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Python

Word2vec: Modelo Skip-Gram

Word2vec: Modelo Skip-Gram

Podemos fazer os computadores entenderem palavras ao transformá-las em números – ou melhor, vetores. Mas como fazer os computadores entenderem relações entre as palavras? Uma das formas é o Modelo Skip-Gram.

Marcin Lewek
Marcin Lewek
Artificial intelligence
O que é Word2Vec

O que é Word2Vec

Word2Vec é um método de Aprendizado de Máquina para construir um modelo de linguagem baseado em ideias de Aprendizado Profundo. No entanto, a rede neural usada aqui é um tanto superficial (tem apenas uma camada escondida).

Marcin Lewek
Marcin Lewek
Tutorials & Guides
Word2vec: The Skip-Gram Model

Word2vec: The Skip-Gram Model

People understand words with ease (usually). It's a bit harder for computers, but we can represent words with numbers to make them comprehensive. Not just any numbers, but vectors. Surprisingly, it's a common language for us, and that can lead to quite impressive things.

Marcin Lewek
Marcin Lewek
Tutorials & Guides
Word2vec Explained

Word2vec Explained

Word2Vec is a Machine Learning method of building a language model based on Deep Learning ideas; however, a neural network that is used here is rather shallow (consists of only one hidden layer).

Marcin Lewek
Marcin Lewek
Tutorials & Guides