https://github.com/ilivans/tf-rnn-attention

Tensorflow implementation of attention mechanism for text classification tasks.
https://github.com/ilivans/tf-rnn-attention

attention rnn sentiment-analysis tensorflow text-classification

Last synced: 3 months ago
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Tensorflow implementation of attention mechanism for text classification tasks.

• Host: GitHub
• URL: https://github.com/ilivans/tf-rnn-attention
• Owner: ilivans
• License: mit
• Created: 2017-02-27T11:18:25.000Z (over 7 years ago)
• Default Branch: master
• Last Pushed: 2019-12-20T20:09:12.000Z (almost 5 years ago)
• Last Synced: 2024-06-16T00:37:40.279Z (5 months ago)
• Topics: attention, rnn, sentiment-analysis, tensorflow, text-classification
• Language: Python
• Size: 1.93 MB
• Stars: 745
• Watchers: 31
• Forks: 291
• Open Issues: 1
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
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 >= 2.6

- Tensorflow >= 1.0

- Keras (IMDB dataset)

- tqdm

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