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  1. Topic Modeling - Types, Working, Applications - GeeksforGeeks

    Jul 23, 2025 · Topic modelling is a powerful text mining approach that allows researchers, businesses, and selection-makers to discover the hidden thematic structures within big collections of unstructured …

  2. A comprehensive overview of topic modeling: Techniques, …

    May 1, 2025 · Topic modeling is an unsupervised NLP technique that aims to extract hidden themes within a corpus of textual documents. This paper provides a thorough and comprehensive review of …

  3. What is Topic Modeling? An Introduction With Examples

    Oct 19, 2023 · Topic modeling is a frequently used approach to discover hidden semantic patterns portrayed by a text corpus and automatically identify topics that exist inside it.

  4. Topic model - Wikipedia

    In statistics and natural language processing, a topic model is a type of statistical model for discovering the abstract "topics" that occur in a collection of documents. Topic modeling is a frequently used text …

  5. Topic Modelling - Text Analysis - Guides at Penn Libraries

    Dec 11, 2025 · Topic modeling is a type of statistical modeling used to identify topics or themes within a collection of documents. It involves automatically clustering words that tend to co-occur frequently …

  6. What Is Topic Modeling? - Coursera

    6 days ago · What is topic modeling? Topic modeling is a machine learning technique that identifies groups of similar topics within a collection of texts. This statistical modeling process can help to …

  7. Introduction to Topic Modelling in NLP - DigitalOcean

    Jan 26, 2026 · Topic modelling is a technique in Natural Language Processing (NLP) that helps us automatically discover hidden themes or topics within a large collection of text documents.

  8. Topic Modeling: LDA, BERTopic, and LLM-Based Approaches

    Topic Modeling: LDA, BERTopic, and LLM-Based Approaches Topic modeling is an unsupervised technique for discovering abstract themes that occur across a collection of documents. Unlike …

  9. What is topic modeling? - IBM

    Topic models specifically identify common keywords or phrases in a text dataset and group those words under a number of topics. They aim to uncover the latent topics or themes characterizing a set of …

  10. The Ultimate Guide to Topic Modeling - numberanalytics.com

    Jun 11, 2025 · Learn the ins and outs of topic modeling, from basics to advanced techniques, and discover how to apply it to real-world problems.