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We found one dictionary that defines the word few-shot learning:

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  1. few-shot learning: Wiktionary

Definitions from Wiktionary (few-shot learning)

noun:  (machine learning) An object categorization problem, mainly in computer vision, involving the classification of objects based on only a few examples.

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