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A tutorial for MNIST handwritten digit classification using sklearn, PyTorch and Keras.

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Requirements

Code tested on following environments, other version should also work:

  • linux system (ubuntu 18.04)
  • python 3.6
  • numpy 1.19.5
  • matplotlib 3.3.4
  • sklearn 0.24.2
  • pytorch 1.8.1
  • cuda 10.2

Results

Train accuracy Test accuracy
Q1 97.50% 87.20%
Q2 81.82% 79.90%
Q3 97.80% 85.60%
Q4 95.62% 87.50%
Q5 99.22% 99.03%

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A tutorial for MNIST handwritten digit classification using sklearn, PyTorch and Keras.

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