SOTA for Topic Modeling

This page summarizes the projects mentioned and recommended in the original post on /r/LanguageTechnology

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  • GuidedLDA

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

  • Top2Vec

    Top2Vec learns jointly embedded topic, document and word vectors.

  • Here's an implementation that uses UMAP and HDBSCAN: https://github.com/ddangelov/Top2Vec but you could use a semi-supervised algorithm in the clustering step if you wanted specific topics.

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

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NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a more popular project.

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