{"id":95680,"date":"2024-10-11T18:12:44","date_gmt":"2024-10-11T18:12:44","guid":{"rendered":"https:\/\/business-staging.udemy.com\/learning-path\/genai-deep-dive-rag-system-mastery\/"},"modified":"2025-06-24T23:51:03","modified_gmt":"2025-06-24T23:51:03","slug":"ai-deep-dive-rag-system-mastery","status":"publish","type":"learning-path","link":"https:\/\/business-staging.udemy.com\/fr\/learning-path\/ai-deep-dive-rag-system-mastery\/","title":{"rendered":"Ma\u00eetrise des syst\u00e8mes RAG"},"featured_media":0,"template":"","meta":{"_acf_changed":false,"_yoast_wpseo_title":"","_yoast_wpseo_metadesc":"","jv_blocks_editor_width":"","_genesis_block_theme_hide_title":false},"class_list":["post-95680","learning-path","type-learning-path","status-publish","hentry","post","without-featured-image"],"acf":{"best_for":false,"skills":[{"skill":"Conception et optimisation de syst\u00e8mes RAG"},{"skill":"Techniques de r\u00e9cup\u00e9ration avanc\u00e9es (expansion de requ\u00eate, reclassement, r\u00e9cup\u00e9ration dense)"},{"skill":"D\u00e9veloppement d'applications RAG \u00e0 l'aide de LlamaIndex et JavaScript"},{"skill":"Fragmentation et pr\u00e9traitement des donn\u00e9es non structur\u00e9es"},{"skill":"Gestion des bases de donn\u00e9es vectorielles"},{"skill":"Construction de graphiques de connaissances et cr\u00e9ation de requ\u00eates (Neo4j)"},{"skill":"D\u00e9veloppement d'applications RAG multimodales"},{"skill":"D\u00e9ploiement de chatbots full-stack et d'applications d'IA"}],"title":"Ma\u00eetrise des syst\u00e8mes RAG","heading_paragraph":"<p>Ce parcours d&rsquo;apprentissage de d\u00e9marrage concerne les syst\u00e8mes de g\u00e9n\u00e9ration augment\u00e9e de r\u00e9cup\u00e9ration (RAG). Il couvre les techniques de RAG avanc\u00e9es et le RAG na\u00eff, l&rsquo;int\u00e9gration LlamaIndex avec javaScript, le pr\u00e9traitement des donn\u00e9es non structur\u00e9es, le RAG avec graphes de connaissances et les applications RAG multimodales. Les participants acqui\u00e8rent une exp\u00e9rience pratique des bases de donn\u00e9es vectorielles, de la r\u00e9cup\u00e9ration dense, du reclassement bas\u00e9 sur encodeur crois\u00e9, de la construction de graphiques de connaissances \u00e0 l&rsquo;aide de Neo4j et de la cr\u00e9ation d&rsquo;applications RAG pr\u00eates pour la production avec des cadres modernes.<\/p>\n","description_paragraph":"<h3>Objectifs d&rsquo;apprentissage<\/h3>\n<ol>\n<li>Expliquer les principes et l&rsquo;architecture de la g\u00e9n\u00e9ration augment\u00e9e de r\u00e9cup\u00e9ration (RAG) ainsi que la diff\u00e9rence entre les techniques de RAG avanc\u00e9es et le RAG na\u00eff.<\/li>\n<li>Mettre en \u0153uvre des m\u00e9thodes RAG avanc\u00e9es telles que l&rsquo;expansion de requ\u00eate, le reclassement bas\u00e9 sur encodeur crois\u00e9 et la r\u00e9cup\u00e9ration dense afin d&rsquo;am\u00e9liorer la r\u00e9cup\u00e9ration d&rsquo;informations et la g\u00e9n\u00e9ration de r\u00e9ponses.<\/li>\n<li>Cr\u00e9er et d\u00e9velopper des applications RAG \u00e0 l&rsquo;aide de LlamaIndex et JavaScript, avec d\u00e9ploiement de chatbots full-stack et int\u00e9gration de bases de donn\u00e9es vectorielles.<\/li>\n<li>Pr\u00e9traiter et structurer les donn\u00e9es non structur\u00e9es (PDFs, HTML, PPTX, images) pour les applications RAG et LLM \u00e0 l&rsquo;aide de cadres sp\u00e9cialis\u00e9s et de strat\u00e9gies de fragmentation.<\/li>\n<li>Int\u00e9grer des graphiques de connaissances et des donn\u00e9es multimodales dans les syst\u00e8mes RAG, en exploitant des outils comme Neo4j et GPT-4 pour permettre la r\u00e9cup\u00e9ration complexe en contexte et des workflows de recommandation.<\/li>\n<\/ol>\n<h3>Public cible<\/h3>\n<p> Ce parcours est destin\u00e9 aux ing\u00e9nieurs IA, aux scientifiques des donn\u00e9es, aux d\u00e9veloppeurs logiciels et aux professionnels techniques qui souhaitent ma\u00eetriser les syst\u00e8mes RAG pour leurs applications r\u00e9elles. Il convient \u00e9galement aux personnes avec une exp\u00e9rience dans la programmation de base qui veulent cr\u00e9er, optimiser et d\u00e9ployer des solutions avanc\u00e9es d&rsquo;IA augment\u00e9e de r\u00e9cup\u00e9ration \u00e0 l&rsquo;aide d&rsquo;outils et de cadres dernier cri.<\/p>\n","category":"Professionnels du secteur technique"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.7 (Yoast SEO v27.7) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Ma\u00eetrise des syst\u00e8mes RAG - Udemy Business<\/title>\n<meta name=\"robots\" content=\"noindex, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Ma\u00eetrise des syst\u00e8mes RAG\" \/>\n<meta property=\"og:url\" content=\"https:\/\/business-staging.udemy.com\/fr\/learning-path\/ai-deep-dive-rag-system-mastery\/\" \/>\n<meta property=\"og:site_name\" content=\"Udemy Business\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/udemy\" \/>\n<meta property=\"article:modified_time\" content=\"2025-06-24T23:51:03+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/business-staging.udemy.com\/wp-content\/uploads\/2023\/06\/udemy-business-organic-social-share-1200x630-refresh-2.png.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"630\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@udemy\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/business-staging.udemy.com\\\/fr\\\/learning-path\\\/ai-deep-dive-rag-system-mastery\\\/\",\"url\":\"https:\\\/\\\/business-staging.udemy.com\\\/fr\\\/learning-path\\\/ai-deep-dive-rag-system-mastery\\\/\",\"name\":\"Ma\u00eetrise des syst\u00e8mes RAG - 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