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Gensim information


Gensim
Original author(s)Radim Řehůřek
Developer(s)RARE Technologies Ltd.
Initial release2009
Stable release
4.3.2[1] / 24 August 2023; 8 months ago (24 August 2023)
Repositorygithub.com/RaRe-Technologies/gensim
Written inPython
Operating systemLinux, Windows, macOS
TypeInformation retrieval
LicenseLGPL
Websiteradimrehurek.com/gensim/

Gensim is an open-source library for unsupervised topic modeling, document indexing, retrieval by similarity, and other natural language processing functionalities, using modern statistical machine learning.

Gensim is implemented in Python and Cython for performance. Gensim is designed to handle large text collections using data streaming and incremental online algorithms, which differentiates it from most other machine learning software packages that target only in-memory processing.

  1. ^ "Release 4.3.2". 24 August 2023. Retrieved 18 September 2023.

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Gensim

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Gensim is an open-source library for unsupervised topic modeling, document indexing, retrieval by similarity, and other natural language processing functionalities...

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Word2vec

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International Conference on Machine Learning. arXiv:1405.4053. Rehurek, Radim. "Gensim". Rheault, Ludovic; Cochrane, Christopher (3 July 2019). "Word Embeddings...

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Word embedding

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University's GloVe, GN-GloVe, Flair embeddings, AllenNLP's ELMo, BERT, fastText, Gensim, Indra, and Deeplearning4j. Principal Component Analysis (PCA) and T-Distributed...

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Distributional semantics

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S-Space SemanticVectors Gensim DISCO Builder Indra Conceptual space Co-occurrence Distributional–relational database Gensim Phraseme Random indexing...

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Vector space model

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most famous search engine software (many smaller exist) based on Lucene. Gensim is a Python+NumPy framework for Vector Space modelling. It contains incremental...

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Latent Dirichlet allocation

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exhaustive list of LDA-related resources (incl. papers and some implementations) Gensim, a Python+NumPy implementation of online LDA for inputs larger than the...

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Cosine similarity

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efficient implementation of such soft cosine similarity is included in the Gensim open source library. Sørensen–Dice coefficient Hamming distance Correlation...

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Topic model

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Statistical classification Unsupervised learning Mallet (software project) Gensim Sentence embedding Blei, David (April 2012). "Probabilistic Topic Models"...

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Text mining

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more general purposes. For more advanced programmers, there's also the Gensim library, which focuses on word embedding-based text representations. Text...

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Outline of natural language processing

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Architecture for Text Engineering (GATE) Java LGPL GATE open source community Gensim Python LGPL Radim Řehůřek LinguaStream Java Free for research University...

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Feature hashing

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storage. Implementations of the hashing trick are present in: Apache Mahout Gensim scikit-learn sofia-ml Vowpal Wabbit Apache Spark R TensorFlow Dask-ML Bloom...

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Latent semantic analysis

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online training) implementation of LSI is contained in the open source gensim software package. Another challenge to LSI has been the alleged difficulty...

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List of text mining software

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open-source toolbox for natural language processing and language engineering. Gensim – large-scale topic modelling and extraction of semantic information from...

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List of Python software

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astronomy and astrophysics. Biopython, a Python molecular biology suite Gensim, a library for natural language processing, including unsupervised topic...

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Struc2vec

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walk is treated as a sentence. In its final phase, the algorithm employs Gensim's word2vec algorithm to learn embeddings based on biased random walks. Sequences...

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Concept search

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Analysis in Natural Language Processing" (PDF). Retrieved 27 January 2015. Gensim open source software Dumais, S., Latent Semantic Analysis, ARIST Review...

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