Word-embedding-with-Python

word2vec, doc2vec, GloVe implementation with Python

word2vec

• Python implementation and application of word2vec with Gensim
• Original paper: Mikolov, T., Chen, K., Corrado, G., & Dean, J. (2013). Efficient estimation of word representations in vector space. arXiv preprint arXiv:1301.3781.

doc2vec

• Python implementation and application of doc2vec with Gensim
• Original paper: Le, Q., & Mikolov, T. (2014). Distributed representations of sentences and documents. In Proceedings of the 31st International Conference on Machine Learning (ICML-14) (pp. 1188-1196).

GloVe

• Python implementation and application of GloVe with glove-python
• Original paper: Pennington, J., Socher, R., & Manning, C. (2014). Glove: Global vectors for word representation. In Proceedings of the 2014 conference on empirical methods in natural language processing (EMNLP) (pp. 1532-1543).