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neural-network-scratch

A neural network implementation from scratch for CPU and GPU (in theano)

Tasks

  • Add preprocessing script of MNIST dataset
  • Add CPU implementation (based on book by Michael Nielsen)
  • Add theano implementation
  • Add tests on MNIST dataset (theta.json with accuracy of 99.3% on MNIST dataset)
  • Add the graphs used for choosing the final parameters (though the graphs are not labeled, it should be obvious what those graphs are telling)

A small MNIST training data is also added for testing the implementation