Top 16 Word2vec Open-Source Projects
Topic Modelling for HumansProject mention: Show HN: I built a site that summarizes articles and PDFs using NLP | news.ycombinator.com | 2022-05-05
Nice work! I wonder if you're going the same challenges that gensim had for being generic in summarization.
> Despite its general-sounding name, the module will not satisfy the majority of use cases in production and is likely to waste people's time.
Extract Keywords from sentence or Replace keywords in sentences.Project mention: What is the most efficient way to find substrings in strings? | reddit.com/r/learnpython | 2022-01-11
Seems like https://github.com/vi3k6i5/flashtext would be better suited here.
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Beautiful visualizations of how language differs among document types.Project mention: Clustering of text - Where to start? | reddit.com/r/LanguageTechnology | 2021-08-04
If what you want is to determine how similar two categories are, or to learn something about the structure or words that compose those categories, you might consider word shift graphs or Scattertext.
A fast, efficient universal vector embedding utility package.Project mention: Text Classification Library for a Quick Baseline | news.ycombinator.com | 2021-06-23
(3) FastText now supports multiple languages .
A word2vec negative sampling implementation with correct CBOW update.
TextAugment: Text Augmentation LibraryProject mention: Prefer volume or quality for BERT-based Text classification model | reddit.com/r/LanguageTechnology | 2021-12-13
Go library for performing computations in word2vec binary modelsProject mention: Ask HN: Who is hiring? (August 2021) | news.ycombinator.com | 2021-08-02
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👷♂️ A simple package for extracting useful features from character objects 👷♀️Project mention: Using dictionaries to check text in R, language processing | reddit.com/r/rstats | 2021-08-18
TextFeatures can be used to create a summary table of occurrences of text features like number of unique words, etc. Don't know if it does nouns or verbs.
🐍 Python Implementation and Extension of RDF2Vec
utils to use word embedding models like word2vec vectors in a PostgreSQL database
Python Framework for Extractive Text SummarizationProject mention: How do you stay on top of news in an organized way that maximizes absorption and minimizes noise? | reddit.com/r/Zettelkasten | 2022-04-15
finalfusion embeddings in RustProject mention: Compressing high-dimensional vectors by 97% | news.ycombinator.com | 2021-09-02
Nice article that explains product quantization very well!
PQ is really a nice compression technique. I implemented PQ and Optimized PQ  a while back in our word embedding package for Rust:
Particularly Optimized PQ was effective in reducing vector sizes ~10 times with virtually no reconstruction loss. This made it much easier to ship models (no more 3GB embedding matrix with a neural net that is just a few megabytes large).
Dutch word embeddings, trained on a large collection of Dutch social media messages and news/blog/forum posts.Project mention: Is there any way we could help to expand the game to other languages? | reddit.com/r/Semantle | 2022-02-26
Romanian Word Embeddings. Here you can find pre-trained corpora of word embeddings. Current methods: CBOW, Skip-Gram, Fast-Text (from Gensim library). The .vec and .model files are available for download (all in one archive).Project mention: Romanian word embeddings | reddit.com/r/LanguageTechnology | 2021-12-26
End-to-end development of an application using a convolutional neural network that suggests to users/moderators which technical subreddit a post actually belongs to. Novel method to determine # of CNN filters. Custom Word2vec embeddings. The subreddits chosen are all technical and similar, and benefit users/moderators interested in data science and related fields. (Exploratory data analysis, feature engineering, custom word2vec embeddings, convolutional neural network, deployment via flask toProject mention: The outputs of my jupyter notebooks inside of Github repos only show half of what they used to. Why did this happen and how to fix? I am certain that the outputs used to show everything when viewed in Github, and I have not reuploaded the notebooks to the repo's since then. | reddit.com/r/github | 2022-03-24
summarize text using graphs and language vector modelsProject mention: graph_summarizer | dev.to | 2021-10-14
Here's the link to the repo
Word2vec related posts
What is the most efficient way to find substrings in strings?
1 project | reddit.com/r/learnpython | 11 Jan 2022
How can I speed up thousands of re.subs()?
1 project | reddit.com/r/learnpython | 12 Nov 2021
2 projects | dev.to | 14 Oct 2021
What tech do I need to learn to programmatically parse ingredients from a recipe?
1 project | reddit.com/r/LanguageTechnology | 5 Sep 2021
Compressing high-dimensional vectors by 97%
4 projects | news.ycombinator.com | 2 Sep 2021
Quickest way to check that 14000 strings arent in An original string.
1 project | reddit.com/r/learnpython | 15 Apr 2021
[P] pyRDF2Vec 0.2.0 is out!
1 project | reddit.com/r/MachineLearning | 22 Mar 2021
What are some of the best open-source Word2vec projects? This list will help you:
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