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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

API Access

Has API

Screenshots View All

Screenshots View All

Integrations

C
Cython
NumPy
Python
fastText
word2vec

Integrations

C
Cython
NumPy
Python
fastText
word2vec

Pricing Details

Free
Free Trial
Free Version

Pricing Details

No price information available.
Free Trial
Free Version

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

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
In-Database Text Analytics
Named Entity Recognition
Natural Language Generation (NLG)
Open Source Integrations
Parsing
Part-of-Speech Tagging
Sentence Segmentation
Stemming/Lemmatization
Tokenization

Product Features

Business Intelligence

Ad Hoc Reports
Benchmarking
Budgeting & Forecasting
Dashboard
Data Analysis
Key Performance Indicators
Natural Language Generation (NLG)
Performance Metrics
Predictive Analytics
Profitability Analysis
Strategic Planning
Trend / Problem Indicators
Visual Analytics

Alternatives

word2vec Reviews

word2vec

Google

Alternatives

GloVe Reviews

GloVe

Stanford NLP