https://github.com/tanyachutani/siamese-network-on-text-data

Siamese Network On Quora Question Pairs Similarity Data Keras
https://github.com/tanyachutani/siamese-network-on-text-data

cnn-on-text deep-learning gru keras lstm one-shot-learning quora-question-pairs siamese-network siamese-neural-network text-similarity word2vec

Last synced: 21 days ago
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Siamese Network On Quora Question Pairs Similarity Data Keras

• Host: GitHub
• URL: https://github.com/tanyachutani/siamese-network-on-text-data
• Owner: TanyaChutani
• Created: 2020-04-18T21:03:40.000Z (almost 5 years ago)
• Default Branch: master
• Last Pushed: 2020-05-20T06:05:29.000Z (over 4 years ago)
• Last Synced: 2024-11-11T21:26:13.530Z (3 months ago)
• Topics: cnn-on-text, deep-learning, gru, keras, lstm, one-shot-learning, quora-question-pairs, siamese-network, siamese-neural-network, text-similarity, word2vec
• Language: Jupyter Notebook
• Size: 11 MB
• Stars: 0
• Watchers: 2
• Forks: 1
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# SiameseNetworkOnTextData

Siamese Network On Quora Question Pairs Similarity Data Keras 

## Dataset 

Quora Question Pair Similarity

[Download Dataset](https://www.kaggle.com/c/quora-question-pairs)

## Model

This is a natural language processing problem wherein we classify the question pairs as having similar intent or not.

- Developed a Siamese network, in this let the embeddings of two questions be passed through the same model. 

- check the distance measure using cosine similarity. 

- For embeddings, Word2Vec embeddings have been used.

## Result


#### GRU Model Prediction


![](https://github.com/TanyaChutani/Siamese-Network-On-Text-Data/blob/master/result/gru.PNG)


#### Conv1D (CNN) Model Prediction


![](https://github.com/TanyaChutani/Siamese-Network-On-Text-Data/blob/master/result/cnn.PNG)