Word2vec

Top 22 Word2vec Open-Source Projects

  • gensim

    Topic Modelling for Humans

    Project mention: Aggregating news from different sources | /r/learnprogramming | 2023-07-08
  • flashtext

    Extract Keywords from sentence or Replace keywords in sentences.

    Project mention: Show HN: LLMs can generate valid JSON 100% of the time | news.ycombinator.com | 2023-08-14

    I have some other comment on this thread where I point out why I don’t think it’s superficial. Would love to get your feedback on that if you feel like spending more time on this thread.

    But it’s not obscure? FlashText was a somewhat popular paper at the time (2017) with a popular repo (https://github.com/vi3k6i5/flashtext). Their paper was pretty derivative of Aho-Corasick, which they cited. If you think they genuinely fucked up, leave an issue on their repo (I’m, maybe to your surprise lol, not the author).

    Anyway, I’m not a fan of the whatabboutery here. I don’t think OG’s paper is up to snuff on its lit review - do you?

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

  • scattertext

    Beautiful visualizations of how language differs among document types.

  • magnitude

    A fast, efficient universal vector embedding utility package.

  • textaugment

    TextAugment: Text Augmentation Library

  • koan

    A word2vec negative sampling implementation with correct CBOW update.

  • pyRDF2Vec

    🐍 Python Implementation and Extension of RDF2Vec

  • WorkOS

    The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

  • word2vec

    Go library for performing computations in word2vec binary models (by sajari)

  • textfeatures

    👷‍♂️ A simple package for extracting useful features from character objects 👷‍♀️

  • postgres-word2vec

    utils to use word embedding models like word2vec vectors in a PostgreSQL database

  • text-summarizer

    Python Framework for Extractive Text Summarization

  • finalfusion-rust

    finalfusion embeddings in Rust

  • japanese-words-to-vectors

    Word2vec (word to vectors) approach for Japanese language using Gensim and Mecab.

  • codenames

    Codenames AI using Word Vectors (by thomasahle)

    Project mention: I made a Codenames and Wordle hybrid | /r/SideProject | 2023-12-04

    I made a Codenames AI years ago (https://github.com/thomasahle/codenames) but it never got many users, because it only had a terminal interface. So today I made a website version, at least of the "AI as spymaster, User as guesser" version of the game.

  • dutch-word-embeddings

    Dutch word embeddings, trained on a large collection of Dutch social media messages and news/blog/forum posts.

  • YassQueenDB

    Graph database library that allows you to store, analyze, and search through your data in a graph format. By using the Universal Sentence Encoder, it provides an efficient and semantic approach to handle text data. 📚🧠🚀

    Project mention: I created an Easy to Use dimensionless vector database. GitHub - nileshkhetrapal/YassQueenDB: Graph database library that allows you to store, analyze, and search through your data in a graph format.📚🧠🚀 | /r/programming | 2023-04-23
  • Char2Vec

    Training from scratch a character embedding following Word2Vec, using tensorflow.

    Project mention: GPT-4 Can Almost Perfectly Handle Unnatural Scrambled Text | news.ycombinator.com | 2023-12-03

    There are character embeddings that allow one to recover word embedding just by summing embeddings of individual bytes/chars in the word: https://github.com/sonlamho/Char2Vec

    The encodings of LM's tokens reserve individual characters so that scrambled or new words can be encoded. And most LM's are trained on scrambled words as part of training copus, thus, they learn character-level embeddings.

    Thus, basically, the paper is a very old news. This behavior is expected.

  • Romanian-Word-Embeddings

    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).

  • recommendation-system

    Build a Content-Based Movie Recommender System (TF-IDF, BM25, BERT)

  • embeddings_plot

    A command line utility to create a plots of word embeddings

    Project mention: Word Embedding Visualization Tool | news.ycombinator.com | 2023-12-06
  • NLP-CNN-Subreddit-Sorter-Heroku-App

    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 to

  • graph_summarizer

    summarize text using graphs and language vector models

  • SaaSHub

    SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020). The latest post mention was on 2023-12-06.

Word2vec related posts

Index

What are some of the best open-source Word2vec projects? This list will help you:

Project Stars
1 gensim 15,212
2 flashtext 5,528
3 scattertext 2,196
4 magnitude 1,610
5 textaugment 370
6 koan 261
7 pyRDF2Vec 240
8 word2vec 187
9 textfeatures 167
10 postgres-word2vec 140
11 text-summarizer 113
12 finalfusion-rust 85
13 japanese-words-to-vectors 82
14 codenames 48
15 dutch-word-embeddings 41
16 YassQueenDB 14
17 Char2Vec 13
18 Romanian-Word-Embeddings 12
19 recommendation-system 10
20 embeddings_plot 2
21 NLP-CNN-Subreddit-Sorter-Heroku-App 1
22 graph_summarizer 0
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