Top "Word-embedding" questions

For questions about word embedding, a language modelling technique in natural language processing.

How to get word vectors from Keras Embedding Layer

I'm currently working with a Keras model which has a embedding layer as first layer. In order to visualize the …

python dictionary keras keras-layer word-embedding
How is WordPiece tokenization helpful to effectively deal with rare words problem in NLP?

I have seen that NLP models such as BERT utilize WordPiece for tokenization. In WordPiece, we split the tokens like …

nlp word-embedding
How does mask_zero in Keras Embedding layer work?

I thought mask_zero=True will output 0's when the input value is 0, so the following layers could skip computation …

python machine-learning keras word-embedding
Using pretrained gensim Word2vec embedding in keras

I have trained word2vec in gensim. In Keras, I want to use it to make matrix of sentence using …

python keras gensim word2vec word-embedding
Merging layers on Keras (dot product)

I've been following Towards Data Science's tutorial about word2vec and skip-gram models, but I stumbled upon a problem that …

python tensorflow keras word2vec word-embedding
What does a weighted word embedding mean?

In the paper that I am trying to implement, it says, In this work, tweets were modeled using three types …

machine-learning nlp word2vec tf-idf word-embedding
Prevent over-fitting of text classification using Word embedding with LSTM

Objective : Identifying class label using user entered question (like Question Answer system). Data extracted from Big PDF file, and need …

tensorflow keras lstm text-classification word-embedding
Tensorflow: "GraphDef cannot be larger than 2GB." error when saving model after assigning variables

I want to use a pretrained model to warmly start another model with a little difference. Simply, I create a …

python tensorflow deep-learning word-embedding
Explain with example: how embedding layers in keras works

I don't understand the Embedding layer of Keras. Although there are lots of articles explaining it, I am still confused. …

machine-learning neural-network keras word-embedding
Use LSTM tutorial code to predict next word in a sentence?

I've been trying to understand the sample code with https://www.tensorflow.org/tutorials/recurrent which you can find at …

python tensorflow lstm word2vec word-embedding