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RNN

基本理论

  • The Unreasonable Effectiveness of Recurrent Neural Networks (article)
  • Recurrent Neural Networks Tutorial (article)
  • Recurrent Neural Networks Tutorial, Part 2 – Implementing a RNN with Python, Numpy and Theano (article)
  • Recurrent Neural Networks Tutorial, Part 3 – Backpropagation Through Time and Vanishing Gradients (article)
  • Recurrent Neural Network Tutorial, Part 4 – Implementing a GRU and LSTM RNN with Python and Theano (article)
  • Anyone Can Learn To Code an LSTM-RNN in Python (Part 1: RNN) (article)
  • Understanding LSTM Networks (article)
  • Why LSTMs Stop Your Gradients From Vanishing: A View from the Backwards Pass (article)
  • Simple LSTM (article)
  • 循环神经网络(RNN)模型与前向反向传播算法 (article)
  • LSTM模型与前向反向传播算法 (article)
  • RNN (article)
  • 完全图解RNN、RNN变体、Seq2Seq、Attention机制 (article)
  • TensorFlow中RNN实现的正确打开方式 (article)
  • RNN结构理解和双向、深层RNN (article)
  • RNN梯度消失和爆炸的原因 (article)
  • LSTM如何解决梯度消失问题 (article)
  • 数学 · RNN(一)· 从 NN 到 RNN (article)
  • 数学 · RNN(二)· BPTT 算法 (article)