BERTopic

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The Algorithm
Getting Started
FAQ
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Changelog

BERTopic

Home
The Algorithm
Getting Started
Getting Started
- Quick Start
- Serialization
- Search Topics
- Best Practices
- In-depth
  In-depth
  - Visualizations
    Visualizations
    
    Topics
    
    Documents
    
    Terms
    
    Hierarchy
  - Update Topics
    Update Topics
    
    Topic Reduction
    
    Update Topic Representations
    
    Outlier reduction
  - Parameter tuning
  - Tips & Tricks
- Sub-models
  Sub-models
  - 1. Embeddings
  - 2. Dimensionality Reduction
  - 3. Clustering
  - 4. Vectorizers
  - 5. c-TF-IDF
  - 6. Fine-tune Topics
    6. Fine-tune Topics
    
    6A. Representation Models
    
    6B. LLM & Generative AI
    
    6C. Multiple Representations
- Variations
  Variations
  - Dynamic Topic Modeling
  - Hierarchical Topic Modeling
  - Multimodal Topic Modeling
  - Online Topic Modeling
  - Merge Multiple Models
  - (semi)-supervised
    (semi)-supervised
    
    Semi-supervised Topic Modeling
    
    Supervised Topic Modeling
    
    Manual Topic Modeling
    
    Guided Topic Modeling
    
    Zero-shot Topic Modeling
  - Topic Distributions
  - Topics per Class
  - Seed Words
FAQ
Use Cases
API
API
- BERTopic
- Sub-models
  Sub-models
- Plotting
  Plotting
Changelog

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