Digit Recogniser 2.0

A web application which guesses the digit you have drawn using Machine Learning

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How to use this application?

1. Draw on the canvas

2. Click on 'Predict' and the model guesses what you have drawn

Note: This application works best only on desktop, sorry

How is different from digit recogniser 1.0?

This model was trained using both MNIST and unseen canvas data. In the ver 1 of the model, we observed that the model was overifitting on MNIST data

Moreover, unlike ver 1.0, this model was trained offline on a local machine and the model was statically called inside the browser session.

Can we improve the model further?

yes, there is an idea to upload the incorrectly labled images on a cloud database and train the model using orchestration tools such as airflow. You can already submit data using the submit button below the drawing canvas.