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You may be familiar with the bag-of-words model from the Visualizes Word2Vec embeddings by applying dimensionality reductionįeel free to skip these review sections if you’re already familiar with the models. Introduces several training parameters and demonstrates their effect Shows off a demo of Word2Vec using a pre-trained modelĭemonstrates training a new model from your own data Introduces Word2Vec as an improvement over traditional bag-of-words Word2vec is very useful in automatic text tagging, recommender Vec(“Montreal Canadiens”) – vec(“Montreal”) + vec(“Toronto”) =~ vec(“Toronto Maple Leafs”). With remarkable linear relationships that allow us to do things like: The output are vectors, one vector per word, Using large amounts of unannotated plain text, word2vec learns relationshipsīetween words automatically. Networks, commonly referred to as “deep learning” (though word2vec itself is rather shallow). 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