SeanPlusPlus / prompt-engineering

https://twitter.com/andrewyng/status/1651605660382134274?s=46

Prompt Engineering for Devs

https://www.deeplearning.ai/short-courses/chatgpt-prompt-engineering-for-developers/

1. Intro

https://learn.deeplearning.ai/chatgpt-prompt-eng/lesson/1/introduction

• Fine tuned instructions
• RLHF: Reinforcement Learning with Human Feedback
• More widely used than Base LLMs

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2. Guidelines

https://learn.deeplearning.ai/chatgpt-prompt-eng/lesson/2/guidelines

• Use delimiters
• Ask for structured output
• Provide concrete steps for the model to follow

https://twitter.com/SeanPlusPlus/status/1653842628067328000

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3. Iterative

https://learn.deeplearning.ai/chatgpt-prompt-eng/lesson/3/iterative

• Build up prompts to get to a desired output

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4. Summarize

https://learn.deeplearning.ai/chatgpt-prompt-eng/lesson/4/summarizing

• If you have a site with many reviews, super useful to ask LLM to summarize

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5. Inferring

https://learn.deeplearning.ai/chatgpt-prompt-eng/lesson/5/inferring

• Useful tools for sentiment analysis

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6. Transforming

https://learn.deeplearning.ai/chatgpt-prompt-eng/lesson/6/transforming

• Translating languages super straightforward
• Can also translate tone (slang to formal business)
• Format (JSON to HTML)
• Spellcheck and Grammar check
• Just ask it to use APA as well
• Can redline text and as well!

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7. Expanding

https://learn.deeplearning.ai/chatgpt-prompt-eng/lesson/7/expanding

• Degree of randomness of model
• Temperature allows us to change variety of responses

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8. Chatbot

https://learn.deeplearning.ai/chatgpt-prompt-eng/lesson/8/chatbot

• Each interaction with a large language model is a standalon interaction
• You need to pass the entire body of previous parts of a conversation to "simulate" that a conversation is ongoing
• Also can program roles
• System, Assistant, User ... 3 roles
• As a dev, we can set the System message to "whisper in the ear" of the Assistant