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A simple structure to build a network

@Author: Fan
All the project only based on numpy

Active Function Support

  • Sigmoid
  • ReLU
  • LeakyReLU
  • tanh
  • Softmax

Loss Function Support

  • CrossEntrop
  • L1 distance
  • L2 distance

Optimizer Strategies Support

  • SGD
  • Momentum
  • Adam

Initialize Strategies Support

  • Gaussion initialize
  • Constant initialize
  • Xavier initialize
  • He_normal initialize

Regularization Strategies Support

  • Batch Normal
  • Dropout
  • Parameters regularize

CNN Support

  • Padding
  • Pooling
  • Kernal

RNN Support

  • Classic RNN
  • LSTM

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A simple structure to train a network

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