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lixiaoyu0575/physionet_challenge2020_pytorch

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Note

Please refer to this pytorch styleguide.

Please refer to this pytorch template.

Features

Preprocessing

  • Detrend
  • Filtering

Augmentation

  • xxxx

Model

  • TCN
  • ResNet
  • ResNeXt
  • ResNeSt
  • InceptionTime
  • FCN
  • MLP

Metric

  • challenge2020 official evaluation

Loss

  • BCE loss
  • weighted BCE loss

Tricks

  • Soft Labeling
  • Learning Rate Schedule
  • Warm Up

Others

###Tips

  • Preparing the data and engineering the features are the critical data-related factors in machine learning. Algorithm selection is also very important though not as important as feature engineering and data preparation.

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