Natural Language Processing Archives

Word2Vec: A Deeper Understanding of Word Embeddings and Their Training Methods

03/03/2025

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Word2Vec is a model for learning word embeddings, which converts words and their semantics into vectors through neural networks. Word2Vec provides two training methods: CBOW and Skip-gram, and improves efficiency through Negative Sampling and Subsampling technologies. This article will introduce the basic principles and training methods of Word2Vec.

10 views
10 minute read

Word2Vec: A Deeper Understanding of Word Embeddings and Their Training Methods

ByWayne
03/03/2025

43 views
9 minute read

Gated Recurrent Unit (GRU)

ByWayne
24/02/2025

The gated recurrent unit (GRU) is a type of RNN specifically designed to process sequential data. Similar to the long short-term memory (LSTM), it is designed to solve the long-term dependency problem of the standard RNN.

36 views
11 minute read

Long Short-Term Memory (LSTM)

ByWayne
24/02/2025

Long short-term (LSTM ) is a type of RNN specifically designed to process sequential data. Compared to standard RNNs, LSTM networks are able to maintain useful long-term dependencies for making predictions in the current and future time steps.

75 views
13 minute read

Recurrent Neural Networks (RNN)

ByWayne
15/02/2025

Recurrent Neural Networks (RNN) is a neural network architecture that specializes in processing sequential data. RNN uses recurrent connections to retain previous output information, allowing the network to consider past states while processing the current step. This article will introduce the basic principles of RNN.

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Word2Vec: A Deeper Understanding of Word Embeddings and Their Training Methods

Natural Language Processing

Word2Vec: A Deeper Understanding of Word Embeddings and Their Training Methods

Gated Recurrent Unit (GRU)

Long Short-Term Memory (LSTM)

Recurrent Neural Networks (RNN)

Word2Vec: A Deeper Understanding of Word Embeddings and Their Training Methods

Gated Recurrent Unit (GRU)

Long Short-Term Memory (LSTM)

Recurrent Neural Networks (RNN)

Convolutional Neural Networks (CNN)

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