These are divided into general and level-specific categories. General resources are valuable for everyone, regardless of your level in Prompt Engineering. Level-specific resources are tailored to your expertise.

We will continuously update this page, so keep checking back if you aspire to be the next prompt engineering wizard!

General Resources

Discover prompt engineering guides from top AI organizations and learn from leading experts in the field. Gain practical strategies and techniques to improve your skills.

Other Prompt Engineering Guides

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

Leading Experts on AI & Prompt Engineering

Dr. Lance B. Eliot

He is a world-renowned expert on AI with over 7.4+ million amassed views of his AI columns. As a CIO/CTO seasoned executive and high-tech entrepreneur, he combines 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

Andrew Ng

He is a globally recognized leader in AI. As a pioneer in machine learning and online education, Andrew Ng has changed countless lives through his work in AI, and has authored or co-authored over 200 research papers in machine learning, robotics and related fields. In 2023, he was named to the Time100 AI list of the most influential AI persons in the world.

“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

Andrej Karpathy

He is a renowned computer scientist known for his expertise in AI and deep learning. He previously served as the Director of AI at Tesla, where he led the Autopilot Vision team. Karpathy co-founded OpenAI and worked there 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.

Level-specific Resources

Deep dive into resources tailored to your level of prompting expertise. Unsure of your current level? Take a quick look here.

Beginner Level

If you are interested in a high-quality introduction to LLMs, spend 1 hour with Andrej Karpathy by watching his talk on this topic here. It’s the best explanation we have found so far! Alternatively, you can also read the full transcript of his introduction here.

Here are some quick cheat sheets for you:

Intermediate Level

Learn more about AI by following the following ressources:

Expert Level

Prompts for Data Scientists: Link

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