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.