This repository serves as an unofficial Korean translation of the incredible text book on causal inference titled "Causal Inference for The Brave and True." For the official Korean translation, please refer to the provided link. I have created this repository for my personal study purposes. If you find this content valuable, kindly share it with others who may benefit from it and consider giving it a star on both the original repository and here as well. 😏
이 페이지는 "Causal Inference for The Brave and True"의 비공식 한국어 번역입니다. 공식 한국어 번역은 링크를 참고바랍니다. 이 페이지는 제 개인적인 공부를 위해 정리했습니다만 인과추론을 공부하고 싶으신 분께 도움이 되고자 공유하게 되었습니다. 도움이 된다면 좋겠습니다. 😏
| Title | ENG | KOR | Update | |
|---|---|---|---|---|
| PART I | ||||
| 01 | Introduction To Causality | LINK | LINK | 23.05.30 |
| 02 | Randomised Experiments | LINK | LINK | 23.06.03 |
| 03 | Stats Review: The Most Dangerous Equation | LINK | LINK | 23.06.04 |
| 04 | Graphical Causal Models | LINK | LINK | 22.12.27 |
| 05 | The Unreasonable Effectiveness of Linear Regression | LINK | LINK | 22.12.27 |
| 06 | Grouped and Dummy Regression | LINK | LINK | 22.12.27 |
| 07 | Beyond Confounders | LINK | LINK | 22.12.28 |
| 08 | Instrumental Variables | LINK | LINK | 22.12.30 |
| 09 | Non Compliance and LATE | LINK | LINK | 22.12.31 |
| 10 | Matching | LINK | LINK | 23.01.05 |
| 11 | Propensity Score | LINK | LINK | 23.01.09 |
| 12 | Doubly Robust Estimation | LINK | LINK | 23.01.10 |
| 13 | Difference-in-Differences | LINK | LINK | 23.01.12 |
| 14 | Panel Data and Fixed Effects | LINK | LINK | 23.01.18 |
| 15 | Synthetic Control | LINK | LINK | 23.01.25 |
| 16 | Regression Discontinuity Design | LINK | LINK | 23.01.30 |
| PART II | ||||
| 17 | Predictive Models 101 | LINK | LINK | 23.02.17 |
| 18 | Heterogeneous Treatment Effects and Personalization | LINK | LINK | 23.02.19 |
| 19 | Evaluating Causal Models | LINK | LINK | 23.02.20 |
| 20 | Plug-and-Play Estimators | LINK | LINK | 22.02.21 |
| 21 | Meta Learners | LINK | LINK | 22.02.22 |
| 22 | Debiased/Orthogonal Machine Learning | LINK | LINK | 22.11.22 |
| 23 | Challenges with Effect Heterogeneity and Nonlinearity | LINK | LINK | 23.02.23 |
| 24 | The Difference-in-Differences Saga | LINK | LINK | 23.03.02 |
| 25 | Synthetic Difference-in-Differences | LINK | TBD | |
| APPENDIX | ||||
| 26 | Debiasing with Orthogonalization | LINK | LINK | 23.03.14 |
| 27 | Debiasing with Propensity Score | LINK | LINK | 23.03.22 |
| 28 | When Prediction Fails | LINK | TBD | |
| 29 | Why Prediction Metrics are Dangerous For Causal Models | LINK | LINK | 23.03.13 |
| 30 | Conformal Inference for Synthetic Controls | LINK | TBD |