[福利] 深入理解 RNNs & LSTM 网络学习资料图解

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 | 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

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)

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！）

(注：感谢您的阅读，希望本文对您有所帮助。如果觉得不错欢迎分享转载，但请先点击 这里 获取授权。本文由 版权印 提供保护，禁止任何形式的未授权违规转载，谢谢！)