\/li>\n<\/ul>\n

          S\u00e9curit\u00e9 et conformit\u00e9<\/h2>\n
            \n
          • Donn\u00e9es isol\u00e9es<\/strong> \u2014 vos datasets et mod\u00e8les sont stock\u00e9s dans un espace d\u00e9di\u00e9, non partag\u00e9.<\/li>\n
          • Chiffrement<\/strong> \u2014 donn\u00e9es chiffr\u00e9es au repos et en transit.<\/li>\n
          • RGPD natif<\/strong> \u2014 traitement des donn\u00e9es conforme, sans transfert hors UE.<\/li>\n
          • Audit trail<\/strong> \u2014 tra\u00e7abilit\u00e9 compl\u00e8te des jobs lanc\u00e9s et des ressources consomm\u00e9es.<\/li>\n<\/ul>\n
            \"Visualisation<\/figure>\n

            Conclusion<\/h2>\n

            OVHcloud AI Training donne aux \u00e9quipes data science europ\u00e9ennes les m\u00eames armes que les g\u00e9ants am\u00e9ricains \u2014 GPU de derni\u00e8re g\u00e9n\u00e9ration, \u00e9cosyst\u00e8me open source, scaling \u00e9lastique \u2014 avec une garantie que leurs donn\u00e9es et leurs mod\u00e8les restent souverains. C’est l’infrastructure dont l’IA europ\u00e9enne a besoin.<\/p>\n","protected":false},"excerpt":{"rendered":"

            Entra\u00eenez et affinez vos mod\u00e8les IA sur des GPU europ\u00e9ens : OVHcloud AI Training offre la puissance de calcul et la souverainet\u00e9 pour vos projets machine learning.<\/p>\n","protected":false},"author":1,"featured_media":60,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[6],"tags":[],"class_list":["post-35","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ovhcloud-ia"],"yoast_head":"\nEntra\u00eener un mod\u00e8le IA souverain avec OVHcloud AI Training - 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