Few Shot Learning

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• Transfer Learning
• Multitask Learning
• Understanding few-shot learning in machine learning | Michael J. Garbade
• Advances in few-shot learning: a guided tour | Oscar Knagg - Towards Data Science
  • Advances in few-shot learning: reproducing results in PyTorch - Towards Data Science

• Matching Networks: A differentiable nearest-neighbors classifier
• Prototypical Networks: Learning prototypical representations
• Model-agnostic Meta-Learning: Learning to fine-tune