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Objective : A simple solution for replacing traditional captcha with a handwritten digit recognition using deep learning model.
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Solution : MNIST dataset is used to train a simple CNN based model, the model is then saved and further exposed as a REST api using Flask. With javascript code input image is obtained and processed.
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Results : Test accuracy of 90% was obtained on MNIST dataset using the CNN based model.
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Run :
python main.pyto launch the application
prabhupad26/mnist_flask_solution
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