Gensim

Gensim

Radim Řehůřek
GloVe

GloVe

Stanford NLP

About

Gensim is a free, open source Python library designed for unsupervised topic modeling and natural language processing, focusing on large-scale semantic modeling. It enables the training of models like Word2Vec, FastText, Latent Semantic Analysis (LSA), and Latent Dirichlet Allocation (LDA), facilitating the representation of documents as semantic vectors and the discovery of semantically related documents. Gensim is optimized for performance with highly efficient implementations in Python and Cython, allowing it to process arbitrarily large corpora using data streaming and incremental algorithms without loading the entire dataset into RAM. It is platform-independent, running on Linux, Windows, and macOS, and is licensed under the GNU LGPL, promoting both personal and commercial use. The library is widely adopted, with thousands of companies utilizing it daily, over 2,600 academic citations, and more than 1 million downloads per week.

About

GloVe (Global Vectors for Word Representation) is an unsupervised learning algorithm developed by the Stanford NLP Group to obtain vector representations for words. It constructs word embeddings by analyzing global word-word co-occurrence statistics from a given corpus, resulting in vector spaces where the geometric relationships reflect semantic similarities and differences among words. A notable feature of GloVe is its ability to capture linear substructures within the word vector space, enabling vector arithmetic to express relationships. The model is trained on the non-zero entries of a global word-word co-occurrence matrix, which records how frequently pairs of words appear together in a corpus. This approach efficiently leverages statistical information by focusing on significant co-occurrences, leading to meaningful word representations. Pre-trained word vectors are available for various corpora, including Wikipedia 2014.

About

Oracle SQL Developer is a free, integrated development environment that simplifies the development and management of Oracle Database in both traditional and Cloud deployments. SQL Developer offers complete end-to-end development of your PL/SQL applications, a worksheet for running queries and scripts, a DBA console for managing the database, a reports interface, a complete data modeling solution, and a migration platform for moving your 3rd party databases to Oracle. Run your sql and sql scripts, manage users, create and edit objects, import data to new or existing tables, diagnose performance issues, visualize your schemas, and much more. The power of your favorite desktop tool, in your browser. Available with Oracle REST Data Services for your on-premises instances. Migrate Oracle On-Premises to Oracle Cloud. Click, browse, and managed the contents of your Oracle Database.

About

The core of extensible programming is defining functions. Python allows mandatory and optional arguments, keyword arguments, and even arbitrary argument lists. Whether you're new to programming or an experienced developer, it's easy to learn and use Python. Python can be easy to pick up whether you're a first-time programmer or you're experienced with other languages. The following pages are a useful first step to get on your way to writing programs with Python! The community hosts conferences and meetups to collaborate on code, and much more. Python's documentation will help you along the way, and the mailing lists will keep you in touch. The Python Package Index (PyPI) hosts thousands of third-party modules for Python. Both Python's standard library and the community-contributed modules allow for endless possibilities.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

Machine learning practitioners seeking a solution for topic modeling and semantic analysis of large text corpora

Audience

Data scientists in search of a solution to enhance their natural language processing models with word embeddings that capture global statistical information from large text corpora

Audience

Developers in search of a database management solution to simplify the development and management of Oracle Database in both traditional and Cloud deployments

Audience

Developers interested in a beautiful but advanced programming language

Support

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24/7 Live Support
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API

Offers API

API

Offers API

API

Offers API

API

Offers API

Screenshots and Videos

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Pricing

Free
Free Version
Free Trial

Pricing

Free
Free Version
Free Trial

Pricing

No information available.
Free Version
Free Trial

Pricing

Free
Free Version
Free Trial

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

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Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

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Reviews/Ratings

Overall 5.0 / 5
ease 3.0 / 5
features 4.0 / 5
design 3.0 / 5
support 4.0 / 5

Reviews/Ratings

Overall 5.0 / 5
ease 5.0 / 5
features 5.0 / 5
design 5.0 / 5
support 5.0 / 5

Training

Documentation
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Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Radim Řehůřek
Founded: 2009
Czech Republic
radimrehurek.com/gensim/

Company Information

Stanford NLP
United States
nlp.stanford.edu/projects/glove/

Company Information

Oracle
Founded: 1977
United States
www.oracle.com/database/technologies/appdev/sqldeveloper-landing.html

Company Information

Python
Founded: 1991
www.python.org

Alternatives

GloVe

GloVe

Stanford NLP

Alternatives

Alternatives

Alternatives

word2vec

word2vec

Google
Gensim

Gensim

Radim Řehůřek
Aqua Data Studio

Aqua Data Studio

AquaFold, an Idera, Inc. company
LexVec

LexVec

Alexandre Salle
word2vec

word2vec

Google
Cohere

Cohere

Cohere AI
SQLGate

SQLGate

CHEQUER

Categories

Categories

Categories

Categories

Integrations

AMPL
APIFuzzer
APITemplate.io
Amp
Avanzai
BrainWave 6
CodeLite
Ignite
Invert
Lightly
Moonglow
Pdftools
PyPI
Qualcomm AI Inference Suite
Spark Cloud Studio
UEStudio
Windmill
ZapHire
Zenscrape
seenode

Integrations

AMPL
APIFuzzer
APITemplate.io
Amp
Avanzai
BrainWave 6
CodeLite
Ignite
Invert
Lightly
Moonglow
Pdftools
PyPI
Qualcomm AI Inference Suite
Spark Cloud Studio
UEStudio
Windmill
ZapHire
Zenscrape
seenode

Integrations

AMPL
APIFuzzer
APITemplate.io
Amp
Avanzai
BrainWave 6
CodeLite
Ignite
Invert
Lightly
Moonglow
Pdftools
PyPI
Qualcomm AI Inference Suite
Spark Cloud Studio
UEStudio
Windmill
ZapHire
Zenscrape
seenode

Integrations

AMPL
APIFuzzer
APITemplate.io
Amp
Avanzai
BrainWave 6
CodeLite
Ignite
Invert
Lightly
Moonglow
Pdftools
PyPI
Qualcomm AI Inference Suite
Spark Cloud Studio
UEStudio
Windmill
ZapHire
Zenscrape
seenode
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