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Computer

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Artificial Intelligence (AI) - Cognitive Computing - Machine Intelligence

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AI - Subfields

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Machine Learning (ML) - Pattern Recognition

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ML - Models

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Artificial Neural Networks (ANN)

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ANN - Architectures

Group Equivariant Convolutional Neural Networks (G-CNN)

Created on Dec 12, 2022 · Last Modified on Jan 09, 2024

Group Equivariant Convolutional Neural Networks (G-CNN)
  • uses group

What it Offers

  • create architectures with guarantees of invariance and/or equivariance
  • equivariance allows for increased weight-sharing
  • psychology of vision (recognition by components)
  • efficient representation learning (leverage symmetries)

Resources

  • Group Equivariant Deep Learning (UvA - 2022)
  • Group Equivariant Convolutional Networks.pdf