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Fine Tuning LLM Practical Implementation and Adaptation: Domain Specific Model Training, Optimization Strategies, and Responsible Deployment - Couverture souple

Livre 3 sur 3: The Applied Agentic AI Engineering Series

Colton, Zhao

 
9798250340892: Fine Tuning LLM Practical Implementation and Adaptation: Domain Specific Model Training, Optimization Strategies, and Responsible Deployment
Couverture souple
ISBN 13 : 9798250340892
Editeur : Independently published, 2026

Synopsis

While foundation models provide powerful general intelligence, real-world applications often require domain adaptation, improved consistency, and controlled outputs.
In Practical LLM Fine-Tuning and Adaptation, Zhao Colton presents a structured guide to customizing large language models for specialized tasks.
This book explores:

  1. Fine-tuning fundamentals and model adaptation theory
  2. Supervised fine-tuning workflows
  3. Dataset preparation and curation strategies
  4. Instruction tuning and alignment techniques
  5. Evaluation benchmarks and quality measurement
  6. Parameter-efficient fine-tuning (PEFT) methods
  7. Safety and bias considerations
  8. Deployment pipelines and performance monitoring
The book balances conceptual understanding with implementation strategy, helping practitioners understand not only how to fine-tune models but when it is appropriate to do so.
Readers will gain clarity on designing responsible, efficient, and maintainable model adaptation pipelines suitable for production systems.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Éditeur
Independently published
Date d'édition
2026
Langue
anglais
ISBN 13 
9798250340892
Reliure
Broché
Nombre de pages
172
Coordonnées du fabricant
Manufactured by Amazon on behalf of the author
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