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few-shot learning

Each folder contains an implementation of each model.
  • data_helper. data processing
  • model. model construction
  • trainer. train model
  • metrics. performance metrics
  • config.json Configuration files for model parameters and training parameters

induction_network

  • paper: Few-Shot Text Classification with Induction Network

relation_network

  • paper: Learning to Compare: Relation Network for Few-Shot Learning

prototypical_network

  • paper: Prototypical Networks for Few-shot Learning

siamese_network

  • paper: Siamese Neural Networks for One-shot Image Recognition

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classical model code implementation of few-shot/one-shot lenaring, including siamese network, prototypical network, relation network, induction network

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