LLM engineer's handbook : master the art of engineering large language models from concept to production /
Iusztin, Paul,
LLM engineer's handbook : master the art of engineering large language models from concept to production / Paul Iusztin and Maxime Labonne. - Birmingham, England : Packt Publishing Limited, 2024. - 522 pages : illustrations ; 24 cm
Includes bibliographical references and index.
Understanding the LLM Twin concept and architecture -- Tooling and installation -- Data engineering -- RAG feature pipeline -- Supervised fine-tuning -- Fine-tuning with preference alignment -- Evaluating LLMs -- Inference optimization -- RAG inference pipeline -- Inference pipeline deployment -- MLOps and LLMOps -- MLOps principles.
9781836200062 (paperback)
Large language models.
Artificial intelligence.
Machine learning.
Natural language processing (Computer science)
Computer software--Development.
006.3 / IUS/L
LLM engineer's handbook : master the art of engineering large language models from concept to production / Paul Iusztin and Maxime Labonne. - Birmingham, England : Packt Publishing Limited, 2024. - 522 pages : illustrations ; 24 cm
Includes bibliographical references and index.
Understanding the LLM Twin concept and architecture -- Tooling and installation -- Data engineering -- RAG feature pipeline -- Supervised fine-tuning -- Fine-tuning with preference alignment -- Evaluating LLMs -- Inference optimization -- RAG inference pipeline -- Inference pipeline deployment -- MLOps and LLMOps -- MLOps principles.
9781836200062 (paperback)
Large language models.
Artificial intelligence.
Machine learning.
Natural language processing (Computer science)
Computer software--Development.
006.3 / IUS/L