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COVID19 Cases Prediction (Regression)

COVID19 Cases Prediction (Regression)

Objectives

  • 使用深度神经网络(DNN)解决回归(regression)问题;
  • 了解基本的DNN训练技巧(hyper-parameter tuning, feature selection, regularization, …);
  • 熟悉Pytorch。

Task Description

根据美国某州过去几天的调查结果,预测最后一天新增检测阳性病例的百分比。

思路&Code

【2021版本】双过Stong Baseline:

https://github.com/Aaricis/Hung-yi-Lee-ML2021/blob/main/ML2021_HW1.ipynb

【2022版本】双过Boss Baseline:

https://github.com/Aaricis/Hung-yi-Lee-ML2022/blob/main/ML2022Spring_HW1_Boss.ipynb

参考资料

课程官方资料库(含PPT和样例代码)

COVID-19 Surveys出处

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