TF-IDF (Term Frequency-Inverse Document Frequency)

TF-IDF measures word importance in a document set.
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Stop Words

Stop words are common words that are often omitted in processing.
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Stemming and Lemmatization

Stemming vs. Lemmatization: Key Techniques in NLP
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N-grams

N-grams are sequences of words used in text analysis.
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Unigrams

Unigrams are single words used in text analysis models.
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Bigrams

Bigrams are pairs of consecutive words for text analysis.
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Trigrams

Trigrams: Three-character sequences in text analysis.
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Topic Modeling

Topic Modeling: Analyzing Text Data for Insights
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Latent Dirichlet Allocation (LDA)

Latent Dirichlet Allocation: A topic modeling technique.
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Latent Semantic Analysis (LSA)

Latent Semantic Analysis enhances text understanding through context.
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