site_name: BERTopic
repo_url: https://github.com/MaartenGr/BERTopic
site_url: https://maartengr.github.io/BERTopic/
site_description: Leveraging BERT and a class-based TF-IDF to create easily interpretable topics.
site_author: Maarten P. Grootendorst
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extra_css:
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nav:
  - Home: index.md
  - The Algorithm: algorithm/algorithm.md
  - Getting Started:
      - Quick Start: getting_started/quickstart/quickstart.md
      - Serialization: getting_started/serialization/serialization.md       
      - Search Topics: getting_started/search/search.md
      - Best Practices: getting_started/best_practices/best_practices.md
      - In-depth:
        - Visualizations:
          - Topics:  getting_started/visualization/visualize_topics.md
          - Documents:  getting_started/visualization/visualize_documents.md
          - Terms:  getting_started/visualization/visualize_terms.md
          - Hierarchy:  getting_started/visualization/visualize_hierarchy.md
        - Update Topics:
          - Topic Reduction: getting_started/topicreduction/topicreduction.md
          - Update Topic Representations: getting_started/topicrepresentation/topicrepresentation.md
          - Outlier reduction: getting_started/outlier_reduction/outlier_reduction.md       
        - Parameter tuning: getting_started/parameter tuning/parametertuning.md       
        - Tips & Tricks: getting_started/tips_and_tricks/tips_and_tricks.md       
      - Sub-models:
        - 1. Embeddings: getting_started/embeddings/embeddings.md
        - 2. Dimensionality Reduction: getting_started/dim_reduction/dim_reduction.md
        - 3. Clustering: getting_started/clustering/clustering.md
        - 4. Vectorizers: getting_started/vectorizers/vectorizers.md
        - 5. c-TF-IDF: getting_started/ctfidf/ctfidf.md
        - 6. Fine-tune Topics:
          - 6A. Representation Models: getting_started/representation/representation.md
          - 6B. LLM & Generative AI: getting_started/representation/llm.md
          - 6C. Multiple Representations: getting_started/multiaspect/multiaspect.md
      - Variations:
        - Dynamic Topic Modeling: getting_started/topicsovertime/topicsovertime.md
        - Hierarchical Topic Modeling: getting_started/hierarchicaltopics/hierarchicaltopics.md
        - Multimodal Topic Modeling: getting_started/multimodal/multimodal.md
        - Online Topic Modeling: getting_started/online/online.md
        - Merge Multiple Models: getting_started/merge/merge.md
        - (semi)-supervised:
          - Semi-supervised Topic Modeling: getting_started/semisupervised/semisupervised.md
          - Supervised Topic Modeling: getting_started/supervised/supervised.md
          - Manual Topic Modeling: getting_started/manual/manual.md
          - Guided Topic Modeling: getting_started/guided/guided.md
          - Zero-shot Topic Modeling: getting_started/zeroshot/zeroshot.md
        - Topic Distributions: getting_started/distribution/distribution.md
        - Topics per Class: getting_started/topicsperclass/topicsperclass.md
        - Seed Words: getting_started/seed_words/seed_words.md
  - FAQ: faq.md
  - Use Cases: usecases.md
  - API:
      - BERTopic: api/bertopic.md
      - Sub-models:
        - Backends:
          - Base: api/backends/base.md
          - Word Doc: api/backends/word_doc.md
          - OpenAI: api/backends/openai.md
          - Cohere: api/backends/cohere.md
        - Dimensionality Reduction:
          - Base: api/dimensionality/base.md
        - Clustering:
          - Base: api/cluster/base.md
        - Vectorizers:
          - cTFIDF: api/ctfidf.md
          - OnlineCountVectorizer: api/onlinecv.md
        - Topic Representation:
          - Base: api/representation/base.md
          - MaximalMarginalRelevance: api/representation/mmr.md
          - KeyBERT: api/representation/keybert.md
          - PartOfSpeech: api/representation/pos.md
          - Text Generation:
            - 🤗 Transformers: api/representation/generation.md
            - LangChain: api/representation/langchain.md
            - Cohere: api/representation/cohere.md
            - OpenAI: api/representation/openai.md
          - Zero-shot Classification: api/representation/zeroshot.md
      - Plotting:
        - Barchart: api/plotting/barchart.md
        - Documents: api/plotting/documents.md
        - Documents with DataMapPlot: api/plotting/document_datamap.md
        - DTM: api/plotting/dtm.md
        - Hierarchical documents: api/plotting/hierarchical_documents.md
        - Hierarchical topics: api/plotting/hierarchy.md
        - Distribution: api/plotting/distribution.md
        - Heatmap: api/plotting/heatmap.md
        - Term Scores: api/plotting/term.md
        - Topics: api/plotting/topics.md
        - Topics per Class: api/plotting/topics_per_class.md
  - Changelog: changelog.md

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  - search
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copyright: Copyright &copy; 2023 Maintained by <a href="https://github.com/MaartenGr">Maarten</a>.

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