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VGG11-MNIST

Three notebooks are provided with the following details

  • VGG11 to train MNIST
  • VGG11 with l2 regularization
  • VGG11 with random rotations while training

Evaluations:

  • test accuracy vs the number of epochs
  • training accuracy vs the number of epochs
  • test loss vs the number of epochs
  • training loss vs the number of epochs
  • test accuracy vs the degree of rotation
  • test accuracy vs Gaussian blurring

Use google cloud (with gpu) to test the code.

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VGG11 model for MNIST dataset

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  • Jupyter Notebook 100.0%