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gensim is the python library for topic modelling. multi-dimensional vector representation of words or sentences which preserves semantic meaning is computed through word2vec and doc2vec models.

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When to use different Word2Vec training approaches?

I.e, Word2Vec in Tensorflow or Word2Vec trained with Gensim ? In what cases would implementing it through the more manual first approach be useful vs. the second one? … If there is already an easier way to train a word2vec model using gensim, why is that not used always? Furthermore, what is the benefit in using a pre-trained model like the Google News dataset? …
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