如何理解 RNNs & LSTM 网络及资料

图解LSTM

图解LSTM LSTM Block

Long_Short_Term_Memory

Web Page

TensorFlow官方LSTM教程（colah大神Blog）：Understanding LSTM Networks (英文)

简书Not_GOD译文：[译] 理解 LSTM 网络

Wikipedia：Long_short-term_memory

theano官网的LSTM教程+代码：LSTM Networks for Sentiment Analysis

Andrej Karpathy's blog：The Unreasonable Effectiveness of Recurrent Neural Networks

WILDML |AIDeep LearningNLP：IMPLEMENTING A GRU/LSTM RNN WITH PYTHON AND THEANO

Schmidhuber的一个LSTM教程：Long Short-Term Memory: Tutorial on LSTM Recurrent Networks

Nico's blog：Simple LSTM，Github链接，参考Paper

如何用torch实现一层的lstm：LSTM implementation explained

牛津大学的Nando de Freitas教授的deep learning课程中关于RNN和LSTM的视频和讲义：Lecture 12: Recurrent neural networks and LSTMs

Anyone Can Learn To Code an LSTM-RNN in Python (Part 1: RNN)

Long Short-Term Memory | Neural Computation | MIT Press Journals

图解LSTM神经网络架构及其11种变体（附论文）

知乎LSTM专栏

[知乎] 有哪些LSTM(Long Short Term Memory)和RNN(Recurrent)网络的教程？

[知乎] LSTM神经网络输入输出究竟是怎样的？

[知乎] 循环神经网络教程第一部分-RNN简介

Hinton老先生的公开课：Neural Networks for Machine Learning讲LSTM

csdn Blog ：循环神经网络(RNN, Recurrent Neural Networks)介绍

csdn Blog ：LSTM简介以及数学推导(FULL BPTT)

csdn Blog ：论文阅读：A Critical Review of Recurrent Neural Networks for Sequence Learning

知乎：循环神经网络——实现LSTM|Gitbook - 循环神经网络——介绍

Eric Yuan's Blog：Recurrent Neural Networks II — LSTM

Paper

A Critical Review of Recurrent Neural Networks for Sequence LearningarXiv. 1506.00019

Supervised Sequence Labelling with Recurrent Neural Networks(Alex Graves. toronto.)

LONG SHORT-TERM MEMORYcmu. cs.

LSTM: A Search Space OdysseyarXiv. 1503.04069

Neural Turing MachinesarXiv. 1410.5401

计算机视觉中RNN应用于目标检测(zhwhong)

Github Project

Github lstm项目搜索：https://github.com/search?utf8=%E2%9C%93&q=lstm

https://github.com/wojzaremba/lstm(Lua)

https://github.com/nicodjimenez/lstm(Python)

https://github.com/junhyukoh/caffe-lstm(C++)

https://github.com/karpathy/char-rnn(Lua)

https://github.com/lipiji/rnn-theano(Python theno)

https://github.com/dophist/kaldi-lstm(C++ kaldi-lstm)

https://github.com/viorik/ConvLSTM(Lua ConvLSTM)

https://github.com/huashiyiqike/LSTM-MATLAB(MATLAB)

Implementing Multiple Layer Neural Network from Scratch：

https://github.com/pangolulu/neural-network-from-scratch(Python)