{"id":95679,"date":"2024-10-11T18:12:43","date_gmt":"2024-10-11T18:12:43","guid":{"rendered":"https:\/\/business.udemy.com\/learning-path\/genai-deep-dive-rag-system-mastery\/"},"modified":"2025-06-24T23:50:45","modified_gmt":"2025-06-24T23:50:45","slug":"ai-deep-dive-rag-system-mastery","status":"publish","type":"learning-path","link":"https:\/\/business.udemy.com\/es-419\/learning-path\/ai-deep-dive-rag-system-mastery\/","title":{"rendered":"Dominios de los sistemas 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-95679","learning-path","type-learning-path","status-publish","hentry","post","without-featured-image"],"acf":{"best_for":false,"skills":[{"skill":"Dise\u00f1o y optimizaci\u00f3n de sistemas RAG"},{"skill":"T\u00e9cnicas de recuperaci\u00f3n avanzada (ampliaci\u00f3n de consultas, reordenamiento, DPR)"},{"skill":"Desarrollo de aplicaciones RAG mediante LlamaIndex y JavaScript"},{"skill":"Preprocesamiento y fragmentaci\u00f3n de datos no estructurados"},{"skill":"Gesti\u00f3n de bases de datos vectoriales"},{"skill":"Construcci\u00f3n y consulta de gr\u00e1ficos de conocimiento (Neo4j)"},{"skill":"Desarrollo de aplicaciones RAG multimodales"},{"skill":"Implementaci\u00f3n completa de chatbots y aplicaciones de IA"}],"title":"Dominios de los sistemas RAG","heading_paragraph":"

En este recorrido de aprendizaje inicial se exploran los sistemas de generaci\u00f3n mejorada por recuperaci\u00f3n (RAG), abarcando t\u00e9cnicas RAG b\u00e1sicas y avanzadas, integraci\u00f3n de LlamaIndex con JavaScript, preprocesamiento de datos no estructurados, RAG mejorada con gr\u00e1ficos de conocimiento y aplicaciones RAG multimodales. Los estudiantes obtendr\u00e1n experiencia pr\u00e1ctica mediante las bases de datos vectoriales, la recuperaci\u00f3n de pasajes densos, el reordenamiento de codificadores cruzados, las creaci\u00f3n de gr\u00e1ficos de conocimiento mediante Neo4j y el desarrollo de aplicaciones RAG listas para la producci\u00f3n con marcos modernos.<\/p>\n","description_paragraph":"

Objetivos de aprendizaje<\/h3>\n
    \n
  1. Explicar los principios y la arquitectura de la generaci\u00f3n mejorada por recuperaci\u00f3n (RAG), a la vez que se diferencian las t\u00e9cnicas RAG b\u00e1sicas de las avanzadas.<\/li>\n
  2. Implementar m\u00e9todos RAG avanzados, como la ampliaci\u00f3n de consultas, el reordenamiento de codificadores cruzados y la recuperaci\u00f3n de pasajes densos para mejorar la recuperaci\u00f3n de informaci\u00f3n y la generaci\u00f3n de respuestas.<\/li>\n
  3. Crear e implementar aplicaciones RAG mediante LlamaIndex y JavaScript, incluidos el desarrollo completo de chatbots y la integraci\u00f3n con bases de datos vectoriales.<\/li>\n
  4. Preprocesamiento y estructuraci\u00f3n de datos no estructurados (PDF, HTML, PPTX, im\u00e1genes) para aplicaciones RAG y LLM mediante marcos especializados y estrategias de fragmentaci\u00f3n.<\/li>\n
  5. Integrar gr\u00e1ficos de conocimiento y datos multimodales en sistemas RAG, aprovechando herramientas como Neo4j y GPT-4 para permitir flujos de trabajo de recuperaci\u00f3n y recomendaci\u00f3n complejos y orientados al contexto.<\/li>\n<\/ol>\n

    P\u00fablico objetivo<\/h3>\n

    Este recorrido est\u00e1 dise\u00f1ado para ingenieros de IA, cient\u00edficos de datos, desarrolladores de software y profesionales t\u00e9cnicos que deseen dominar los sistemas RAG para su aplicaci\u00f3n en la vida real. Es adecuado para quienes cuenten con experiencia b\u00e1sica en programaci\u00f3n y deseen crear, optimizar e implementar soluciones avanzadas de IA mejoradas para la recuperaci\u00f3n mediante herramientas y marcos de vanguardia.<\/p>\n","category":"Profesionales t\u00e9cnicos"},"yoast_head":"\nDominios de los sistemas RAG - Udemy Business<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/business.udemy.com\/es-419\/learning-path\/ai-deep-dive-rag-system-mastery\/\" \/>\n<meta property=\"og:locale\" content=\"es_MX\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Dominios de los sistemas RAG\" \/>\n<meta property=\"og:url\" content=\"https:\/\/business.udemy.com\/es-419\/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=\"2025-06-24T23:50:45+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/business.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.udemy.com\\\/es-419\\\/learning-path\\\/ai-deep-dive-rag-system-mastery\\\/\",\"url\":\"https:\\\/\\\/business.udemy.com\\\/es-419\\\/learning-path\\\/ai-deep-dive-rag-system-mastery\\\/\",\"name\":\"Dominios de los sistemas RAG - 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