Python topic-modelling Projects

BERTopic

22 5,543 8.2 Python

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

Project mention: how can a top2vec output be improved | /r/learnmachinelearning | 2023-07-04

Try experimenting with different hyperparameters, clustering algorithms and embedding representations. Try https://github.com/MaartenGr/BERTopic/tree/master/bertopic

Top2Vec

13 2,839 7.0 Python

Top2Vec learns jointly embedded topic, document and word vectors.

Project mention: [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? | /r/MachineLearning | 2023-10-28

I'm using Top2Vec with Doc2Vec embeddings to find topics in a dataset of ~4000 social media posts. This dataset has three groups:

WorkOS

workos.com sponsored

The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).