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Prompt Engineering Guide
😃 Basics
🟢 Introduction to AI
🟢 Prompting With ChatGPT
🟢 Prompt Engineering
🟢 Learn Prompting Embeds
🟢 Giving Instructions
🟢 Assigning Roles
🟢 Showing Examples
🟢 Formalizing Prompts
🟢 Chatbots
🟢 Combining Techniques
🟢 Priming Chatbots
🟢 OpenAI Playground
🟢 LLM Settings
🟢 Pitfalls of LLMs
🟢 Understanding AI Minds
🟢 The Learn Prompting Method
🟢 Starting Your Journey
💼 Applications
🟢 Introduction
🟢 Structuring Data
🟢 Writing An Email
🟢 Blogs
🟢 Study Buddy
🟦 Coding Assistance
🟦 Digital Marketing
🟢 Finding Emojis
🟢 Contracts
🟢 Different Writing Styles
🟢 Summarizing Text
🟢 Zapier for Emails
🧙‍♂️ Intermediate
🟢 Introduction
🟢 Chain-of-Thought Prompting
🟢 Zero-Shot Chain-of-Thought
🟦 Self-Consistency
🟦 Generated Knowledge
🟦 Least-to-Most Prompting
🟦 Dealing With Long Form Content
🟦 Revisiting Roles
🟢 What's in a Prompt?
🧪 Applied Prompting
🟢 Introduction
🟢 Multiple Choice Questions
🟢 Solve Discussion Questions
🟢 Build ChatGPT from GPT-3
🟢 Chatbot + Knowledge Base
🚀 Advanced Applications
🟢 Introduction
🟦 LLMs Using Tools
🟦 LLMs that Reason and Act
🟦 Code as Reasoning
🧠 Advanced
🟢 Introduction
Zero-Shot
🟢 Introduction
🟢 Emotion Prompting
🟢 Role Prompting
🟢 System 2 Attention (S2A)
🟢 SimToM
🟢 Rephrase and Respond (RaR)
🟢 Re-reading (RE2)
Few-Shot
🟢 Introduction
🟢 K-Nearest Neighbor (KNN)
🟢 Self-Ask
Thought Generation
🟢 Introduction
🟢 Contrastive Chain-of-Thought
Ensembling
🟢 Introduction
Self-Criticism
🟢 Introduction
🟢 Chain-of-Verification (CoVe)
🟢 Self-Calibration
🟢 Self-Refine
🟢 Self-Verification
🟢 Reversing Chain-of-Thought (RCoT)
🟢 Cumulative Reasoning
Decomposition
🟢 Introduction
🟢 Decomposed Prompting
🟢 Faithful Chain-of-Thought
🟢 Plan-and-Solve Prompting
🟢 Program-of-Thoughts
🟢 Recursion of Thought
🟢 Skeleton-of-Thought
🟢 Tree of Thoughts
Special Topics
⚖️ Reliability
🟢 Introduction
🟢 Prompt Debiasing
🟦 Prompt Ensembling
🟦 LLM Self Evaluation
Calibrating LLMs
🟦 Math
🖼️ Image Prompting
🟢 Introduction
🟢 Style Modifiers
🟢 Quality Boosters
🟢 Repetition
🟢 Weighted Terms
🟢 Fix Deformed Generations
🟢 Shot type
🟢 Midjourney
🟢 Resources
🔓 Prompt Hacking
🟢 Introduction
🟢 Prompt Injection
🟢 Prompt Leaking
🟢 Jailbreaking
🟢 Defensive Measures
🟢 Introduction
🟢 Filtering
🟢 Instruction Defense
🟢 Post-Prompting
🟢 Random Sequence Enclosure
🟢 Sandwich Defense
🟢 XML Tagging
🟢 Separate LLM Evaluation
🟢 Other Approaches
🟢 Offensive Measures
🟢 Introduction
🟢 Obfuscation/Token Smuggling
🟢 Payload Splitting
🟢 Defined Dictionary Attack
🟢 Virtualization
🟢 Indirect Injection
🟢 Recursive Injection
🟢 Code Injection
🔨 Tooling
🟢 Introduction
Prompt Engineering Tools
Prompt Engineering IDEs
🟢 Introduction
GPT-3 Playground
Dust
Soaked
Everyprompt
Prompt IDE
PromptTools
PromptSource
PromptChainer
Prompts.ai
Snorkel 🚧
Human Loop
Spellbook 🚧
Kolla Prompt 🚧
Lang Chain
OpenPrompt
OpenAI DALLE IDE
Dream Studio
Patience
Promptmetheus
PromptSandbox.io
The Forge AI
AnySolve
Conclusion
💪 Prompt Tuning
🟢 Introduction
Soft Prompts
Interpretable Soft Prompts
🎲 Miscellaneous
🟢 Detecting AI Generated Text
🟢 Introduction
🟢 Detection Trickery
🟢 Music Generation
Resources
📙 Vocabulary Reference
📚 Bibliography
📦 Prompted Products
✨ Credits
🛸 Additional Resources
🔥 Hot Topics
🖼️ Image Prompting🟢 Resources

🟢 Resources

Last updated on August 7, 2024 by Sander Schulhoff

The image prompt engineering field is very diverse. Here is a good list of resources that covers parts of it.

Footnotes

  1. Parsons, G. (2022). The DALLE 2 Prompt Book. https://dallery.gallery/the-dalle-2-prompt-book/ ↩

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