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Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# SiameseNetworkOnTextData\nSiamese Network On Quora Question Pairs Similarity Data Keras \n\n\n## Dataset \nQuora Question Pair Similarity\u003c/br\u003e\n[Download Dataset](https://www.kaggle.com/c/quora-question-pairs)\u003c/br\u003e\n\n## Model\nThis is a natural language processing problem wherein we classify the question pairs as having similar intent or not.\n- Developed a Siamese network, in this let the embeddings of two questions be passed through the same model. \n- check the distance measure using cosine similarity. \n- For embeddings, Word2Vec embeddings have been used.\n\n## Result\u003cbr /\u003e\n\n#### GRU Model Prediction\u003cbr /\u003e\n![](https://github.com/TanyaChutani/Siamese-Network-On-Text-Data/blob/master/result/gru.PNG)\u003cbr /\u003e\n\n#### Conv1D (CNN) Model Prediction\u003cbr /\u003e\n![](https://github.com/TanyaChutani/Siamese-Network-On-Text-Data/blob/master/result/cnn.PNG)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftanyachutani%2Fsiamese-network-on-text-data","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftanyachutani%2Fsiamese-network-on-text-data","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftanyachutani%2Fsiamese-network-on-text-data/lists"}