Word2Bits – Quantized Word Vectors

In plain words

Word2Bits provides quantized word vectors for natural language processing tasks. It reduces the size of word embeddings through quantization, making them faster and more memory-efficient to use. The tool is designed for developers and researchers working with machine learning models that require compact representations of words. It offers a practical solution for deploying language models in resource-constrained environments while maintaining reasonable accuracy.

written from the facts on this page · September 2026

• 
  Word2vec Algorithm in ~100sloc with NumPy2023 · github.com · ▲72

  Here's a small demonstration of the fundamental aspects of the word-to-vec algorithm. It's implemented in a single python script and depends only on a single text file for training. It's not meant to be blazingly fast or anything, just a toy example to aid my understanding of how word vectors might be learnt from a corpus.

• 
  Wordllama – Things you can do with the token embeddings of an LLM2024 · github.com · ▲370

  After working with LLMs for long enough, I found myself wanting a lightweight utility for doing various small tasks to prepare inputs, locate information and create evaluators. This library is two things: a very simple model and utilities that inference it (eg. fuzzy deduplication). The target platform is CPU, and it’s intended to be light, fast and pip installable — a library that lowers the barrier to working with strings semantically. You don’t need to install pytorch to use it, or any deep learning runtimes. How can this be accomplished? The model is simply token embeddings that are…

• 
  Semantic Calculator (king-man+woman=?)2025 · calc.datova.ai · ▲176

  I've been playing with embeddings and wanted to try out what results the embedding layer will produce based on just word-by-word input and addition / subtraction, beyond what many videos / papers mention (like the obvious king-man+woman=queen). So I built something that doesn't just give the first answer, but ranks the matches based on distance / cosine symmetry. I polished it a bit so that others can try it out, too. For now, I only have nouns (and some proper nouns) in the dataset, and pick the most common interpretation among the homographs. Also, it's case sensitive.

• 
  Google EmbeddingGemma 216d ago · blog.google · ▲318

  An open, lightweight multimodal embedding model

• 3W
  3d Word Vectors with Neural Networks, T-SNE, and WebGL2013 · wordcloud.ersatz1.com · ▲30
• 
  Using word vectors to classify spam messages2017 · github.com · ▲104

  Using word vectors to classify spam messages. Contribute to doodyparizada/word2vec-spam-filter development by creating an account on GitHub.

• 
  SimCity, but with Permits▲912

  A free city-building game in your browser. You are the mayor. You know what the city needs. Now get it past the zoning board, the neighbors, the appeals court and the next election.

  Life & fun · 2d ago · permit.petercai.com

• IV
  I've been paying for a rural Tanzanian's education for 10 years▲778

  Life & fun · 14d ago · tanzaniaeducationproject.org

• 
  Bigwords.page – Turn any screen into a sign. The URL is the app▲728

  Turn a phone, tablet or TV into a sign. Type a message and it fills the screen: welcome signs, timers, Wi-Fi passwords and more. No app, no account, free.

  Life & fun · 15d ago · bigwords.page

• 
  Guitoro, a virtual guitar you strum with your keyboard▲573

  Play a free virtual guitar online with your keyboard or by touch. Slow songs down and see every chord, string and strum. Acoustic, classic, electric and bass.

  Life & fun · 9d ago · guitoro.com

• 
  See *almost* any carriers phone settings▲432

  Carrier settings from iPhone, Pixel and Galaxy firmware, decoded and compared: APNs, VoLTE, 5G and Wi-Fi Calling per carrier, and what each build changed.

  Life & fun · 13d ago · carrierexplode.com

• 
  The whole Solar System and every tracked satellite, live in the browser▲407

  Life & fun · 23d ago · space.bl2.net

• 
  Notion 2.0▲2,156

  The all-in-one workspace - notes, tasks, wikis, & databases

  Work · 2018 · notion.so

• 
  MAKE Book: The Indie Maker Handbook▲1,372

  Learn to build profitable startups the indie way

  Dev tools · 2018 · readmake.com

• 
  Overflow▲1,139

  The world’s first user flow diagramming tool for designers

  Work · 2018 · overflow.io

• 
  RoughJS – Create hand-drawn graphics using JavaScript▲1,087

  Rough.js is a light weight javascript library that lets you draw graphics with a hand-drawn, sketchy, appearance.

  Life & fun · 2018 · roughjs.com

• 
  Sunsama▲999

  If Trello & Google Calendar had a baby.

  Work · 2018 · sunsama.com

• 
  Airtable Blocks▲877

  500,000+ brands use Airtable to enable real-time collaboration, automate repetitive tasks & manual work, and streamline business processes in minutes. Join them.

  Dev tools · 2018 · airtable.com