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SignLanguage is a platform where users can practically learn American Sign Language using machine learning and access videos for over 20,000+ ASL phrases.

Home Page: https://gestureacademy.webdrip.in/

License: MIT License

JavaScript 40.61% Nunjucks 2.56% HTML 20.56% CSS 3.65% Python 2.97% Jupyter Notebook 28.24% PowerShell 1.41%
eleventy javascript machine-learning mediapipe mediapipe-hands ml python tensorflow

signlanguage's Introduction

SignLanguage

SignLanguage is a platform where users can practically learn American Sign Language using machine learning and access videos for over 20,000+ ASL phrases.

signLanguage

App Link ๐ŸŽ‰๐ŸŽ‰๐Ÿฅณ

https://gestureacademy.webdrip.in/

App Previews & Features

Homepage

The homepage displays the entire application preview. Users can look up terms for videos and alphabets, as well as play games.

Signlanguage Homepage

Phrases Dictionary

Signlanguage includes around 20,000 phrases from which users can learn ASL.

Phrases

open video

Lightning Fast Fuzzy Search

Users can search for any video from 20,000+ video using the fuzzy search feature implemented using MongoDB Atlas search in the ASL phrases dictionary.

Fuzzy Search

Fuzzy Search play video

Game Of ASL

Users can play games that have been created using mediapipe and tensorflow machine learning libraries to help them learn and validate their learning.

Learn Numbers

Learn numbers from 0-10 in chronological order with the help of artificial intelligence.

Random Numbers

Show your hands on screen and AI will try to predict the numbers from 0-10 based on your hand signs.

signLanguage

Permissive License

MIT License

Background

YouTube is a great source of knowledge, but its algorithm doesn't promote short videos or videos that entice users. SignLanguage solves this problem by collecting these resources and making them easily accessible through our webapp. This webapp has around 20,000+ curated video phrases and features like fuzzy Search which can help users to learn American Sign Language(ASL) with ease.

SignLanguage also has a number of games that users can play to practice their ASL fundamentals while having fun.

Tech Stack & Libraries Used

The app is basically built using eleventy js (11ty) for frontend, MongoDb Realm as a backend and mediapipe and tensorflow js for machine learning.

  • Eleventy Js
  • Mongo Db
  • Mongo Db Realm functions
  • Mongo Db Realm HTTPS Endpoints
  • Mongo Db Atlas Search
  • Tensorflow
  • Mediapipe

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