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Word2vec

Word2vec w pigułce

Word2vec w pigułce

Word2vec to metoda uczenia maszynowego mająca na celu stworzenie modelu językowego opartego na idei głębokiego uczenia (Deep Learning), jednakże sieć neuronowa wykorzystywana w tym przypadku jest stosunkowo płytka (w jej skład wchodzi zaledwie jedna warstwa ukryta).

Marcin Lewek
Marcin Lewek
Deep learning
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