Few-Shot Learning Skills

Teach LLMs new tasks by showing 2-10 examples instead of fine-tuning. Master example selection, ordering, and the bias-variance tradeoffs of in-context learning.

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6
Lessons
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Code Examples
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Lessons in This Skill

Work through these 6 lessons in order, or jump to whichever topic you need most.

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Choosing Good Examples

Beginner
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Example Ordering Effects

Intermediate
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Dynamic Few-Shot Retrieval

Advanced
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Balancing Class Distribution

Intermediate
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Using Negative Examples

Intermediate
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How Many Examples Is Enough

Intermediate