Intent: Building an Image Classifier using Tensorflow in Javascript
Outline: A web app made on HTML and JavaScript to classify webcam images based on TensorFlow's MobileNet model. Input is transfered to a KNN classifier.
Data Science focus:
- convolutional neural networks with Tensorflow (Google)
- Upload code to GitHub
Technologies:
- frontend: html
- Backend: JavaScript
File Contents:
- index.html: frontend code in html; calls javascript model.
- index.js: backend code in javascript; connects to Tensorflow's applications.
Resources: Tensorflow: https://www.tensorflow.org/js/tutorials/transfer/image_classification
Tensorflow git repository: https://github.com/tensorflow/tfjs-examples
Demo app using Flask/Python: https://github.com/mtobeiyf/keras-flask-deploy-webapp