# Prompt Engineering Guide
This guide contains a non-exhaustive set of learning guides and tools about prompt engineering. It includes several materials, guides, examples, papers, examples, and much more. The point of this repo is not to oversell prompt engineering, it's more intented to be used a research and educational reference for practitioners and developers.
## Papers
- [Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing ](https://arxiv.org/abs/2107.13586 )
- [A Taxonomy of Prompt Modifiers for Text-To-Image Generation ](https://arxiv.org/abs/2204.13988 )
## Tools
You can use the tools below to test out prompts
- [OpenAI Playground ](https://beta.openai.com/playground )
- [GPTTools ](https://gpttools.com/comparisontool )
- [Lexica ](https://lexica.art/ )
- [Playground ](https://playgroundai.com/ )
- [Visual Prompt Builder ](https://tools.saxifrage.xyz/prompt )
- [Prompt Generator for OpenAI's DALL-E 2 ](http://dalle2-prompt-generator.s3-website-us-west-2.amazonaws.com/ )
- [Prompt Engine ](https://github.com/microsoft/prompt-engine )
## Guides
- [Prompt Engineering by co:here ](https://docs.cohere.ai/docs/prompt-engineering )
- [Prompt Engineering by Microsoft ](https://microsoft.github.io/prompt-engineering/ )
- [DALLE Prompt Book ](https://dallery.gallery/the-dalle-2-prompt-book/ )
- [DALL·E 2 Prompt Engineering Guide ](https://docs.google.com/document/d/11WlzjBT0xRpQhP9tFMtxzd0q6ANIdHPUBkMV-YB043U/edit# )
- [Prompt Engineering Topic by GitHub ](https://github.com/topics/prompt-engineering )
- [Prompt Engineering Template ](https://docs.google.com/spreadsheets/d/1-snKDn38-KypoYCk9XLPg799bHcNFSBAVu2HVvFEAkA/edit#gid=0 )
- [Awesome ChatGPT Prompts ](https://github.com/f/awesome-chatgpt-prompts )
- [Prompt Engineering: From Words to Art ](https://www.saxifrage.xyz/post/prompt-engineering )
## Courses/Lectures
## Tweets
