及时工程:从零到英雄
Prompt Engineering: From Zero to Hero

原始链接: https://promptz2h.com/

该综合指南为大型语言模型(LLMS)的掌握及时工程提供了一种研究支持的动手方法。从LLM的基本原理和及时设计开始,它发展为高级技术,例如经过思考和检索增强发电(RAG)。该计划通过8个以上的现实世界项目强调实用应用,使用户能够构建准备生产环境的AI驱动工具。 该课程涵盖了使用LLM API的构建应用程序,部署它们,并深入研究诸如微调和矢量数据库之类的高级概念。关注的重点是安全和道德考虑,包括及时注射和缓解偏见。 在行业专业人员和AI研究人员的认可下,本指南有望改变AI开发流程,使用户能够建立创新的AI产品并大大提高成功率。订阅独家更新,并加入一个由12,000多名AI爱好者组成的社区。

黑客新闻线程讨论了“提示工程:从零到英雄”(提示为2H.com)。用户建议“上下文工程”取代了及时的工程,涉及比简单聊天机器人提示更复杂的代理循环。这引发了有关“工程”定义的辩论,有人认为操纵非确定性AI模型没有资格。一位用户认为,该领域太新了,无法将其比喻为软件工程的早期。其他人则批评“从零到英雄”系列是低质量或AI生成的内容,指出了关于新创建的域名缺失的内容和可疑的证词。作者BlackPC承认缺少的内容,并承诺它是“即将推出的”,并鼓励批评者在不满意的情况下产生自己的内容。
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CTO, TechFlow Solutions

"This book transformed our AI development process. Our prompt success rate increased by 150% after implementing these techniques."

Sarah Thompson

Sarah Thompson

CTO, TechFlow Solutions

AI Researcher, NeuralGen Labs

"The most comprehensive prompt engineering resource I've seen. Essential reading for anyone serious about AI development."

Dr. Michael Chen

Dr. Michael Chen

AI Researcher, NeuralGen Labs

Founder, AI Innovations Inc.

"From zero coding experience to building our first AI product in 3 months. This book made the impossible possible."

Lisa Rodriguez

Lisa Rodriguez

Founder, AI Innovations Inc.

This guide is structured to build your intuition as a prompt engineer. We'll start with foundational concepts and progressively layer on new skills, ensuring you understand not just the what, but the why behind each technique.

Chapter 1

The Absolute Basics of Large Language Models

Every great journey starts with a single step. Here, we'll lay the groundwork, exploring the fundamentals of LLMs, how they work, and the key concepts that underpin prompt engineering.

3 ArticlesBeginner⏱️ 2 hours

  • Series 1: What Are LLMs? - Understand the fundamentals of Large Language Models, their history, and why they're so powerful

Chapter 2

Fundamentals of Prompt Engineering

Now that you have the basics, it's time to start crafting effective prompts. This chapter covers the core principles of prompt design, from zero-shot and few-shot prompting to iteration and refinement.

8 ArticlesIntermediate⏱️ 8 hours

  • Series 2: Crafting Effective Prompts - Master the essential techniques for writing clear, concise, and effective prompts

Chapter 3

Advanced Prompting Techniques

Let's explore the cutting edge of prompt engineering. We'll demystify advanced techniques like Chain-of-Thought, ReAct, and Retrieval Augmented Generation (RAG) to unlock new levels of performance.

10 ArticlesAdvanced⏱️ 12 hours

Chapter 4

Building Applications with LLMs

Time to take your prompts to the next level by building real-world applications. We'll cover LLM APIs, building actual AI-powered tools, and deploying them to production.

12 ArticlesAdvanced⏱️ 15 hours

Chapter 5

Advanced LLM Concepts

To truly master prompt engineering, you need to understand the underlying technology. Learn about fine-tuning, embeddings, vector databases, and other advanced concepts.

7 ArticlesExpert⏱️ 10 hours

Chapter 6

Security and Ethical Considerations

With great power comes great responsibility. This final chapter covers prompt injection, bias, and ethical AI development, ensuring you can build safe, secure, and responsible AI systems.

32 ArticlesCritical⏱️ 12 hours

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