AkmmusAI/LLM-Prompt-Engineering-Simplified-Book

LLM Prompting Engineering Simplified Book

💻 LLM Prompt Engineering Simplified

A book by

Katikapalli Subramanyam Kalyan

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🧱 Contents

• 1️⃣ Introductory
  • Generative AI Explained
  • LLM Introduction
  • LLM Pretraining and Meta-Training
  • Closed and Open-Source LLMs
  • Raw and Chat LLMs
  • What is a Prompt?
  • Prompt Elements
  • How to write effective prompts
• 2️⃣ Prompt Gallery
  • Text Generation Prompts
  • Text Classification - Sentiment Analysis Prompts
  • Text Classification - Sentiment Rating Prompts
  • Information Extraction - Entity Extraction Prompts
  • Information Extraction - Relation Extraction Prompts
  • Question Answering - Closed-Domain QA Prompts
  • Question Answering - Open-Domain QA Prompts
  • Text Summarization Prompts
  • Keywords Extraction Prompts
  • Text Editing Prompts
  • Text Translation Prompts
  • Text Transliteration Prompts
• 3️⃣ Progressive
  • Prompt Engineering Introduction
  • Prompt Engineering Steps
  • Prompt Engineering Pros and Cons
  • Basic Use Cases - Writing Assistant
  • Basic Use Cases - Social Media Assistant
  • Basic Use Cases - Student Mentor
  • Basic Prompting Techniques - Zero Shot Prompting
  • Basic Prompting Techniques - Few Shot Prompting
  • Basic Prompting Techniques - Batch Prompting
• 4️⃣ Mastery
  • Prompt Design Guide
  • Advanced Use Cases - Coding Assistant
  • Advanced Use Cases - Data Science Mentor
  • Advanced Use Cases - Synthetic Data Generator
  • Advanced Prompting Techniques - Emotion Prompting
  • Advanced Prompting Techniques - Rephrase and Respond Prompting
  • Advanced Prompting Techniques - CoT Prompting
  • Advanced Prompting Techniques - Zero-Shot CoT Prompting
  • Advanced Prompting Techniques - Plan and Solve Prompting
  • Advanced Prompting Techniques - Auto CoT Prompting
  • Advanced Prompting Techniques - Step Back Prompting
  • Safety Risks and Concerns - Prompt Injection Attack
  • Safety Risks and Concerns - Prompt Leaking Attack
  • Safety Risks and Concerns - Jailbreaking Attack
  • Safety Risks and Concerns - Jailbreaking vs Prompt Injection Attack
  • Safety Risks and Concerns - Bias
• 5️⃣ Prompt Engineering Job Preparation
  • Prompt Engineering Skills
  • Prompt Engineering Road Map
  • Prompt Engineering Best Practices
  • Prompt Engineering Future
• 6️⃣ Useful Resources
  • Prompt Engineering Libraries
  • Free LLM Access
  • Interesting Papers - Survey Papers
  • Interesting Papers - LLMs
  • Interesting Papers - Prompting Techniques
  • Important Terms

📝 Cite

Feel free to cite this book if you find the content helpful for your work or research:

@article{Kalyan_LLM_Prompt_Engineering_Simplified_2024,
author = {Kalyan, Katikpalli Subramanyam},
journal = {https://github.com/AkmmusAI/LLM-Prompt-Engineering-Simplified-Book},
month = {02},
title = {{LLM Prompt Engineering Simplified}},
year = {2024}
}