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Sikta Roy
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Sikta RoyKnowledge Contributor
Asked: May 5, 20242024-05-05T21:39:24+05:30 2024-05-05T21:39:24+05:30In: Education

Could you provide an overview of the Skip-gram model and its rationale behind generating word embeddings?

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Could you provide an overview of the Skip-gram model and its rationale behind generating word embeddings?
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  1. Sikta Roy
    Sikta Roy Knowledge Contributor
    2024-05-05T21:39:37+05:30Added an answer on May 5, 2024 at 9:39 pm

    Skip-gram is a type of neural network architecture used for learning word embeddings in NLP.
    The rationale behind Skip-gram is to predict the context words (words surrounding a target word) given a target word. The model learns to represent words in a continuous vector space where similar words are closer to each other.
    By training on a large corpus of text, Skip-gram captures the semantic relationships between words, allowing for tasks such as word similarity and analogy.

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