Quick Start Guide to Large Language Models

Quick Start Guide to Large Language Models

Ozdemir, Sinan

Pearson Education (US)

06/2024

352

Mole

9780135346563

15 a 20 dias

Foreword to the First Edition
Preface
Acknowledgments
About the Author

Part I: Introduction to Large Language Models
Chapter 1: Overview of Large Language Models
Chapter 2: Semantic Search with LLMs
Chapter 3: First Steps with Prompt Engineering
Chapter 4: The AI Ecosystem--Putting the Pieces Together

Part II: Getting the Most Out of LLMs
Chapter 5: Optimizing LLMs with Customized Fine-Tuning
Chapter 6: Advanced Prompt Engineering
Chapter 7: Customizing Embeddings and Model Architectures
Chapter 8: AI Alignment: First Principles

Part III: Advanced LLM Usage
Chapter 9: Moving Beyond Foundation Models
Chapter 10: Advanced Open-Source LLM Fine-Tuning
Chapter 11: Moving LLMs into Production
Chapter 12: Evaluating LLMs

Part IV: Appendixes
Appendix A: LLM FAQs
Appendix B: LLM Glossary
Appendix C: LLM Application Archetypes

Index