Digit_Predictor_GUI

This is the app where the user can draw a digit on a grid and then the model predicts the digit and renders the prediction. This app is built on top of Numpy, Scipy, Scikit-Learn, TensorFlow and Pygame. Scipy is used for image processing, i.e to process the 28x28 grid to apply Gaussian-Blur filter. The algorithm used in the ML-model is Stochastic Gradient Descent Classifier. MNIST dataset is used to train the model and joblib is used to save the model. Later model is trained with TensorFlow Keras and used for Prediction.

Installation

Use the package manager pip to install all the required packages.

pip install -r requirements.txt

Run Application

python3 main.py

License

MIT

Demo