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