xhero05 / tf-rnn-attention

Tensorflow implementation of attention mechanism for text classification tasks.

Geek Repo:Geek Repo

Github PK Tool:Github PK Tool

Tensorflow implementation of attention mechanism for text classification tasks.
Inspired by "Hierarchical Attention Networks for Document Classification", Zichao Yang et al. (http://www.aclweb.org/anthology/N16-1174).

Requirements

  • Python 2.7
  • Tensorflow >= 1.0
  • Keras (IMDB dataset)

To view visualization example visit http://htmlpreview.github.io/?https://github.com/ilivans/tf-rnn-attention/blob/master/visualization.html

My bachelor's thesis on sentiment classification of Russian texts using Bi-RNN with attention mechanism: https://github.com/ilivans/attention-sentiment

About

Tensorflow implementation of attention mechanism for text classification tasks.

License:MIT License


Languages

Language:Python 70.6%Language:HTML 29.4%