| 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 |
| use_directory_urls: false |
| 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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| copyright: Copyright © 2023 Maintained by <a href="https://github.com/MaartenGr">Maarten</a>. |
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