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  1. Asked: March 31, 2024In: Education

    What is topic modeling in NLP?

    Vijay Kumar
    Vijay Kumar Knowledge Contributor
    Added an answer on March 31, 2024 at 2:10 pm

    Topic modeling is a statistical modeling technique used to identify topics or themes present in a collection of text documents, often based on probabilistic models such as Latent Dirichlet Allocation (LDA).

    Topic modeling is a statistical modeling technique used to identify topics or themes present in a collection of text documents, often based on probabilistic models such as Latent Dirichlet Allocation (LDA).

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  2. Asked: March 31, 2024In: Education

    What is word embedding in NLP?

    Vijay Kumar
    Vijay Kumar Knowledge Contributor
    Added an answer on March 31, 2024 at 2:09 pm

    Word embedding is a technique used to represent words as dense, low-dimensional vectors in a continuous vector space, capturing semantic relationships and contextual information between words.

    Word embedding is a technique used to represent words as dense, low-dimensional vectors in a continuous vector space, capturing semantic relationships and contextual information between words.

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  3. Asked: March 31, 2024In: Education

    What is attention mechanism in NLP?

    Vijay Kumar
    Vijay Kumar Knowledge Contributor
    Added an answer on March 31, 2024 at 2:08 pm

    Attention mechanism is a mechanism used in sequence-to-sequence models to selectively focus on relevant parts of the input sequence when generating each element of the output sequence, improving the model's performance.

    Attention mechanism is a mechanism used in sequence-to-sequence models to selectively focus on relevant parts of the input sequence when generating each element of the output sequence, improving the model’s performance.

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  4. Asked: March 31, 2024In: Education

    What is sequence-to-sequence modeling in NLP?

    Vijay Kumar
    Vijay Kumar Knowledge Contributor
    Added an answer on March 31, 2024 at 2:07 pm

    Sequence-to-sequence modeling is an approach in NLP where both the input and output are variable-length sequences, commonly used for tasks such as machine translation, text summarization, and chatbot responses.

    Sequence-to-sequence modeling is an approach in NLP where both the input and output are variable-length sequences, commonly used for tasks such as machine translation, text summarization, and chatbot responses.

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  5. Asked: March 31, 2024In: Education

    What is machine translation in NLP?

    Vijay Kumar
    Vijay Kumar Knowledge Contributor
    Added an answer on March 31, 2024 at 2:06 pm

    Machine translation is the task of automatically translating text from one language to another, using algorithms and statistical models trained on parallel corpora of translated sentences.

    Machine translation is the task of automatically translating text from one language to another, using algorithms and statistical models trained on parallel corpora of translated sentences.

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  6. Asked: March 31, 2024In: Education

    What is text summarization in NLP?

    Vijay Kumar
    Vijay Kumar Knowledge Contributor
    Added an answer on March 31, 2024 at 2:06 pm

    Text summarization is the process of generating a concise and coherent summary of a longer text document while retaining the most important information and key points.

    Text summarization is the process of generating a concise and coherent summary of a longer text document while retaining the most important information and key points.

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  7. Asked: March 31, 2024In: Education

    What is sentiment analysis in NLP?

    Vijay Kumar
    Vijay Kumar Knowledge Contributor
    Added an answer on March 31, 2024 at 2:06 pm

    Sentiment analysis is the process of analyzing text data to determine the sentiment or opinion expressed, such as positive, negative, or neutral, often used for tasks such as sentiment classification or sentiment polarity detection.

    Sentiment analysis is the process of analyzing text data to determine the sentiment or opinion expressed, such as positive, negative, or neutral, often used for tasks such as sentiment classification or sentiment polarity detection.

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  8. Asked: March 31, 2024In: Education

    What is named entity recognition (NER) in NLP?

    Vijay Kumar
    Vijay Kumar Knowledge Contributor
    Added an answer on March 31, 2024 at 2:05 pm

    Named entity recognition is the process of identifying and classifying named entities (such as persons, organizations, locations, etc.) in text documents.

    Named entity recognition is the process of identifying and classifying named entities (such as persons, organizations, locations, etc.) in text documents.

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  9. Asked: March 31, 2024In: Education

    What is part-of-speech tagging (POS tagging) in NLP?

    Vijay Kumar
    Vijay Kumar Knowledge Contributor
    Added an answer on March 31, 2024 at 2:04 pm

    Part-of-speech tagging is the process of assigning grammatical categories (such as noun, verb, adjective, etc.) to words in a sentence, based on their syntactic context.

    Part-of-speech tagging is the process of assigning grammatical categories (such as noun, verb, adjective, etc.) to words in a sentence, based on their syntactic context.

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  10. Asked: March 31, 2024In: Education

    What is lemmatization in NLP?

    Vijay Kumar
    Vijay Kumar Knowledge Contributor
    Added an answer on March 31, 2024 at 2:04 pm

    Lemmatization is the process of reducing words to their base or dictionary form (lemma) by considering their meaning and context, often resulting in more accurate normalization compared to stemming.

    Lemmatization is the process of reducing words to their base or dictionary form (lemma) by considering their meaning and context, often resulting in more accurate normalization compared to stemming.

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