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Miscellaneous/Word_Embedding.md

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@@ -44,11 +44,11 @@ FastText embedding file can be downloaded from -> [https://fasttext.cc/docs/en/
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Some of the simple ways for getting embedding of components formed by words like phrases, sentences, or documents are:
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> Get the mean (average) of the word embeddings of the words forming that component.
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1. Get the mean (average) of the word embeddings of the words forming that component.
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> Concatenate the word embeddings of the words of the component. This method may not be very useful since it creates very large sized vectors, as the sequence length increases.
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2. Concatenate the word embeddings of the words of the component. This method may not be very useful since it creates very large sized vectors, as the sequence length increases.
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> Store and use different distribution (max, min, avg) of the word embeddings of the words forming that component.
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3. Store and use different distribution (max, min, avg) of the word embeddings of the words forming that component.
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There is also an approach known as ‘BERT’ to get sentence embedding, which is explained more [here].
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