Recurrent Neural Network List

• 2017-Unfolding RNNs #Series#: RNN : Concepts and Architectures

• 2015-RECURRENT NEURAL NETWORKS TUTORIAL: Recurrent Neural Networks (RNNs) are popular models that have shown great promise in many NLP tasks. But despite their recent popularity I’ve only found a limited number of resources that throughly explain how RNNs work, and how to implement them. That’s what this tutorial is about. It’s a multi-part series in which I’m planning to cover the following.

• LSTM by Example using TensorFlow

• 循环神经网络RNN打开手册

• RNN以及LSTM的介绍和公式梳理

• Awesome Recurrent Neural Networks:Github上关于RNN的资源集锦

• Anyone Can Learn To Code an LSTM-RNN in Python:简单的以讲解代码为主的RNN与LSTM入门教程

• Recurrent Neural Networks for Beginners

• The Unreasonable Effectiveness of Recurrent Neural Networks

• 2018-Understanding The Recurrent Neural Network: What is Recurrent Neural Network (RNN)?

LSTM

• 2015-Understanding LSTM Networks:中文版为理解LSTM网络。

• LSTM NEURAL NETWORK FOR TIME SERIES PREDICTION

• Understanding Long Short-Term Memory Networks (LSTMs): This upgraded version of RNNs solved some of the problems that these networks usually have.