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Description
LexVec represents a cutting-edge word embedding technique that excels in various natural language processing applications by factorizing the Positive Pointwise Mutual Information (PPMI) matrix through the use of stochastic gradient descent. This methodology emphasizes greater penalties for mistakes involving frequent co-occurrences while also addressing negative co-occurrences. Users can access pre-trained vectors, which include a massive common crawl dataset featuring 58 billion tokens and 2 million words represented in 300 dimensions, as well as a dataset from English Wikipedia 2015 combined with NewsCrawl, comprising 7 billion tokens and 368,999 words in the same dimensionality. Evaluations indicate that LexVec either matches or surpasses the performance of other models, such as word2vec, particularly in word similarity and analogy assessments. The project's implementation is open-source, licensed under the MIT License, and can be found on GitHub, facilitating broader use and collaboration within the research community. Furthermore, the availability of these resources significantly contributes to advancing the field of natural language processing.
Description
WordArt is a web-based tool that allows users to effortlessly design beautiful and distinctive word clouds. Even those without any background in graphic design can achieve professional-quality outcomes quickly and simply. Known also as tag clouds, word collages, or wordle, these visual representations emphasize words based on their frequency of occurrence. Word clouds make for eye-catching personalized gifts and do not require any registration to use. We have dedicated significant resources to ensure that WordArt is user-friendly, making it accessible to everyone, regardless of their design experience. The process of creating word cloud art is enjoyable, filled with opportunities to experiment with various features and observe the transformations in real-time. Each aspect of the word cloud can be tailored, including the choice of words, shapes, fonts, colors, layouts, and much more. In addition to generating custom designs, you can also purchase products adorned with word cloud art images, making it easy to share your creativity with others. This versatility makes WordArt an ideal platform for both personal and professional projects.
API Access
Has API
API Access
Has API
Integrations
No details available.
Integrations
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Pricing Details
Free
Free Trial
Free Version
Pricing Details
$2.87 per HQ download
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
Alexandre Salle
Country
Brazil
Website
github.com/alexandres/lexvec
Vendor Details
Company Name
WordArt
Website
wordart.com