[福利] 深入理解 RNNs & LSTM 网络学习资料

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图解LSTM

LSTM Block

Long_Short_Term_Memory

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Web Page

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

• 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 | AI Deep Learning NLP：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

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Paper

• A Critical Review of Recurrent Neural Networks for Sequence Learning arXiv. 1506.00019

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

• LONG SHORT-TERM MEMORY cmu. cs.

• LSTM: A Search Space Odyssey arXiv. 1503.04069

• Neural Turing Machines arXiv. 1410.5401

• 计算机视觉中RNN应用于目标检测(zhwhong)

......(需要大量Paper的可以简信私聊我)

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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)

（更新中，欢迎补充！）

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