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浙大郑老师因果推断与机器学习训练营课程资料代码齐全
因果推断与机器学习训练营课程大纲
模块一 理论
1. 流行病任务与因果推断
2. 因果推断与偏倚控制
模块二 回归与G方法
3. 回归的方法及其应用
4. G方法及实践
模块三 倾向得分
5. 倾向得分方法
6. 倾向得分加权
模块四 机器学习
7. 机器学习理论
8. 机器学习与G方法
9. 机器学习与倾向得分
模块五 双重稳健估计方法
10. 双重稳健方法
11. 双重机器学习
模块六 TMLE方法
12. TMLE方法
13. 机器学习与TMLE方法
模块七 缺失数据填补与因果推断
14. 缺失数据填补与机器学习
15. 缺失数据填补后双重稳健估计
模块八 中介分析与因果中介
16. 中介分析与因果中介
17. 双重稳健估计下的中介分析
模块九 处理效应异质性分析
18. 处理异质性分析方法
19. 因果森林方法
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he girl shrank away from him, too startled to take the weapon; and he leaned it against her, and stood away, with his hands behind him.
Kill me ef ye think I'm a-lyin' to ye," he said. "Y'u kin git even with me now. But I want to tell ye fust "-the girl had caught the muzzle of the gun convulsively, and was bending over it, her eyes burning, her face inscrutable-hit was a fa'r fight betwixt us, 'n' I whooped him. He got his gun then, 'n' would 'a' killed me ag'in' his oath ef he hadn't been shot fust Hit's so, too, 'bout the crosses. I made 'em; they're right thar on that gun; but whut could I do with mam a-standin' right thar with the gun 'n' Uncle Rufe a-tellin' 'bout my own dad layin' in his blood, 'n' Isom 'n' the boys lookin' on!
