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Vurukonda N. Prompt Engineering in Action (MEAP v4) 2025
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Category:Other Total size: 15.85 MB Added: 4 months ago (2025-04-28 14:16:01)
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Description:
Textbook in PDF format
Tested techniques for writing excellent AI prompts!
Each LLM seems to have a mind of its own, and it can be challenging to get the exact results you want. Prompt Engineering in Action teaches you to write prompts that generate the text and code you want, regardless of the LLM you choose. In it, you’ll discover structured and reusable prompt patterns that reduce hallucinations, customize LLMs to specific tasks, and improve the quality of your code generation.
Prompt Engineering in Action teaches you practical prompt engineering skills including
Designing context-aware prompts tailored for specific tasks
Understanding and minimizing hallucinations
When to use prompt patterns such as Persona, Recipe, Template, and Game-Play
Utilizing templates to ensure consistent and reusable outputs
Integrating external knowledge bases with Retrieval-Augmented Generation (RAG)
Building and deploying practical LLM-based apps using LangChain
Prompt Engineering in Action presents patterns, templates, and techniques that help you get consistent, valuable responses from LLMs. You’ll learn how to design precise and context-aware prompts, discover metrics you can use to assess prompt quality, learn methods to scale and collaborate on prompts, and build advanced and agentic AI apps using LangChain.
PART 1 BASICS FIRST!
Introduction to Prompt Engineering
Prompt Patterns: Basic Types and Templates
Prompt Patterns: Advanced Types and Templates
PART 2 CRAFTING PROMPTS
Prompting Techniques I
Prompting Techniques II
Retrieval-Augmented Generation
Types of RAG Systems: A Deep Dive
PART 3 SCALE, DEVELOP, DEPLOY
LLM Agents & Tokenization
Develop, and Deploy using LangChain/Llama
Case Studies
Future of Prompt Engineering
Appendix A. Setting up LangChain