• Getting a conceptual understanding of multi-layer neural networks
  • Training neural networks for image classification
  • Implementing the powerful backpropagation algorithm
  • Debugging neural network implementations

multi-layer perceptron (MLP) MLP learning procedure

为了应对多分类,用one-hot representation

计算过程

  1. 计算第一层的输出
  2. 计算错误,最小化损失函数
  3. 反向传播错误,推导出权重,更新模型

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