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We found 2 dictionaries that define the word one-shot learning:

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  1. One-shot learning: Wikipedia, the Free Encyclopedia
  2. one-shot learning: Wiktionary

Definitions from Wiktionary (one-shot learning)

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

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