topic-modeling

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.

nlp embeddings transformer topic-modeling nlp-library nlp-machine-learning bert neural-topic-models text-as-data topic-coherence multilingual-topic-models multilingual-models

Updated Aug 10, 2022
Python

dselivanov / text2vec

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Fast vectorization, topic modeling, distances and GloVe word embeddings in R.

natural-language-processing text-mining word2vec word-embeddings topic-modeling glove vectorization latent-dirichlet-allocation

Updated Apr 22, 2022
R

bigartm / bigartm

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Fast topic modeling platform

python c-plus-plus machine-learning text-mining bigdata topic-modeling python-api bigartm regularizer

Updated May 30, 2022
C++

gregversteeg / corex_topic

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

python machine-learning information-theory topic-modeling unsupervised-learning

Updated Mar 22, 2021
Python

cpsievert / LDAvis

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R package for web-based interactive topic model visualization.

visualization javascript text-mining r topic-modeling

Updated Aug 20, 2020
JavaScript

stepthom / text_mining_resources

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Resources for learning about Text Mining and Natural Language Processing

nlp list machine-learning natural-language-processing text-mining data-mining awesome sentiment-analysis text-classification text-analysis topic-modeling awesome-list text-analytics nlp-machine-learning

Updated Jul 12, 2021

vi3k6i5 / GuidedLDA

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semi supervised guided topic model with custom guidedLDA

data-science machine-learning topic-modeling guided-topic-modeling guidedlda seededlda

Updated Oct 24, 2020
Python

stephenhky / PyShortTextCategorization

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Various Algorithms for Short Text Mining

python package machine-learning natural-language-processing text-mining algorithm neural-network python-library topic-modeling

Updated Aug 30, 2022
Python

bab2min / tomotopy

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Python package of Tomoto, the Topic Modeling Tool

nlp python-library topic-modeling latent-dirichlet-allocation topic-models supervised-lda correlated-topic-model hierarchical-dirichlet-processes pachinko-allocation dirichlet-multinomial-regression

Updated Aug 7, 2022
C++

dongrixinyu / chinese_keyphrase_extractor

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An off-the-shelf tool for Chinese Keyphrase Extraction 一个快速从中文里抽取关键短语的工具，仅占35M内存

topic-modeling keyphrase-extraction pkuseg

Updated Jul 28, 2022
Python

MIND-Lab / OCTIS

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

nlp natural-language-processing hyperparameter-optimization topic-modeling nlp-library bayesian-optimization hyperparameter-tuning latent-dirichlet-allocation evaluation-metrics neural-topic-models latent-semantic-analysis topic-models hyperparameter-search non-negative-matrix-factorization nlproc

Updated Aug 30, 2022
Python

jmartinezheras / 2018-MachineLearning-Lectures-ESA

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Machine Learning Lectures at the European Space Agency (ESA) in 2018

machine-learning text-mining lectures deep-learning neural-network random-forest clustering linear-regression pca topic-modeling machinelearning tf-idf decision-trees support-vector-machines lecture-videos lecture-material lecture-slides anomaly-detection

Updated Aug 29, 2020
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