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knowdigit's Introduction

KnowDigit

image_0 Detects handwritten digits uploaded to this site. Make sure the digits are written by marker or even in MS-Paint.

Machine Learning Techniques

  • Multiclass Classification
  • Convolutional Neural Networks

Model Summary

image_1

You can refer to the jupyter notebook here.

Instructions to run this app locally.

  • Clone the repository :

git clone https://github.com/pradyyadav/KnowDigit

  • Check your Django Installation :

python -m django --version

  • Install Django if you don't have it :

pip install django

  • Install all requirements :

pip install -r requirements.txt

Languages and Frameworks :

  • Python
  • Django (Framework for python)
  • HTML/CSS

Tools :

  • Jupyter Notebook

Machine Learning Libraries :

  • Numpy
  • Pandas
  • Matplotlib
  • Scikit-Learn

Deep Learning Libraries :

  • OpenCV
  • Tensorflow

PS : I made this repo for self learning, I learnt how to implement CNN using Tensorflow and I also got my hands dirty in the backend development by using Django. Also, the frontend is not that attractive as of now, any contributions are welcome.

knowdigit's People

Contributors

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Stargazers

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Watchers

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