GloVeStanford NLP
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Related Products
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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.
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About
Restless Bandit aggregates tens of millions of resumes and job descriptions annually to build its statistical Talent Rediscovery models, this corpus of data allows for research and investigation into labor market trends. And this data set is overwhelmingly white-collar workers. Specifically, this examination used 19,258,407 resumes. In order to determine industry classifications, the Restless Bandit data science team implemented a vector space model between companies on resumes. By examining millions of resumes, a signal begins to emerge as to which companies are similar. For example: Eli Lilly tends to hire people from within a group of companies such as Merck, Novartis, etc. Companies with a high similarity rating are grouped into an industry segment. While the team has gathered enough data to determine diversity at a company-bycompany level for Global 2000 enterprises, to protect corporate privacy this report will focus on industry segments only.
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
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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
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Audience
Organizations interested in a machine learning and artificial intelligence healthcare solution to algorithmically source perfect candidates to perfect opportunities
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Support
Phone Support
24/7 Live Support
Online
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Support
Phone Support
24/7 Live Support
Online
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API
Offers API
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API
Offers API
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Pricing
Free
Free Version
Free Trial
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Pricing
No information available.
Free Version
Free Trial
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Reviews/
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Reviews/
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Training
Documentation
Webinars
Live Online
In Person
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Training
Documentation
Webinars
Live Online
In Person
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Company InformationStanford NLP
United States
nlp.stanford.edu/projects/glove/
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Company InformationRestless Bandit
Founded: 2014
United States
www.restlessbandit.com
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Integrations
Greenhouse
Jit
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