Neural network implmentation trained on MNIST data set written in Python 3.6. The network achieves around around 97-98% accuracy on the full MNIST dataset.
docker build -t nn-handwriting .
Containerized/Docker:
docker run -it --rm --name nn-handwriting nn-handwriting
Direct:
python main.py [training.csv] [test.csv]
Ex:
python main.py ./../data/mnist_train_100.csv ./../data/mnist_test_10.csv
python main.py ./../data/mnist_train.csv ./../data/mnist_test.csv
Because of file size limits the MNIST dataset is not included in the repository (other than the two small example sets). To perform a complete training regimen download the following CSV files and replace the train/test files in data.
Make Your Own Neural Network - Tariq Rashid
MNIST in CSV - https://pjreddie.com/projects/mnist-in-csv/