Video course · 8 chapters · 17 min · certificate
Advanced Prompt Engineering for LLMs: Techniques to Improve AI Output
Advanced prompting from Microsoft's Generative AI for Beginners: an overview of techniques, few-shot, chain of thought, least-to-most, generated knowledge and RAG, self-refine and maieutic prompting, with worked examples.
What you'll learn
- Apply few-shot and chain-of-thought prompting
- Break problems down with least-to-most
- Use generated knowledge and RAG
- Improve answers with self-refine
- Check consistency with maieutic prompting
Chapters
8 chapters · 17:08-
2:34
01Intro Members
Introduction to prompting
Lesson five.
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1:17
02Overview Members
Techniques overview
The toolkit.
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2:33
03Methods Members
Advanced methods and accuracy
Least-to-most, self-refine, maieutic.
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2:09
04CoT Members
Chain of thought example
Alice's apples.
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3:52
05Knowledge Members
Generated knowledge and RAG
Providing facts.
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1:55
06Example Members
Least-to-most in data science
Breaking down a task.
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1:06
07Refine Members
Self-refine
Critique and improve.
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1:42
08Wrap-up Members
Maieutic prompting and summary
Explaining answers.
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