Top "Word2vec" questions

This tool provides an efficient implementation of the continuous bag-of-words and skip-gram architectures for computing vector representations of words.

Word2Vec: Number of Dimensions

I am using Word2Vec with a dataset of roughly 11,000,000 tokens looking to do both word similarity (as part of …

machine-learning nlp word2vec
SpaCy: how to load Google news word2vec vectors?

I've tried several methods of loading the google news word2vec vectors (https://code.google.com/archive/p/word2vec/): …

python nlp word2vec spacy
Tensorflow: Word2vec CBOW model

I am new to tensorflow and to word2vec. I just studied the word2vec_basic.py which trains the …

python tensorflow word2vec
Using a Word2Vec model pre-trained on wikipedia

I need to use gensim to get vector representations of words, and I figure the best thing to use would …

wikipedia gensim word2vec
word2vec lemmatization of corpus before training

Word2vec seems to be mostly trained on raw corpus data. However, lemmatization is a standard preprocessing for many semantic …

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How to train Word2vec on very large datasets?

I am thinking of training word2vec on huge large scale data of more than 10 TB+ in size on web …

python c machine-learning word2vec
word2vec - what is best? add, concatenate or average word vectors?

I am working on a recurrent language model. To learn word embeddings that can be used to initialize my language …

python word2vec gensim word-embedding language-model
What is a projection layer in the context of neural networks?

I am currently trying to understand the architecture behind the word2vec neural net learning algorithm, for representing words as …

machine-learning nlp neural-network word2vec
TensorFlow Embedding Lookup

I am trying to learn how to build RNN for Speech Recognition using TensorFlow. As a start, I wanted to …

tensorflow word2vec recurrent-neural-network language-model
Word2vec with elasticsearch for texts similarity

I have a large collection of texts, where each text is rapidly growing. I need to implement a similarity search. …

elasticsearch word2vec