{"id":95678,"date":"2024-10-11T18:12:42","date_gmt":"2024-10-11T18:12:42","guid":{"rendered":"https:\/\/business-staging.udemy.com\/learning-path\/genai-deep-dive-rag-system-mastery\/"},"modified":"2025-06-24T23:50:25","modified_gmt":"2025-06-24T23:50:25","slug":"ai-deep-dive-rag-system-mastery","status":"publish","type":"learning-path","link":"https:\/\/business-staging.udemy.com\/de\/learning-path\/ai-deep-dive-rag-system-mastery\/","title":{"rendered":"RAG-Systeme"},"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-95678","learning-path","type-learning-path","status-publish","hentry","post","without-featured-image"],"acf":{"best_for":false,"skills":[{"skill":"Design und Optimierung von RAG-Systemen"},{"skill":"Komplexe Abruftechniken (Abfrageerweiterung, Reranking, DPR)"},{"skill":"Entwicklung von RAG-Anwendungen mit LlamaIndex und JavaScript"},{"skill":"Vorverarbeitung und Chunking von unstrukturierten Daten"},{"skill":"Management von Vektordatenbanken"},{"skill":"Entwicklung und Abfrage von Wissensdatenbanken (Neo4j)"},{"skill":"Entwicklung von multimodalen RAG-Anwendungen"},{"skill":"Full-Stack-Entwicklung von Chatbots und KI-Anwendungen"}],"title":"RAG-Systeme","heading_paragraph":"

Dieser Start-Lernpfad befasst sich mit RAG-Systemen (Retrieval-Augmented Generation), insbesondere naiven und komplexen RAG-Techniken, der LlamaIndex-Integration in JavaScript, der Vorverarbeitung von unstrukturierten Daten, mit Wissensdiagrammen erweiterter RAG und multimodalen RAG-Anwendungen. Die Lernenden sammeln praktische Erfahrungen mit Vektordatenbanken, Dense-Passage-Retrieval, Cross-Encoder-Reranking sowie der Erstellung von Wissensdiagrammen mit Neo4j und einsatzbereiten RAG-Anwendungen mit modernen Frameworks.<\/p>\n","description_paragraph":"

Lernziele<\/h3>\n
    \n
  1. Die Prinzipien und die Architektur von Retrieval-Augmented Generation (RAG) erkl\u00e4ren und zwischen naiven und komplexen RAG-Techniken unterscheiden<\/li>\n
  2. Komplexe RAG-Methoden wie Abfrageerweiterung, Cross-Encoder-Reranking und Dense-Passage-Retrieval implementieren, um das Abrufen von Informationen und Generieren von Antworten zu optimieren<\/li>\n
  3. RAG-Anwendungen mit LlamaIndex und JavaScript entwickeln und bereitstellen, einschlie\u00dflich der Full-Stack-Entwicklung von Chatbots und der Integration in Vektordatenbanken<\/li>\n
  4. Unstrukturierte Daten (PDFs, HTML, PPTX, Bilder) f\u00fcr RAG- und LLM-Anwendungen mit speziellen Frameworks und Chunking-Strategien vorverarbeiten und strukturieren<\/li>\n
  5. Wissensdiagramme und multimodale Daten mit Tools wie Neo4j und GPT-4 in RAG-Systeme integrieren, um komplexe kontextbezogene Abruf- und Empfehlungsworkflows zu erm\u00f6glichen<\/li>\n<\/ol>\n

    Zielgruppe<\/h3>\n

    Dieser Lernpfad richtet sich an KI-Techniker:innen, Data Scientists, Softwareentwickler:innen und Technik-Profis, die den Einsatz von RAG-Systemen f\u00fcr reale Anwendungen erlernen m\u00f6chten. Er eignet sich f\u00fcr alle mit grundlegenden Programmierf\u00e4higkeiten, die mit hochmodernen Tools und Frameworks anspruchsvolle, KI-gest\u00fctzte RAG-L\u00f6sungen entwickeln, optimieren und bereitstellen m\u00f6chten.<\/p>\n","category":"Technik\/IT-Profis"},"yoast_head":"\nRAG-Systeme - 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=\"de_DE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"RAG-Systeme\" \/>\n<meta property=\"og:url\" content=\"https:\/\/business-staging.udemy.com\/de\/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=\"2025-06-24T23:50:25+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\\\/de\\\/learning-path\\\/ai-deep-dive-rag-system-mastery\\\/\",\"url\":\"https:\\\/\\\/business-staging.udemy.com\\\/de\\\/learning-path\\\/ai-deep-dive-rag-system-mastery\\\/\",\"name\":\"RAG-Systeme - 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