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  1. Gensim: Topic modelling for humans - radimrehurek.com

    Aug 10, 2024 · “We have been using Gensim in several DTU courses related to digital media engineering and find it immensely useful as the tutorial material provides students an excellent …

  2. What is Gensim? — gensim - radimrehurek.com

    Aug 10, 2024 · Gensim is a free open-source Python library for representing documents as semantic vectors, as efficiently (computer-wise) and painlessly (human-wise) as possible.

  3. Documentation — gensim

    Aug 10, 2024 · Learning-oriented lessons that introduce a particular gensim feature, e.g. a model (Word2Vec, FastText) or technique (similarity queries or text summarization).

  4. models.word2vec – Word2vec embeddings — gensim

    Aug 10, 2024 · Gensim can also load word vectors in the “word2vec C format”, as a KeyedVectors instance:

  5. models.ldamodel – Latent Dirichlet Allocation — gensim

    Aug 10, 2024 · If you have a CSC in-memory matrix, you can convert it to a streamed corpus with the help of gensim.matutils.Sparse2Corpus. If not given, the model is left untrained (presumably …

  6. API Reference — gensim

    Aug 10, 2024 · scripts.package_info – Information about gensim package scripts.glove2word2vec – Convert glove format to word2vec How to use Command line arguments scripts.make_wikicorpus – …

  7. Core Concepts — gensim

    Aug 10, 2024 · Gensim focuses on unsupervised models so that no human intervention, such as costly annotations or tagging documents by hand, is required. Documents to organize. After training, a topic …

  8. models.fasttext – FastText model — gensim

    Aug 10, 2024 · This is OK for smaller datasets, but for larger datasets, we recommend streaming the file, for example from disk or the network. In Gensim, we refer to such datasets as “corpora” (singular …

  9. LDA Model — gensim

    Aug 10, 2024 · If you are not familiar with the LDA model or how to use it in Gensim, I (Olavur Mortensen) suggest you read up on that before continuing with this tutorial. Basic understanding of …

  10. models.doc2vec – Doc2vec paragraph embeddings — gensim

    Aug 10, 2024 · Make sure you have a C compiler before installing Gensim, to use the optimized doc2vec routines (70x speedup compared to plain NumPy implementation, https://rare …