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Auf Perfektion Eingestellt: Der Leitfaden für Praktiker zur Feinabstimmung, Anpassung und Bereitstellung großer Sprachmodelle im großen Maßstab
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Publisher: Independently Published
Pages: 350
Weight: 0.93
Height: 0.87 Width: 6.00 Depth: 9.00
Language: German
AUF PERFEKTION EINGESTELLT ist ein praxisorientierter Leitfaden für KI-Ingenieure, Machine-Learning-Spezialisten, Data Scientists und Softwareentwickler, die gro e Sprachmodelle (LLMs) professionell feinabstimmen, anpassen und im gro en Ma stab bereitstellen möchten.
Foundation-Modelle bieten enorme Möglichkeiten, liefern aber nicht automatisch optimale Ergebnisse für spezialisierte Anwendungen. Durch gezielte Feinabstimmung, hochwertige Trainingsdaten und systematische Evaluierung lassen sich LLMs an bestimmte Aufgaben, Domänen und Unternehmensanforderungen anpassen. Dieses Buch zeigt, wie aus allgemeinen Sprachmodellen leistungsfähige, spezialisierte KI-Systeme entstehen.
Von der Datenauswahl und Modellvorbereitung über Fine-Tuning und Evaluierung bis hin zur skalierbaren Bereitstellung vermittelt dieses Werk moderne Methoden für professionelles LLM Engineering.
Du lernst unter anderem:
- Wie gro e Sprachmodelle für spezialisierte Aufgaben angepasst werden
- Wie Trainings-, Validierungs- und Evaluierungsdaten vorbereitet werden
- Wie Fine-Tuning und parameter-effiziente Anpassungsverfahren eingesetzt werden
- Wie Modellleistung, Qualität und Zuverlässigkeit systematisch bewertet werden
- Wie Speicherverbrauch, Rechenleistung und Trainingskosten optimiert werden
- Wie Inferenzsysteme für hohe Anfragevolumen skaliert werden
- Wie LLMs sicher und zuverlässig in Produktionsumgebungen bereitgestellt werden
- Wie Monitoring, Versionierung und kontinuierliche Modellverbesserung umgesetzt werden
Praxisnahe Beispiele, moderne Modellierungsstrategien und reale Produktionsszenarien vermitteln das Wissen, um leistungsfähige LLM-Anwendungen zu entwickeln und effizient im gro en Ma stab zu betreiben.
Ob Unternehmens-KI, intelligente Assistenten, Dokumentenverarbeitung, Kundenservice, Automatisierung oder spezialisierte Sprachmodelle - dieses Buch vermittelt die Fähigkeiten, um moderne LLMs gezielt anzupassen und produktionsreif einzusetzen.
AUF PERFEKTION EINGESTELLT - Der umfassende Leitfaden für Fine-Tuning, Anpassung, Evaluierung und skalierbare Bereitstellung gro er Sprachmodelle.
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