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• machine learning, NLP, data mining
• custom SW design, development, optimizations
• corporate trainings & IT consulting
Modules:
interfaces – Core gensim interfacesutils – Various utility functionsmatutils – Math utilscorpora.bleicorpus – Corpus in Blei’s LDA-C formatcorpora.dictionary – Construct word<->id mappingscorpora.hashdictionary – Construct word<->id mappingscorpora.lowcorpus – Corpus in List-of-Words formatcorpora.mmcorpus – Corpus in Matrix Market formatcorpora.svmlightcorpus – Corpus in SVMlight formatcorpora.wikicorpus – Corpus from a Wikipedia dumpcorpora.textcorpus – Building corpora with dictionariescorpora.ucicorpus – Corpus in UCI bag-of-words formatcorpora.indexedcorpus – Random access to corpus documentsmodels.ldamodel – Latent Dirichlet Allocationmodels.ldamulticore – parallelized Latent Dirichlet Allocationmodels.lsimodel – Latent Semantic Indexingmodels.tfidfmodel – TF-IDF modelmodels.rpmodel – Random Projectionsmodels.hdpmodel – Hierarchical Dirichlet Processmodels.logentropy_model – LogEntropy modelmodels.lsi_dispatcher – Dispatcher for distributed LSImodels.lsi_worker – Worker for distributed LSImodels.lda_dispatcher – Dispatcher for distributed LDAmodels.lda_worker – Worker for distributed LDAmodels.word2vec – Deep learning with word2vecmodels.doc2vec – Deep learning with paragraph2vecmodels.phrases – Phrase (collocation) detectionmodels.wrappers.ldamallet – Latent Dirichlet Allocation via Malletmodels.wrappers.dtmmodel – Dynamic Topic Models (DTM) and Dynamic Influence Models (DIM)models.wrappers.ldavowpalwabbit – Latent Dirichlet Allocation via Vowpal Wabbitsimilarities.docsim – Document similarity queries
simserver – Document similarity server
