word2vec

word2vec

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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.

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.

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

Novel and short story writers interested in a free solution to write their novel scene by scene and edit chapter by chapter

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

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

No images available

Pricing

$77 one-time payment
Free Version
Free Trial

Pricing

Free
Free Version
Free Trial

Reviews/Ratings

Overall 3.0 / 5
ease 4.5 / 5
features 5.0 / 5
design 3.5 / 5
support 1.0 / 5

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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Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

SmartEdit
Ireland
www.smart-edit.com/Writer/

Company Information

Google
Founded: 1998
United States
code.google.com/archive/p/word2vec/

Alternatives

yWriter

yWriter

Spacejock Software

Alternatives

Gensim

Gensim

Radim Řehůřek
GloVe

GloVe

Stanford NLP

Categories

Categories

Integrations

Gensim
Microsoft 365
Microsoft Word
SmartEdit Pro

Integrations

Gensim
Microsoft 365
Microsoft Word
SmartEdit Pro
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