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Die Wissensmaschine: Entwicklung von RAG-Systemen: Retrieval-gestützte Generierung mit Python und Vektordatenbanken
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Publisher: Independently Published
Pages: 326
Weight: 0.87
Height: 0.81 Width: 6.00 Depth: 9.00
Language: German
DIE WISSENSMASCHINE ist ein praxisorientierter Leitfaden für KI-Ingenieure, Softwareentwickler, Data Scientists und Machine-Learning-Spezialisten, die Retrieval-Augmented Generation (RAG)-Systeme mit Python und modernen Vektordatenbanken entwickeln und produktionsreif bereitstellen möchten.
Gro e Sprachmodelle liefern beeindruckende Ergebnisse, sto en jedoch ohne aktuelle oder unternehmensspezifische Informationen schnell an ihre Grenzen. Retrieval-Augmented Generation (RAG) kombiniert leistungsstarke Foundation-Modelle mit intelligentem Dokumentenabruf, um präzise, aktuelle und nachvollziehbare Antworten zu erzeugen. Dieses Buch zeigt Schritt für Schritt, wie professionelle RAG-Systeme für reale Unternehmensanwendungen entwickelt werden.
Von der Dokumentenverarbeitung über Embeddings und Vektorsuche bis hin zu skalierbaren Retrieval-Pipelines und produktionsreifem Deployment vermittelt dieses Werk bewährte Methoden für moderne KI-Anwendungen.
Du lernst unter anderem:
- Wie leistungsfähige RAG-Systeme mit Python entwickelt werden
- Wie Dokumente verarbeitet, segmentiert und effizient indexiert werden
- Wie Embeddings erstellt und Vektordatenbanken optimal genutzt werden
- Wie semantische Suche und intelligentes Retrieval implementiert werden
- Wie Foundation-Modelle mit Unternehmenswissen kombiniert werden
- Wie Halluzinationen reduziert und Antwortqualität verbessert werden
- Wie RAG-Pipelines getestet, überwacht und kontinuierlich optimiert werden
- Wie skalierbare KI-Anwendungen für Unternehmen produktionsreif bereitgestellt werden
Praxisnahe Projekte, moderne Architekturkonzepte und reale Anwendungsbeispiele vermitteln das Wissen, um intelligente Wissenssysteme zu entwickeln, die gro e Dokumentensammlungen effizient durchsuchen und präzise Antworten liefern.
Ob Unternehmensassistenten, Wissensmanagement, Dokumentenanalyse, Kundensupport, juristische Recherche oder interne Suchsysteme - dieses Buch vermittelt die Fähigkeiten, um professionelle RAG-Lösungen mit Python und Vektordatenbanken erfolgreich zu entwickeln und zu betreiben.
DIE WISSENSMASCHINE - Der umfassende Leitfaden für die Entwicklung moderner Retrieval-Augmented-Generation-Systeme mit Python und Vektordatenbanken.
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