Pai S. - Designing Large Language Model Applications [2025, PDF/EPUB, ENG]

Примеры страниц (скриншоты)

Оглавление

Part I. LLM Ingredients
Chapter 1. Introduction
Chapter 2. Pre-Training Data
Chapter 3. Vocabulary and Tokenization
Chapter 4. Architectures and Learning Objectives
Part II. Utilizing LLMs
Chapter 5. Adapting LLMs to Your Use Case
Chapter 6. Fine-Tuning
Chapter 7. Advanced Fine-Tuning Techniques
Chapter 8. Alignment Training and Reasoning
Chapter 9. Inference Optimization
Part III. LLM Application Paradigms
Chapter 10. Interfacing LLMs with External Tools
Chapter 11. Representation Learning and Embeddings
Chapter 12. Retrieval-Augmented Generation
Chapter 13. Design Patterns and System Architecture
Index
About the Author