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feedforward-mnist

a custom feedforward neural network for mnist handwriten data

explanation for each file

  • main.py

    主文件

  • processor.py

    正向传播的实现

  • backward_processor.py

    反向传播的实现

  • data_loader.py

    加载mnist数据集用

  • layer.py

    各种函数的实现

  • recorder.py

    输出准确率、梯度等,保存神经网络数据

  • test.py

    测试神经网络对于单个和所有数据的预测


  • main.py

    just main

  • processor.py

    implementation of forward propagation

  • backward_processor.py

    implementation of back propagation

  • data_loader.py

    loading minst data sets

  • layer.py

    implementation of functions (softmax, sigmoid and so on)

  • recorder.py

    output accuracy, gradient, etc. save neural network data

  • test.py

    test the prediction of the neural network for individual and total data