Designing large language model applications : a holistic approach to LLMs /
Pai, Suhas
Designing large language model applications : a holistic approach to LLMs / Suhas Pai - Sebastopol : O'Reilly, 2025 - xx, 343 p.
Index present
"Large language models (LLMs) have proven themselves to be powerful tools for solving a wide range of tasks, and enterprises have taken note. But transitioning from demos and prototypes to full-fledged applications can be difficult. This book helps close that gap, providing the tools, techniques, and playbooks that practitioners need to build useful products that incorporate the power of language models. Experienced ML researcher Suhas Pai offers practical advice on harnessing LLMs for your use cases and dealing with commonly observed failure modes. You'll take a comprehensive deep dive into the ingredients that make up a language model, explore various techniques for customizing them such as fine-tuning, learn about application paradigms like RAG (retrieval-augmented generation) and agents, and more"-- Provided by publisher
Eng
9781098150501
Machine learning
Application software development
006.31 / PAI-D
Designing large language model applications : a holistic approach to LLMs / Suhas Pai - Sebastopol : O'Reilly, 2025 - xx, 343 p.
Index present
"Large language models (LLMs) have proven themselves to be powerful tools for solving a wide range of tasks, and enterprises have taken note. But transitioning from demos and prototypes to full-fledged applications can be difficult. This book helps close that gap, providing the tools, techniques, and playbooks that practitioners need to build useful products that incorporate the power of language models. Experienced ML researcher Suhas Pai offers practical advice on harnessing LLMs for your use cases and dealing with commonly observed failure modes. You'll take a comprehensive deep dive into the ingredients that make up a language model, explore various techniques for customizing them such as fine-tuning, learn about application paradigms like RAG (retrieval-augmented generation) and agents, and more"-- Provided by publisher
Eng
9781098150501
Machine learning
Application software development
006.31 / PAI-D