Traditionally, machine learning models have required huge amounts of computation power and could only be run on specialized hardware (GPU etc). Thanks to the efforts to many researchers and developers, it is now possible to run these models right in your browser.
AI Experiments with Google(https://experiments.withgoogle.com/collection/ai) have some impressive tools and games which run in the browser. Some examples:
In this project, we will start by deploying pre-trained models in the browser using tensorflow.js. Depending on the interest on the mentee, we can then implement fine-tuning (adapting a pre-trained model to new images) like in Teachable Machines. Or we can develop a gallery app which groups images into different categories (like in Google Photos).
|Week Number||Tasks to be Completed|
|Week 1-2||Recap of ML, Python and JS.|
|Week 3||Deploy a pretrained MobileNet model in browser. Add support for uploading images and taking images from webcam.|
|Week 4-5||Add machinery for fine-tuning the models. Or make a simple gallery webapp.|