Encyclopedia · 176 concepts

Core ML Concepts · intermediate · concept 24 of 176

Few-Shot & Zero-Shot Learning

Few-shot: learning from just a handful of examples. Zero-shot: performing tasks with no examples, using only a description. LLMs excel at both, GPT-3 showed that scale enables few-shot learning.

Key terms

In-context learningPrompt engineeringMeta-learningGeneralization

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Where you meet it in the real world

Chatbots answering novel questions, classifying with minimal labeled data

Videos

What is Zero-Shot Learning?

IBM Technology · YouTube