A project to make Amazon Echo respond to sign language using your webcam

Related tags

Deep Learning javascript alexa deep-learning tensorflow tensorflowjs tensorflow-js
Overview

Making Alexa respond to Sign Language using Tensorflow.js

Alt Text

Try the live demo

Read the Blog Post on Tensorflow's Blog Coming Soon

Watch the video

This project has been shared extensively across social media, and covered in the press: BBC, Verge, Mashable, Fast Co, Kottke, VentureBeat, NowThis and others

Run the demo in latest Chrome/Firefox to train the model using your own words and corresponding signs/gestures. If you have an Echo plugged in closeby, it should respond, otherwise simply play around and have fun. You will need to give permission to access your webcam and microphone.

Running the code

To use the code, first install the JavaScript dependencies by running

npm install

Then start the local budo web server by running

npm start

This will start a web server on localhost:9966.

  1. Allow permission to your webcam and microphone.

  2. Add some words you want to train on.

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Reference

To learn more about the classifier used in this repo go to KNN Image Classifier

There is a newer version of this classifier released in the new tensorflow.js which can be found here

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Comments
  • squeezenet transfer learining to knn

    squeezenet transfer learining to knn

    hi! I want to use squeezenet (in python: https://github.com/rcmalli/keras-squeezenet/blob/master/keras_squeezenet/squeezenet.py) transfer learning but i don't know how to freeze the layer and add to knn. I read the https://unpkg.com/[email protected]/dist/bundle.js but still can't figure it out. thanks

    opened by WSCZou 0
Owner
Abhishek Singh
I like building things
Abhishek Singh
GitHub
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