SmartEdit WriterSmartEdit
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word2vecGoogle
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Related Products
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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
Supported
Mac
Not Supported
Linux
Not Supported
Cloud
Not Supported
On-Premises
Not Supported
iPhone
Not Supported
iPad
Not Supported
Android
Not Supported
Chromebook
Not Supported
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Platforms Supported
Windows
Supported
Mac
Supported
Linux
Supported
Cloud
Not Supported
On-Premises
Supported
iPhone
Not Supported
iPad
Not Supported
Android
Not Supported
Chromebook
Not Supported
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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
Not Supported
24/7 Live Support
Not Supported
Online
Supported
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Support
Phone Support
Not Supported
24/7 Live Support
Not Supported
Online
Not Supported
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API
Offers API
Not Supported
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API
Offers API
Not Supported
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Screenshots and Videos |
Screenshots and VideosNo images available
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Pricing
$77 one-time payment
Free Version
Not Supported
Free Trial
Supported
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Pricing
Free
Open source
Free Version
Supported
Free Trial
Not Supported
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Reviews/
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Reviews/
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Pros & Cons from Real UsersPros
Cons
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Training
Documentation
Supported
Webinars
Not Supported
Live Online
Not Supported
In Person
Supported
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Training
Documentation
Supported
Webinars
Not Supported
Live Online
Not Supported
In Person
Not Supported
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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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Categories |
Categories |
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Integrations
Gensim
Not Supported
Microsoft 365
Supported
Microsoft Word
Supported
SmartEdit Pro
Supported
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Integrations
Gensim
Supported
Microsoft 365
Not Supported
Microsoft Word
Not Supported
SmartEdit Pro
Not Supported
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