These are divided into general and level-specific categories. General resources are valuable for everyone, regardless of your current expertise. Level-specific resources are tailored to match where you are in your prompt engineering journey. We continuously update this page with the latest insights and techniques, so bookmark it and check back regularly!

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General Resources

Learn from the organizations building these AI systems and the experts pushing the boundaries of what’s possible with prompts.

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Other Prompt Engineering Guides

DAIR.AI*

OpenAI

Anthropic

Mistral

* Democratizing Artificial Intelligence Research, Education, and Technologies, https://www.dair.ai.

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Leading Experts on AI & Prompt Engineering

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Dr. Lance B. Eliot

World-renowned AI expert with over 7.4+ million views on his AI columns. As a seasoned CIO/CTO and entrepreneur, he bridges practical industry experience with deep academic research.
The use of generative AI can altogether succeed or fail based on the prompt that you enter
Follow him on X: Link \ Read his articles here: Link Our top 3 articles of Dr. Lance B. Eliot to begin with:
  1. Must-Read Best Of Practical Prompt Engineering Strategies To Become A Skillful Prompting Wizard In Generative AI: Link
  2. The Best Prompt Engineering Techniques For Getting The Most Out Of Generative AI: Link
  3. New Chain-Of-Feedback Prompting Technique Spurs Answers And Steers Generative AI Away From AI Hallucinations: Link

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Andrew Ng

Globally recognized AI leader and pioneer in machine learning education. Author of 200+ research papers and named to Time100 AI list of most influential AI persons in 2023.
We should automate things that are routine and boring, so we can spend more time doing things that are fulfilling
Homepage: Link \ His courses: Link \ Follow him on X: Link \ Newsletter: Link

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Andrej Karpathy

Renowned computer scientist and former Director of AI at Tesla, where he led the Autopilot Vision team. OpenAI co-founder specializing in deep learning and computer vision.
The hottest new programming language is English
Homepage: Link \ Follow him on X: Link \ YouTube Channel: Link
We highly recommend watching his “Intro to LLMs Talk” here or read its summarized version here.

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Level-specific Resources

Jump to resources that match your current expertise.

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Beginner Level

Start with Andrej Karpathy’s 1-hour LLM introduction here, the clearest explanation we’ve found. Prefer reading? Get the full transcript here. Here are some quick cheat sheets for you:

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Intermediate Level

Stay current with these essential AI resources:

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Expert Level

Prompts for Data Scientists: Link