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Understanding Deep Learning

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Chapter 11 - Residual Networks

Chapter 11 - Residual Networks

Sep 30, 20241 min read

  • architecture

Chapter 11 - Residual Networks

 

Sequential Processing

Limitations

  • Alex Net, Vgg . image classification performance decreases again as further layers are added
  • Exploding Gradient

Residual

  • Res Net
  • Skip Connection
  • Batch Normalization

Architectures

  • Res Net
  • Dense Net
  • Unet
  • Highway Convolutions
  • ResNeXt

Extras

  • BlockDrop
  • Shake-Shake
  • Shake-Drop

Graph View

  • Chapter 11 - Residual Networks
  • Sequential Processing
  • Limitations
  • Residual
  • Architectures
  • Extras

Backlinks

  • _Index_of_Understanding-Deep-Learning
  • Understanding Deep Learning

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