# 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.
## 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/ )
- [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/ )
## Guides
- [Prompt Engineering by co:here ](https://docs.cohere.ai/docs/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 Template ](https://docs.google.com/spreadsheets/d/1-snKDn38-KypoYCk9XLPg799bHcNFSBAVu2HVvFEAkA/edit#gid=0 )
- [Prompt Engineering: From Words to Art ](https://www.saxifrage.xyz/post/prompt-engineering )
## Courses/Lectures
## Tweets
