Giter VIP home page Giter VIP logo

lstm_attention's Introduction

LSTM_Attention

X = Input Sequence of length n.
H = LSTM(X); Note that here the LSTM has return_sequences = True,
    so H is a sequence of vectors of length n.
s is the hidden state of the LSTM (h and c)

h is a weighted sum over H: 加权和
h = sigma(j = 0 to n-1)  alpha(j) * H(j)

weight alpha[i, j] for each hj is computed as follows:
H = [h1,h2,...,hn]
M = tanh(H)
alhpa = softmax(w.transpose * M)

h# = tanh(h)
y = softmax(W * h# + b)

J(theta) = negative_log_likelihood + regularity

attModel1

GitHub 项目

datalogue/keras-attention

1

Attention_Recurrent

GitHub 项目

ningshixian/LSTM_Attention

attModel2

GitHub 项目

Keras Attention Mechanism

Example: Attention block*

Attention defined per time series (each TS has its own attention)

attModel3

Github 项目

keras-language-modeling

https://github.com/roebius/deeplearning_keras2/blob/master/nbs2/attention_wrapper.py

attModel4

Github 项目

CDRextraction

hierarchical-attention-networks

Github:

synthesio/hierarchical-attention-networks

self-attention-networks

参考

lstm_attention's People

Contributors

ningshixian avatar

Watchers

James Cloos avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.