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Description

Gensim is an open-source Python library that specializes in unsupervised topic modeling and natural language processing, with an emphasis on extensive semantic modeling. It supports the development of various models, including Word2Vec, FastText, Latent Semantic Analysis (LSA), and Latent Dirichlet Allocation (LDA), which aids in converting documents into semantic vectors and in identifying documents that are semantically linked. With a strong focus on performance, Gensim features highly efficient implementations crafted in both Python and Cython, enabling it to handle extremely large corpora through the use of data streaming and incremental algorithms, which allows for processing without the need to load the entire dataset into memory. This library operates independently of the platform, functioning seamlessly on Linux, Windows, and macOS, and is distributed under the GNU LGPL license, making it accessible for both personal and commercial applications. Its popularity is evident, as it is employed by thousands of organizations on a daily basis, has received over 2,600 citations in academic works, and boasts more than 1 million downloads each week, showcasing its widespread impact and utility in the field. Researchers and developers alike have come to rely on Gensim for its robust features and ease of use.

Description

Connect is a powerful module designed to swiftly load any corpus, irrespective of its type or origin, while also managing the metadata linked to each document. Proxem’s API provides the flexibility to integrate various tools with our technology, enabling the analysis of documents at set intervals and the leveraging of results from Semantic Analysis using external applications, in addition to performing terminology extraction, spell checking, and language identification, all executed in real time. Furthermore, Proxem Studio empowers users to gain in-depth insights into the subjects that are significant to both customers and employees through Sentiment Analysis and automated message classification. It also includes features like Customized Ranking Plans, Data Mining capabilities, visualizations of customer journeys, impact assessments, and the distribution of dashboards and alerts, all while identifying subtle trends and signals in the data. This comprehensive suite ultimately enhances decision-making processes by providing a clearer understanding of audience sentiments and behaviors.

API Access

Has API Yes 

API Access

Has API No 

Screenshots View All

Screenshots View All

Integrations

C Yes 
Cython Yes 
NumPy Yes 
Python Yes 
fastText Yes 
word2vec Yes 

Integrations

C No 
Cython No 
NumPy No 
Python No 
fastText No 
word2vec No 

Pricing Details

Free
Free Trial No 
Free Version Yes 

Pricing Details

No price information available.
Free Trial Yes 
Free Version No 

Deployment

Web-Based No 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows Yes 
Mac Yes 
Linux Yes 
Chromebook No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Customer Support

Business Hours Yes 
Live Rep (24/7) No 
Online Support Yes 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Vendor Details

Company Name

Radim Řehůřek

Founded

2009

Country

Czech Republic

Website

radimrehurek.com/gensim/

Vendor Details

Company Name

Proxem

Founded

2007

Country

France

Website

www.proxem.com/en/

Product Features

Natural Language Processing

Co-Reference Resolution No 
In-Database Text Analytics No 
Named Entity Recognition No 
Natural Language Generation (NLG) No 
Open Source Integrations No 
Parsing No 
Part-of-Speech Tagging No 
Sentence Segmentation No 
Stemming/Lemmatization No 
Tokenization No 

Product Features

Business Intelligence

Ad Hoc Reports Yes 
Benchmarking No 
Budgeting & Forecasting No 
Dashboard Yes 
Data Analysis Yes 
Key Performance Indicators Yes 
Natural Language Generation (NLG) No 
Performance Metrics No 
Predictive Analytics Yes 
Profitability Analysis No 
Strategic Planning No 
Trend / Problem Indicators Yes 
Visual Analytics Yes 

Alternatives

word2vec Reviews

word2vec

Google

Alternatives

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