Prompt-Engineering-Guide/README.md

# 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 intention behind 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/)
- [AI Test Kitchen](https://aitestkitchen.withgoogle.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#)
- [Learn Prompting](https://learnprompting.org/)
- [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)
- [A beginner-friendly guide to generative language models - LaMBDA guide](https://aitestkitchen.withgoogle.com/how-lamda-works)

## Blog and Other Readings
- [Giving GPT-3 a Turing Test](https://lacker.io/ai/2020/07/06/giving-gpt-3-a-turing-test.html)
- [Prompts as Programming](https://www.gwern.net/GPT-3#prompts-as-programming)

## Courses/Lectures

## Tweets
Update README.md 2022-12-16 16:07:07 +00:00			`# Prompt Engineering Guide`
Create README.md 2022-12-16 16:05:47 +00:00
Update README.md 2022-12-16 18:30:41 +00:00			`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 intention behind this repo is not to oversell prompt engineering, it's more intented to be used a research and educational reference for practitioners and developers.`
Update README.md 2022-12-16 16:07:07 +00:00
Update README.md 2022-12-16 16:07:16 +00:00			`## Papers`
Update README.md 2022-12-16 16:07:07 +00:00
			`- [Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing](https://arxiv.org/abs/2107.13586)`
Update README.md 2022-12-16 17:53:36 +00:00			`- [A Taxonomy of Prompt Modifiers for Text-To-Image Generation](https://arxiv.org/abs/2204.13988)`
Update README.md 2022-12-16 16:07:38 +00:00
Update README.md 2022-12-16 17:38:17 +00:00			`## Tools`
			`You can use the tools below to test out prompts`

			`- [OpenAI Playground](https://beta.openai.com/playground)`
			`- [GPTTools](https://gpttools.com/comparisontool)`
Update README.md 2022-12-16 17:59:56 +00:00			`- [Lexica](https://lexica.art/)`
Update README.md 2022-12-16 18:00:46 +00:00			`- [Playground](https://playgroundai.com/)`
Update README.md 2022-12-16 17:58:20 +00:00			`- [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/)`
Update README.md 2022-12-16 19:13:28 +00:00			`- [AI Test Kitchen](https://aitestkitchen.withgoogle.com/)`
Update README.md 2022-12-16 18:21:04 +00:00			`- [Prompt Engine](https://github.com/microsoft/prompt-engine)`
Update README.md 2022-12-16 17:38:17 +00:00
Update README.md 2022-12-16 17:43:59 +00:00			`## Guides`
			`- [Prompt Engineering by co:here](https://docs.cohere.ai/docs/prompt-engineering)`
Update README.md 2022-12-16 18:03:44 +00:00			`- [Prompt Engineering by Microsoft](https://microsoft.github.io/prompt-engineering/)`
Update README.md 2022-12-16 17:46:50 +00:00			`- [DALLE Prompt Book](https://dallery.gallery/the-dalle-2-prompt-book/)`
Update README.md 2022-12-16 17:53:36 +00:00			`- [DALL·E 2 Prompt Engineering Guide](https://docs.google.com/document/d/11WlzjBT0xRpQhP9tFMtxzd0q6ANIdHPUBkMV-YB043U/edit#)`
Update README.md 2022-12-16 19:56:47 +00:00			`- [Learn Prompting](https://learnprompting.org/)`
Update README.md 2022-12-16 18:22:49 +00:00			`- [Prompt Engineering Topic by GitHub](https://github.com/topics/prompt-engineering)`
Update README.md 2022-12-16 17:53:36 +00:00			`- [Prompt Engineering Template](https://docs.google.com/spreadsheets/d/1-snKDn38-KypoYCk9XLPg799bHcNFSBAVu2HVvFEAkA/edit#gid=0)`
Update README.md 2022-12-16 18:21:32 +00:00			`- [Awesome ChatGPT Prompts](https://github.com/f/awesome-chatgpt-prompts)`
Update README.md 2022-12-16 17:58:20 +00:00			`- [Prompt Engineering: From Words to Art](https://www.saxifrage.xyz/post/prompt-engineering)`
Update README.md 2022-12-16 19:48:23 +00:00			`- [A beginner-friendly guide to generative language models - LaMBDA guide](https://aitestkitchen.withgoogle.com/how-lamda-works)`

			`## Blog and Other Readings`
			`- [Giving GPT-3 a Turing Test](https://lacker.io/ai/2020/07/06/giving-gpt-3-a-turing-test.html)`
Update README.md 2022-12-16 19:56:47 +00:00			`- [Prompts as Programming](https://www.gwern.net/GPT-3#prompts-as-programming)`
Update README.md 2022-12-16 17:38:17 +00:00
Update README.md 2022-12-16 16:07:38 +00:00			`## Courses/Lectures`

			`## Tweets`