LLM Prompt Engineering for Developers. The Art and Science of Unlocking LLMs' True Potential Piekary Śląskie

LLM Prompt Engineering For Developers begins by laying the groundwork with essential principles of natural language processing (NLP), setting the stage for more complex topics. It methodically guides readers through the initial steps of understanding how large language models work, providing a solid foundation that prepares them for the more intricate aspects of prompt engineering.As you proceed, the book transitions into advanced strategies and techniques that reveal how to effectively interact with and utilize these powerful models. From crafting precise prompts that enhance model responses to exploring innovative methods like few-shot and zero-shot learning, this resource is designed to unlock the full potential of language model technology.This book not only teaches the technical skills needed to excel in the field but also addresses the broader implications of AI technology. It encourages thoughtful consideration of ethical issues and the impact of AI on society. By the end of this book, readers will master the technical aspects of prompt engineering & appreciate the importance of responsible AI development, making them well-rounded professionals ready to focus on the advancement of this cutting-edge technology. Spis treści: 1. Preface2. From NLP to Large Language Models3. Introduction to Prompt Engineering4. OpenAI GPT and Prompting: An Introduction5. Setting Up the Environment6. Few-Shot Learning and Chain of Thought7. Chain of Thought (CoT)8. Zero-Shot CoT Prompting9. Auto Chain of Thought Prompting (AutoCoT)10. Self-Consistency11. Transfer Learning12. Perplexity as a Metric for Prompt Optimization13. ReAct: Reason + Act14. General Knowledge Prompting15. Introduction to Azure Prompt Flow16. LangChain: The Prompt Engineer's Guide17. A Practical Guide to Testing and Scoring Prompts18. General Guidelines and Best Practices19. How and Where Prompt Engineering Is Used20. Anatomy of a Prompt21. Types of Prompts22. Prompt Databases, Tools, and Resources23. Afterword O autorze: Aymen El Amri is a polymath software engineer, entrepreneur, and author with extensive experience in various technology fields, including DevOps & Cloud Native, Cloud Architecture, Python, NLP, and more.Aymen has authored multiple books and courses and provided training that has benefited thousands of developers and software engineers.His passion for teaching is evident in his practical approach, which simplifies complex concepts into understandable language and offers real-world examples that resonate with his audience.Aymen is the founder of several projects, including eralabs, FAUN, and MarketToDev, and he has been featured in several reputable publications.