Deep Learning/PyTorch

Word2Vec VS Neural networks Emedding

Naranjito 2022. 8. 21. 18:19
  • Word2Vec

Steps

 

1. Convert words to one-hot-vector

2. Get W(lookup table) : V * M (V : len_of_words * M : Hyperparameter, usually used square of 2)

 

  • Neural networks Emedding

Steps

 

1. Conver words to integer

2. Get embedding table(lookup table)  : num_embeddings * embedding_dim (num_embeddings : len_of_words * embedding_dim : Hyperparameter)

 

Reference : https://wikidocs.net/60854

https://wikidocs.net/64779