/dl_project1

Deep learning CNN Assignment

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dl_project1

Deep learning CNN Assignment

How to design a CNN network

Incomplete Hyperparameter List

Incomplete Hyperparameter list

  • Batch size
  • Number of epochs
  • Learning Rate
  • Weight decay
  • Activation function
  • Input normalization
  • Weight initialization
  • Data augmentation
  • Network Capacity(layers and neurons)
  • Early stopping policy
  • Normalization layer + hyperparameters
  • Loss function

Convolution

kernel size, stride, padding, dilated rate

Pooling

kernel size, stride, padding, avg/max/global average

Dilated convolution

Set in the normal convolution

Skip Connection

Inception block

CBR or CRB Block

CCC Block