圖解LSTM
Web Page
TensorFlow官方LSTM教程(colah大神Blog):Understanding LSTM Networks (英文)
簡書Not_GOD譯文:[譯] 理解 LSTM 網絡
Wikipedia:Long_short-term_memory
theano官網的LSTM教程+代碼: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 THEANOSchmidhuber的一個LSTM教程:Long Short-Term Memory: Tutorial on LSTM Recurrent Networks
Nico's blog:Simple LSTM , Github鏈接,參考Paper
如何用torch實現一層的lstm:LSTM implementation explained
牛津大學的Nando de Freitas教授的deep learning課程中關于RNN和LSTM的視頻和講義: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
Hinton老先生的公開課:Neural Networks for Machine Learning講LSTM
csdn Blog :循環神經網絡(RNN, Recurrent Neural Networks)介紹
csdn Blog :LSTM簡介以及數學推導(FULL BPTT)
csdn Blog :論文閱讀:A Critical Review of Recurrent Neural Networks for Sequence Learning
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
......(需要大量Paper的可以簡信私聊我)
Github Project
Github lstm項目搜索:https://github.com/search?utf8=%E2%9C%93&q=lstm
https://github.com/nicodjimenez/lstm (Python)
https://github.com/lipiji/rnn-theano (Python theno)
https://github.com/dophist/kaldi-lstm (C++ kaldi-lstm)
https://github.com/viorik/ConvLSTM (Lua ConvLSTM)
Implementing Multiple Layer Neural Network from Scratch:
https://github.com/pangolulu/neural-network-from-scratch (Python)
(更新中,歡迎補充!)
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