Guides & Explainers
In-depth written guides on AI concepts, from beginner to advanced
Prompt EngineeringPrompt Engineering
Few-Shot Prompting Explained: Zero-Shot, One-Shot and In-Context Learning
Few-shot prompting explained with examples: zero-, one- and few-shot as defined in the GPT-3 paper, in-context learning, and what research found about examples.
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Prompt Engineering
Chain-of-Thought Prompting Explained: Step-by-Step AI Reasoning
What chain-of-thought prompting is, with examples: the 2022 Wei paper, zero-shot "Let's think step by step" (17.7% to 78.7%), self-consistency and thinking modes.
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Prompt Engineering
Prompt Engineering Guide: How to Write Better AI Prompts
How to write AI prompts that work: be specific, add context, few-shot examples, chain-of-thought, roles and output formats, with before-and-after examples.
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