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Handwritten Digit Recognizer

Description

The app is a handwritten digit rezcognizer.

Usage

  • Run the webapi.py and login to the go to the url 127.0.0.1:8000
  • Draw the digit on the black screen and click on predict
  • Click clear to clear the canvas and the prediction output bar

Model

The digit recognizer uses a CNN (using Keras) in the backend to recognize the digits. The prediction works best with linewidth of ~25 on canvas Training data is from kaggle (https://www.kaggle.com/c/digit-recognizer). Flask is used to create the APIs for the app.

Reference

javascript code reference (https://www.pytorials.com/deploy-keras-model-to-production-using-flask/)

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