SmartEdit WriterSmartEdit
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word2vecGoogle
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About
SmartEdit Writer, free software for novel and short story writers. A free software to plan your novel, prepare and maintain research material, write your novel scene by scene, and edit chapter by chapter in a modern Windows application that has a similar look and feel to Microsoft Word. Store images & links to websites, all in a handy research section that sits right next to you as you write. Create character profiles, outlines & notes as you work. No more 100,000 word Microsoft documents. Write your novel one scene or chapter at a time. Drag and drop scenes inside your document until it’s just the way you want it. Identify word and phrase over-use, monitor adverbs, crutch words & clichés, and improve sentence structure & punctuation, all using SmartEdit’s editor toolbar. SmartEdit Writer allows you to group your work-in-progress and any research you’ve built up about it into a single project. Add folders, scenes, and notes to your document tree.
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About
Word2Vec is a neural network-based technique for learning word embeddings, developed by researchers at Google. It transforms words into continuous vector representations in a multi-dimensional space, capturing semantic relationships based on context. Word2Vec uses two main architectures: Skip-gram, which predicts surrounding words given a target word, and Continuous Bag-of-Words (CBOW), which predicts a target word based on surrounding words. By training on large text corpora, Word2Vec generates word embeddings where similar words are positioned closely, enabling tasks like semantic similarity, analogy solving, and text clustering. The model was influential in advancing NLP by introducing efficient training techniques such as hierarchical softmax and negative sampling. Though newer embedding models like BERT and Transformer-based methods have surpassed it in complexity and performance, Word2Vec remains a foundational method in natural language processing and machine learning research.
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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
Novel and short story writers interested in a free solution to write their novel scene by scene and edit chapter by chapter
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Audience
Researchers, data scientists, and developers working in natural language processing (NLP) and machine learning who need efficient word embeddings for text analysis and semantic understanding
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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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Screenshots and Videos |
Screenshots and VideosNo images available
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Pricing
$77 one-time payment
Free Version
Free Trial
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Pricing
Free
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 InformationSmartEdit
Ireland
www.smart-edit.com/Writer/
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Company InformationGoogle
Founded: 1998
United States
code.google.com/archive/p/word2vec/
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