好的博客、教程收集

Numpy

  1. 如何理解和使用NumPy.einsum?

TensorFlow

  1. tf.einsum

深度学习

  1. Implementing a CNN for Text Classification in TensorFlow
  2. Understanding Convolutional Neural Networks for NLP
  3. RNNs in Tensorflow, a Practical Guide and Undocumented Features
  4. Attention and Memory in Deep Learning and NLP
  5. 卷积神经网络CNN在自然语言处理中的应用

RNN结构和实现

  1. LSTM神经网络输入输出究竟是怎样的?
  2. 双向循环神经网络及TensorFlow实现
  3. Understanding LSTM Networks
  4. The Unreasonable Effectiveness of Recurrent Neural Networks
  5. Recurrent Neural Networks Tutorial, Part 1 – Introduction to RNNs

梯度下降算法

  1. 深度学习最全优化方法总结比较(SGD,Adagrad,Adadelta,Adam,Adamax,Nadam)

前沿论文

  1. 西土城的搬砖日常
点赞