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mnist_tutorial's Introduction

My Homework Solution

Env

Code tested on following environments.

  • Windows 10(20H2)
  • Python 3.8.8(64-bit,Miniconda)
  • matplotlib 3.3.4
  • scikit-learn 0.24.1
  • pytorch 1.6.0
  • numpy 1.19.2

Solution

Pytorch is used. No CUDA.

Question Train Acc. (%) Test Acc. (%)
Q1 97.25% 87.90%
Q2 81.82% 81.00%
Q3 97.53% 85.90%
Q4 96.92% 86.50%
Q5 98.27% 98.39%

mnist_tutorial

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

Code structure

Requirements

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

  • linux system (ubuntu 16.04)
  • python 3.6.3
  • numpy 1.13.3
  • matplotlib 2.1.0
  • sklearn 0.19.1
  • pytorch 0.4.1
  • keras 2.1.2

For students from SJTU

Please read HEAR.

mnist_tutorial's People

Contributors

bravofr0st avatar jiangyangzhou avatar linguoli avatar

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