Top 13 Python topic-modeling Projects

topic-modeling

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1. gensim

   1 18 16,157 5.9 Python

   Topic Modelling for Humans

   

2. InfluxDB

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   InfluxDB – Built for High-Performance Time Series Workloads. InfluxDB 3 OSS is now GA. Transform, enrich, and act on time series data directly in the database. Automate critical tasks and eliminate the need to move data externally. Download now.

   

3. BERTopic

   2 22 6,996 7.9 Python

   Leveraging BERT and c-TF-IDF to create easily interpretable topics.

   

4. Top2Vec

   3 13 3,076 6.8 Python

   Top2Vec learns jointly embedded topic, document and word vectors.

   

5. scattertext

   4 3 2,311 2.7 Python

   Beautiful visualizations of how language differs among document types.

   

6. contextualized-topic-models

   5 7 1,242 3.8 Python

   A python package to run contextualized topic modeling. CTMs combine contextualized embeddings (e.g., BERT) with topic models to get coherent topics. Published at EACL and ACL 2021 (Bianchi et al.).

   

7. OCTIS

   6 7 775 5.6 Python

   OCTIS: Comparing Topic Models is Simple! A python package to optimize and evaluate topic models (accepted at EACL2021 demo track)

   

8. corex_topic

   7 5 635 3.8 Python

   Hierarchical unsupervised and semi-supervised topic models for sparse count data with CorEx

   

9. Sevalla

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10. GuidedLDA

    8 1 510 0.0 Python

    semi supervised guided topic model with custom guidedLDA (by vi3k6i5)

    

11. embedded-topic-model

    9 1 95 7.3 Python

    A package to run embedded topic modelling with ETM. Adapted from the original at: https://github.com/adjidieng/ETM

    

12. GitModel

    10 6 61 6.8 Python

    Codebase topic modeling using GNNs(Node aggregation and clustering)

    

13. Auto-Research

    11 1 58 0.0 Python

    Generate custom detailed survey paper with topic clustered sections and proper citations, from just a single query in just under 30 mins !!

    

14. cusim

    12 1 45 0.0 Python

    Superfast CUDA implementation of Word2Vec and Latent Dirichlet Allocation (LDA)

    

15. jouresearch-nlp

    13 1 3 10.0 Python

    A python package for generating topics, named entities and a wordcloud visualization. It leverages the SpaCy framework and sentence transformers.

    

Python topic-modeling related posts

• [D] Is it better to create a different set of Doc2Vec embeddings for each group in my dataset, rather than generating embeddings for the entire dataset?

  1 project | /r/MachineLearning | 28 Oct 2023

• Aggregating news from different sources

  1 project | /r/learnprogramming | 8 Jul 2023

• how can a top2vec output be improved

  1 project | /r/learnmachinelearning | 4 Jul 2023

• Tips for best Top2Vec (HDBSCAN) usage

  1 project | /r/datascience | 8 Jun 2023

• [Project]Topic modelling of tweets from the same user

  2 projects | /r/MachineLearning | 14 Apr 2023

• SBERT Embeddings from Conversations

  2 projects | /r/LanguageTechnology | 3 Mar 2023

• Sentence transformers (BERTopic) on a Macbook Air

  1 project | /r/datascience | 13 Feb 2023
• A note from our sponsor - InfluxDB
  www.influxdata.com | 1 Sep 2025

  InfluxDB 3 OSS is now GA. Transform, enrich, and act on time series data directly in the database. Automate critical tasks and eliminate the need to move data externally. Download now. Learn more →

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