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numpy-dl

TODOs

Layers to add

  • Linear/Dense
  • Dropout
  • 2D convolution
    • stride
  • Flatten
  • Pooling
    • stride

Optimizers to add

  • SGD
  • Adam optimizer

Objective functions to add

  • Categorical Crossentropy
  • RMSprop

Other

  • Convert to graph structure
  • Add decaying learning rate
  • Add momentum to optimizers
  • Add callbacks
  • Add evaluate function
  • Remove mnist data loader dependency on keras/tensorflow

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