Dry Goods--lstm detailed, about Lstm's previous incarnation

Source: Internet
Author: User

Recently in doing lip reading field of research, design to C3D and RNN combination, so carefully observe the next LSTM series of papers, summed up as follows:

The ppt total length is 98 pages, the content includes:
1.conventional lstm (Detailed explanation of BPTT algorithm)
The proposed 2.forget gate
3.Peephole mechanism
4.encoder-decoder
5.GRU
6. Gated feedback for processing long-term and short-term information RNN
7. The attention mechanism, which is now widely used, includes the original version and the modified version
And the corresponding references, after reading, you will certainly benefit ^_^.

2017-12-18 update: Added understanding of "attention is" all your need (2017, NIPS)

Link: https://pan.baidu.com/s/1bXH2lK Password: Kpik
Only for learning and exchange use, I hope to help you.

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