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Machine Learning

Few-Shot Learning

Machine Learning· Advanced

Definition

A machine learning approach where a model learns to perform tasks from very few training examples — typically 1 to 20 per class. Leverages meta-learning and transfer learning to generalize rapidly from minimal data. Increasingly enabled by large pre-trained models that possess broad prior knowledge.

Tags

#meta-learning#generalization#data-efficiency#transfer
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