You cannot select more than 25 topics Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
Prompt-Engineering-Guide/README.md

131 lines
8.2 KiB
Markdown

2 years ago
# Prompt Engineering Guide
2 years ago
Prompt engineering is a relatively new discipline for developing and optimizing prompts to efficiently use language models (LMs) for a wide variety of applications and research topics. Prompt engineering skills help to better understand the capabilities and limitations of large language models (LLMs). Researchers use prompt engineering to improve the capacity of LLMs on a wide range of common and complex tasks such as question answering and arithmetic reasoning. Developers use prompt engineering to design robust and effective prompting techniques that interface with LLMs and other tools.
2 years ago
1 year ago
Motivated by the high interest in developing with LLMs, we have created this new prompt engineering guide that contains all the latest papers, learning guides, lectures, references, and tools related to prompt engineering for LLMs.
Happy Prompting!
1 year ago
---
## Prompt Engineering for LLMs Course
Due to high demand, we are partnering with Maven to deliver a new course on Prompt Engineering for LLMs. If you are interested, [join the waitlist](https://maven.com/forms/4f11a9).
[Elvis Saravia](https://www.linkedin.com/in/omarsar/) (Cofounder of DAIR.AI and the creator of this guide), who has worked at companies like Meta AI and Elastic, and has years of experience in AI and LLMs, will be the instructor for this course.
Our learners range from software engineers to the top AI researchers and practitioners in organizations like LinkedIn, Amazon, JPMorgan Chase & Co., Intuit, Fidelity Investments, Coinbase, Guru, and many others.
---
## Announcements / Updates
1 year ago
- 🎓 New course on Prompt Engineering for LLMs coming soon! [Join the waitlist](https://maven.com/forms/4f11a9)!
- 💼 We now offer several [services](https://www.promptingguide.ai/services) like professional training, consulting, and talks.
- ✅ The official Prompt Engineering for LLMs Certification coming soon! [Join the waitlist](https://forms.gle/hZ5UZdYxLyb1SbyL9)!
- 🌐 We now support 11 languages! Welcoming more translations.
- 👩‍🎓 We crossed 700K learners in May 2023!
- 🎉 We have launched a new web version of the guide [here](https://www.promptingguide.ai/)
1 year ago
- 🔥 We reached #1 on Hacker News on 21 Feb 2023
- 🎉 The Prompt Engineering Lecture went live [here](https://youtu.be/dOxUroR57xs)
1 year ago
1 year ago
[Join our Discord](https://discord.gg/FUyz9vPAwf)
1 year ago
[Follow us on Twitter](https://twitter.com/dair_ai)
1 year ago
[Subscribe to our Newsletter](https://nlpnews.substack.com/)
---
## Guides
You can also find the most up-to-date guides on our new website [https://www.promptingguide.ai/](https://www.promptingguide.ai/).
- [Prompt Engineering - Introduction](https://www.promptingguide.ai/introduction)
- [Prompt Engineering - LLM Settings](https://www.promptingguide.ai/introduction/settings)
- [Prompt Engineering - Basics of Prompting](https://www.promptingguide.ai/introduction/basics)
- [Prompt Engineering - Prompt Elements](https://www.promptingguide.ai/introduction/elements)
- [Prompt Engineering - General Tips for Designing Prompts](https://www.promptingguide.ai/introduction/tips)
- [Prompt Engineering - Examples of Prompts](https://www.promptingguide.ai/introduction/examples)
- [Prompt Engineering - Techniques](https://www.promptingguide.ai/techniques)
- [Prompt Engineering - Zero-Shot Prompting](https://www.promptingguide.ai/techniques/zeroshot)
- [Prompt Engineering - Few-Shot Prompting](https://www.promptingguide.ai/techniques/fewshot)
- [Prompt Engineering - Chain-of-Thought Prompting](https://www.promptingguide.ai/techniques/cot)
- [Prompt Engineering - Self-Consistency](https://www.promptingguide.ai/techniques/consistency)
- [Prompt Engineering - Generate Knowledge Prompting](https://www.promptingguide.ai/techniques/knowledge)
- [Prompt Engineering - Automatic Prompt Engineer](https://www.promptingguide.ai/techniques/ape)
- [Prompt Engineering - Active-Prompt](https://www.promptingguide.ai/techniques/activeprompt)
- [Prompt Engineering - Directional Stimulus Prompting](https://www.promptingguide.ai/techniques/dsp)
- [Prompt Engineering - ReAct Prompting](https://www.promptingguide.ai/techniques/react)
- [Prompt Engineering - Multimodal CoT Prompting](https://www.promptingguide.ai/techniques/multimodalcot)
- [Prompt Engineering - Graph Prompting](https://www.promptingguide.ai/techniques/graph)
- [Prompt Engineering - Applications](https://www.promptingguide.ai/applications)
- [Prompt Engineering - Program-Aided Language Models](https://www.promptingguide.ai/applications/pal)
- [Prompt Engineering - Generating Data](https://www.promptingguide.ai/applications/generating)
- [Prompt Engineering - Generating Code](https://www.promptingguide.ai/applications/coding)
- [Prompt Engineering - Graduate Job Classification Case Study](https://www.promptingguide.ai/applications/workplace_casestudy)
- [Prompt Engineering - Models](https://www.promptingguide.ai/models)
- [Prompt Engineering - Flan](https://www.promptingguide.ai/models/flan)
- [Prompt Engineering - ChatGPT](https://www.promptingguide.ai/models/chatgpt)
- [Prompt Engineering - LLaMA](https://www.promptingguide.ai/models/llama)
- [Prompt Engineering - GPT-4](https://www.promptingguide.ai/models/gpt-4)
- [Prompt Engineering - Model Collection](https://www.promptingguide.ai/models/collection)
- [Prompt Engineering - Risks and Misuses](https://www.promptingguide.ai/risks)
- [Prompt Engineering - Adversarial Prompting](https://www.promptingguide.ai/risks/adversarial)
- [Prompt Engineering - Factuality](https://www.promptingguide.ai/risks/factuality)
- [Prompt Engineering - Biases](https://www.promptingguide.ai/risks/biases)
- [Prompt Engineering - Papers](https://www.promptingguide.ai/papers)
- [Prompt Engineering - Overviews](https://www.promptingguide.ai/papers#overviews)
- [Prompt Engineering - Approaches](https://www.promptingguide.ai/papers#approaches)
- [Prompt Engineering - Applications](https://www.promptingguide.ai/papers#applications)
- [Prompt Engineering - Collections](https://www.promptingguide.ai/papers#collections)
- [Prompt Engineering - Tools](https://www.promptingguide.ai/tools)
- [Prompt Engineering - Notebooks](https://www.promptingguide.ai/notebooks)
- [Prompt Engineering - Datasets](https://www.promptingguide.ai/datasets)
- [Prompt Engineering - Additional Readings](https://www.promptingguide.ai/readings)
2 years ago
---
1 year ago
## Lecture
We have published a 1 hour lecture that provides a comprehensive overview of prompting techniques, applications, and tools.
- [Video Lecture](https://youtu.be/dOxUroR57xs)
- [Notebook with code](https://github.com/dair-ai/Prompt-Engineering-Guide/blob/main/notebooks/pe-lecture.ipynb)
- [Slides](https://github.com/dair-ai/Prompt-Engineering-Guide/blob/main/lecture/Prompt-Engineering-Lecture-Elvis.pdf)
1 year ago
---
1 year ago
## Running the guide locally
1 year ago
1 year ago
To run the guide locally, for example to check the correct implementation of a new translation, you will need to:
1. Install Node >=18.0.0
1. Install `pnpm` if not present in your system. Check [here](https://pnpm.io/installation) for detailed instructions.
1. Install the dependencies: `pnpm i next react react-dom nextra nextra-theme-docs`
1. Boot the guide with `pnpm dev`
2. Browse the guide at `http://localhost:3000/`
---
1 year ago
## Appearances
Some places where we have been featured:
- Wall Street Journal - [ChatGPT Can Give Great Answers. But Only If You Know How to Ask the Right Question](https://www.wsj.com/articles/chatgpt-ask-the-right-question-12d0f035)
- Forbes - [Mom, Dad, I Want To Be A Prompt Engineer](https://www.forbes.com/sites/craigsmith/2023/04/05/mom-dad-i-want-to-be-a-prompt-engineer/?sh=7f1213159c8e)
- Markettechpost - [Best Free Prompt Engineering Resources (2023)](https://www.marktechpost.com/2023/04/04/best-free-prompt-engineering-resources-2023/)
2 years ago
---
If you are using the guide for your work, please cite us as follows:
```
@article{Saravia_Prompt_Engineering_Guide_2022,
author = {Saravia, Elvis},
journal = {https://github.com/dair-ai/Prompt-Engineering-Guide},
month = {12},
title = {{Prompt Engineering Guide}},
year = {2022}
}
```
1 year ago
## License
[MIT License](https://github.com/dair-ai/Prompt-Engineering-Guide/blob/main/LICENSE.md)
Feel free to open a PR if you think something is missing here. Always welcome feedback and suggestions. Just open an issue!