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Classify MNIST digits using Convolutional Neural Networks

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MNIST digit recognizer

Results of this model on MNIST test data:

  1. 0.22% test error rate with ensemble of 10 CNNs
  2. 0.21% test error rate with ensemble of 6 selected CNNs
  3. 0.26% test error rate for best single model

Source code

See https://github.com/j05t/mnist/blob/master/mnist.ipynb. Models have been created and trained using the Theano Backend. The script has been adapted to work with the TensorFlow backend, but saving/loading training histories seem to be broken right now. Best model weights have been uploaded.

Incorrect predictions

0.21% test error rate gives us a total of 21 incorrect predictions on the MNIST testing dataset of 10,000 images: incorrect predictions

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